diff --git a/composer.json b/composer.json
index 966a8926af..c1830de37f 100644
--- a/composer.json
+++ b/composer.json
@@ -20,7 +20,7 @@
         "ext-xmlreader": "*",
         "ext-xmlwriter": "*",
         "ext-zlib": "*",
-        "composer-runtime-api": "^2.1",
+        "composer-runtime-api": "^2.0",
         "async-aws/s3": "^2.6",
         "brick/math": "^0.11 || ^0.12 || ^0.13 || ^0.14",
         "coduo/php-humanizer": "^5.0",
diff --git a/docker/.gitignore b/docker/.gitignore
index 1c7f5703f9..4e0fd87f12 100644
--- a/docker/.gitignore
+++ b/docker/.gitignore
@@ -1 +1,2 @@
 otel-collector-dev-config.yaml
+signoz/
\ No newline at end of file
diff --git a/documentation/components/core/core.md b/documentation/components/core/core.md
index 9045aa623f..a52824efbd 100644
--- a/documentation/components/core/core.md
+++ b/documentation/components/core/core.md
@@ -116,5 +116,8 @@ For detailed information about specific DataFrame operations, see the following
 ### Reliability & Recovery
 - **[Retry Mechanisms](/documentation/components/core/retry.md)** - Automatic retry for transient failures
 
+### Observability
+- **[Telemetry](/documentation/components/core/telemetry.md)** - Distributed tracing, metrics, and logging integration
+
 ### Output & Display
 - **[Display](/documentation/components/core/display.md)** - Data visualization and output
diff --git a/documentation/components/core/telemetry.md b/documentation/components/core/telemetry.md
new file mode 100644
index 0000000000..80730a8533
--- /dev/null
+++ b/documentation/components/core/telemetry.md
@@ -0,0 +1,419 @@
+# Telemetry
+
+- [⬅️️ Back](/documentation/components/core/core.md)
+
+[TOC]
+
+## Introduction
+
+Telemetry integration in Flow PHP provides observability into your ETL pipelines through distributed tracing, metrics collection, and structured logging. Understanding what happens inside your data processing workflows is essential for:
+
+- **Debugging** - Identify bottlenecks and failures in complex pipelines
+- **Monitoring** - Track performance metrics in production environments
+- **Optimization** - Measure throughput and resource usage to improve efficiency
+- **Compliance** - Maintain audit trails of data processing operations
+
+Flow PHP's telemetry is built on OpenTelemetry-compatible concepts, allowing integration with popular observability platforms like Jaeger, Grafana, Datadog, and others.
+
+## Quick Start
+
+The simplest way to get started with telemetry is using console exporters for local development:
+
+```php
+<?php
+
+use Flow\Clock\SystemClock;
+use function Flow\ETL\DSL\{config_builder, df, from_array, telemetry_options, to_output};
+use function Flow\Telemetry\DSL\{
+    batching_log_processor, batching_metric_processor, batching_span_processor,
+    console_log_exporter, console_metric_exporter, console_span_exporter,
+    logger_provider, memory_context_storage, meter_provider, resource, telemetry, tracer_provider
+};
+
+$clock = new SystemClock(new DateTimeZone('UTC'));
+$contextStorage = memory_context_storage();
+
+$telemetry = telemetry(
+    resource(['service.name' => 'my-etl-pipeline']),
+    tracer_provider(batching_span_processor(console_span_exporter()), $clock, $contextStorage),
+    meter_provider(batching_metric_processor(console_metric_exporter()), $clock),
+    logger_provider(batching_log_processor(console_log_exporter()), $clock, $contextStorage),
+);
+$telemetry->registerShutdownFunction();
+
+df(config_builder()->withTelemetry($telemetry, telemetry_options(
+    trace_loading: true,
+    trace_transformations: true,
+    collect_metrics: true,
+)))
+    ->read(from_array([
+        ['id' => 1, 'name' => 'Alice'],
+        ['id' => 2, 'name' => 'Bob'],
+    ]))
+    ->write(to_output())
+    ->run();
+```
+
+## Telemetry Options
+
+Flow PHP provides granular control over what telemetry data is collected through `telemetry_options()`:
+
+| Option | Description | Performance Impact |
+|--------|-------------|-------------------|
+| `trace_loading` | Creates spans for each loader execution | Low |
+| `trace_transformations` | Creates spans for each transformer execution | Medium (many transformers = many spans) |
+| `collect_metrics` | Records counters and throughput metrics | Low |
+
+### Selective Configuration
+
+```php
+// Only trace loaders (useful for debugging slow writes)
+telemetry_options(trace_loading: true)
+
+// Only collect metrics (minimal overhead)
+telemetry_options(collect_metrics: true)
+
+// Full observability
+telemetry_options(
+    trace_loading: true,
+    trace_transformations: true,
+    collect_metrics: true,
+)
+```
+
+You can also use the fluent builder pattern:
+
+```php
+telemetry_options()
+    ->traceLoading(true)
+    ->traceTransformations(true)
+    ->collectMetrics(true)
+```
+
+## Configuration
+
+### Basic Configuration
+
+Enable telemetry by passing a `Telemetry` instance to the config builder:
+
+```php
+use function Flow\ETL\DSL\{config_builder, telemetry_options};
+
+$config = config_builder()
+    ->withTelemetry($telemetry, telemetry_options(
+        trace_loading: true,
+        collect_metrics: true,
+    ))
+    ->build();
+```
+
+### Console Exporters (Development)
+
+Console exporters output telemetry data directly to stdout with ASCII table formatting. They're ideal for local development and debugging:
+
+```php
+use function Flow\Telemetry\DSL\{
+    console_span_exporter, console_metric_exporter, console_log_exporter
+};
+
+// Spans are displayed as tables with trace IDs, durations, and attributes
+$spanExporter = console_span_exporter(colors: true);
+
+// Metrics show counters and throughput values
+$metricExporter = console_metric_exporter(colors: true);
+
+// Logs are formatted with severity-based coloring
+$logExporter = console_log_exporter(colors: true, maxBodyLength: 100);
+```
+
+### OTLP Export (Production)
+
+For production environments, send telemetry to an OTLP-compatible collector using the OTLP bridge:
+
+```php
+use Flow\Clock\SystemClock;
+use function Flow\ETL\DSL\{config_builder, telemetry_options};
+use function Flow\Telemetry\DSL\{
+    batching_log_processor, batching_metric_processor, batching_span_processor,
+    logger_provider, memory_context_storage, meter_provider, resource, telemetry, tracer_provider
+};
+use function Flow\Bridge\Telemetry\OTLP\DSL\{
+    otlp_curl_transport, otlp_json_serializer,
+    otlp_log_exporter, otlp_metric_exporter, otlp_span_exporter
+};
+
+$clock = new SystemClock(new DateTimeZone('UTC'));
+$contextStorage = memory_context_storage();
+
+// Configure OTLP transport
+$transport = otlp_curl_transport('http://localhost:4318', otlp_json_serializer());
+
+$telemetry = telemetry(
+    resource([
+        'service.name' => 'my-etl-pipeline',
+        'service.version' => '1.0.0',
+        'service.namespace' => 'my-company',
+    ]),
+    tracer_provider(batching_span_processor(otlp_span_exporter($transport)), $clock, $contextStorage),
+    meter_provider(batching_metric_processor(otlp_metric_exporter($transport)), $clock),
+    logger_provider(batching_log_processor(otlp_log_exporter($transport)), $clock, $contextStorage),
+);
+$telemetry->registerShutdownFunction();
+```
+
+### Transport Options
+
+#### HTTP Transport (PSR-18)
+
+Use with any PSR-18 compatible HTTP client:
+
+```php
+use function Flow\Bridge\Telemetry\OTLP\DSL\{otlp_http_transport, otlp_json_serializer};
+
+$transport = otlp_http_transport(
+    client: $psr18Client,
+    requestFactory: $psr17Factory,
+    streamFactory: $psr17Factory,
+    endpoint: 'http://localhost:4318',
+    serializer: otlp_json_serializer(),
+    headers: ['Authorization' => 'Bearer token'],
+);
+```
+
+#### Curl Transport (Async)
+
+Recommended for better performance - uses curl_multi for non-blocking I/O:
+
+```php
+use function Flow\Bridge\Telemetry\OTLP\DSL\{otlp_curl_transport, otlp_curl_options, otlp_json_serializer};
+
+$transport = otlp_curl_transport(
+    endpoint: 'http://localhost:4318',
+    serializer: otlp_json_serializer(),
+    options: otlp_curl_options()
+        ->withTimeout(60)
+        ->withConnectTimeout(15)
+        ->withHeader('Authorization', 'Bearer token')
+        ->withCompression(),
+);
+```
+
+#### gRPC Transport
+
+For gRPC endpoints (requires ext-grpc):
+
+```php
+use function Flow\Bridge\Telemetry\OTLP\DSL\{otlp_grpc_transport, otlp_protobuf_serializer};
+
+$transport = otlp_grpc_transport(
+    endpoint: 'localhost:4317',
+    serializer: otlp_protobuf_serializer(),
+);
+```
+
+## Collected Data
+
+### Spans
+
+Every DataFrame execution creates a root span with the following attributes:
+
+| Attribute | Description |
+|-----------|-------------|
+| `dataframe.id` | Unique identifier for the DataFrame execution |
+| `rows.total` | Total number of rows processed |
+| `rows.throughput.per_second` | Processing throughput |
+| `memory.min.mb` | Minimum memory consumption during execution |
+| `memory.max.mb` | Maximum memory consumption during execution |
+
+When `trace_loading` is enabled, child spans are created for each loader with:
+- Span name: Loader class name (e.g., `Flow\ETL\Loader\StreamLoader`)
+- Parent: DataFrame span
+- Status: OK on success, ERROR on failure
+
+When `trace_transformations` is enabled, child spans are created for each transformer with:
+- Span name: Transformer class name (e.g., `Flow\ETL\Transformer\EntryNameTransformer`)
+- Parent: DataFrame span
+- Status: OK on success, ERROR on failure
+
+### Metrics
+
+When `collect_metrics` is enabled:
+
+| Metric | Type | Description |
+|--------|------|-------------|
+| `rows.processed.total` | Counter | Cumulative count of processed rows |
+| `rows.processed.throughput` | Throughput | Rows processed per time unit |
+
+### Logs
+
+Structured logs are emitted at DEBUG level for pipeline events:
+
+- **Pipeline start** - Logged with configuration details (cache type, serializer, optimizers, filesystem mounts)
+- **Pipeline completion** - Logged with summary statistics (total rows, memory usage)
+- **Errors** - Logged at ERROR level with exception details
+
+## Processing and Batching
+
+Telemetry data is processed through configurable processors:
+
+### Batching Processors (Recommended)
+
+Collect telemetry in memory and export in batches for better performance:
+
+```php
+use function Flow\Telemetry\DSL\{
+    batching_span_processor, batching_metric_processor, batching_log_processor
+};
+
+// Export spans in batches of 512 (default)
+batching_span_processor($exporter, batchSize: 512)
+
+// Export metrics in batches of 512 (default)
+batching_metric_processor($exporter, batchSize: 512)
+
+// Export logs in batches of 512 (default)
+batching_log_processor($exporter, batchSize: 512)
+```
+
+### Pass-Through Processors (Debugging)
+
+Export immediately for real-time visibility during debugging:
+
+```php
+use function Flow\Telemetry\DSL\{
+    pass_through_span_processor, pass_through_metric_processor, pass_through_log_processor
+};
+
+pass_through_span_processor($exporter)
+pass_through_metric_processor($exporter)
+pass_through_log_processor($exporter)
+```
+
+## DSL Functions Reference
+
+### Core Telemetry
+
+| Function | Description |
+|----------|-------------|
+| `telemetry()` | Create a Telemetry instance |
+| `resource()` | Create a Resource with attributes |
+| `telemetry_options()` | Configure telemetry options |
+
+### Providers
+
+| Function | Description |
+|----------|-------------|
+| `tracer_provider()` | Create a TracerProvider |
+| `meter_provider()` | Create a MeterProvider |
+| `logger_provider()` | Create a LoggerProvider |
+
+### Processors
+
+| Function | Description |
+|----------|-------------|
+| `batching_span_processor()` | Batch span processing |
+| `batching_metric_processor()` | Batch metric processing |
+| `batching_log_processor()` | Batch log processing |
+| `pass_through_span_processor()` | Immediate span export |
+| `pass_through_metric_processor()` | Immediate metric export |
+| `pass_through_log_processor()` | Immediate log export |
+| `severity_filtering_log_processor()` | Filter logs by severity |
+
+### Exporters (Console)
+
+| Function | Description |
+|----------|-------------|
+| `console_span_exporter()` | Export spans to console |
+| `console_metric_exporter()` | Export metrics to console |
+| `console_log_exporter()` | Export logs to console |
+
+### Exporters (OTLP)
+
+| Function | Description |
+|----------|-------------|
+| `otlp_span_exporter()` | Export spans via OTLP |
+| `otlp_metric_exporter()` | Export metrics via OTLP |
+| `otlp_log_exporter()` | Export logs via OTLP |
+
+### Transport (OTLP)
+
+| Function | Description |
+|----------|-------------|
+| `otlp_curl_transport()` | Async curl transport |
+| `otlp_http_transport()` | PSR-18 HTTP transport |
+| `otlp_grpc_transport()` | gRPC transport |
+| `otlp_json_serializer()` | JSON serialization |
+| `otlp_protobuf_serializer()` | Protobuf serialization |
+
+### Testing
+
+| Function | Description |
+|----------|-------------|
+| `memory_span_exporter()` | Store spans in memory |
+| `memory_metric_exporter()` | Store metrics in memory |
+| `memory_log_exporter()` | Store logs in memory |
+| `void_span_processor()` | No-op span processor |
+| `void_metric_processor()` | No-op metric processor |
+| `void_log_processor()` | No-op log processor |
+
+## Best Practices
+
+### When to Enable Each Option
+
+- **`trace_loading: true`** - Enable when debugging write operations or when you need to identify slow loaders
+- **`trace_transformations: true`** - Enable temporarily when debugging transformation logic; disable in production for high-throughput pipelines
+- **`collect_metrics: true`** - Safe to enable in production; provides valuable throughput data with minimal overhead
+
+### Performance Considerations
+
+1. **Use batching processors** - Batching reduces I/O overhead significantly compared to immediate export
+2. **Disable transformation tracing in production** - Pipelines with many transformations create many spans
+3. **Configure appropriate batch sizes** - Larger batches are more efficient but use more memory
+4. **Use curl transport** - The async curl transport has better performance than PSR-18 HTTP clients
+5. **Call `registerShutdownFunction()`** - Ensures all pending telemetry is flushed on script termination
+
+### Sampling Strategies
+
+For high-volume pipelines, consider sampling to reduce telemetry volume:
+
+```php
+use Flow\Telemetry\Tracer\Sampler\AlwaysOnSampler;
+
+// Always sample (default)
+tracer_provider($processor, $clock, $contextStorage, new AlwaysOnSampler())
+```
+
+### Resource Attributes
+
+Include meaningful resource attributes to identify your service:
+
+```php
+resource([
+    'service.name' => 'order-processor',
+    'service.version' => '2.1.0',
+    'service.namespace' => 'ecommerce',
+    'deployment.environment' => 'production',
+])
+```
+
+## Disabling Telemetry
+
+Telemetry is disabled by default. If you've enabled it but want to disable it for certain environments, simply don't pass telemetry configuration:
+
+```php
+// No telemetry - uses void providers internally
+$config = config_builder()->build();
+```
+
+Or use void providers explicitly:
+
+```php
+use function Flow\Telemetry\DSL\{void_span_processor, void_metric_processor, void_log_processor};
+
+$telemetry = telemetry(
+    resource(['service.name' => 'my-service']),
+    tracer_provider(void_span_processor(), $clock, $contextStorage),
+    meter_provider(void_metric_processor(), $clock),
+    logger_provider(void_log_processor(), $clock, $contextStorage),
+);
+```
diff --git a/src/adapter/etl-adapter-chartjs/src/Flow/ETL/Adapter/ChartJS/ChartJSLoader.php b/src/adapter/etl-adapter-chartjs/src/Flow/ETL/Adapter/ChartJS/ChartJSLoader.php
index 4763f33f9d..0941c09b4c 100644
--- a/src/adapter/etl-adapter-chartjs/src/Flow/ETL/Adapter/ChartJS/ChartJSLoader.php
+++ b/src/adapter/etl-adapter-chartjs/src/Flow/ETL/Adapter/ChartJS/ChartJSLoader.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Adapter\ChartJS;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Loader, Rows};
 use Flow\ETL\Loader\Closure;
 use Flow\Filesystem\Path;
@@ -64,7 +65,17 @@ public function load(Rows $rows, FlowContext $context) : void
             return;
         }
 
-        $this->type->collect($rows);
+        $context->telemetry()->loadingStarted($this);
+
+        try {
+            $this->type->collect($rows);
+
+            $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
+        }
     }
 
     public function withOutputPath(Path $output) : self
diff --git a/src/adapter/etl-adapter-csv/src/Flow/ETL/Adapter/CSV/CSVExtractor.php b/src/adapter/etl-adapter-csv/src/Flow/ETL/Adapter/CSV/CSVExtractor.php
index 256eafc6bc..a3beeda965 100644
--- a/src/adapter/etl-adapter-csv/src/Flow/ETL/Adapter/CSV/CSVExtractor.php
+++ b/src/adapter/etl-adapter-csv/src/Flow/ETL/Adapter/CSV/CSVExtractor.php
@@ -49,10 +49,11 @@ public function extract(FlowContext $context) : \Generator
             $separator = $this->separator ?? $option->separator;
             $enclosure = $this->enclosure ?? $option->enclosure;
             $escape = $this->escape ?? $option->escape;
+            $uri = $stream->path()->uri();
 
             $headers = [];
             $headersCount = 0;
-            $streamUri = $shouldPutInputIntoRows ? $stream->path()->uri() : null;
+            $streamUri = $shouldPutInputIntoRows ? $uri : null;
             $partitions = $stream->path()->partitions();
 
             $csvLineReader = new CSVLineReader($enclosure, $this->charactersReadInLine, $this->removeBOM);
@@ -84,6 +85,7 @@ public function extract(FlowContext $context) : \Generator
                 }
 
                 $signal = yield array_to_rows($row, $context->entryFactory(), $partitions, $this->schema);
+
                 $this->incrementReturnedRows();
 
                 if ($signal === Signal::STOP || $this->reachedLimit()) {
diff --git a/src/adapter/etl-adapter-csv/src/Flow/ETL/Adapter/CSV/CSVLoader.php b/src/adapter/etl-adapter-csv/src/Flow/ETL/Adapter/CSV/CSVLoader.php
index d29e951793..1a0e9080c1 100644
--- a/src/adapter/etl-adapter-csv/src/Flow/ETL/Adapter/CSV/CSVLoader.php
+++ b/src/adapter/etl-adapter-csv/src/Flow/ETL/Adapter/CSV/CSVLoader.php
@@ -5,6 +5,7 @@
 namespace Flow\ETL\Adapter\CSV;
 
 use Flow\ETL\{Adapter\CSV\RowsNormalizer\EntryNormalizer, FlowContext, Loader, Rows};
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\Exception\RuntimeException;
 use Flow\ETL\Loader\{Closure, FileLoader};
 use Flow\ETL\Row\Entry;
@@ -47,14 +48,27 @@ public function load(Rows $rows, FlowContext $context) : void
             return;
         }
 
-        $normalizer = new RowsNormalizer(new EntryNormalizer($this->dateTimeFormat));
+        $context->telemetry()->loadingStarted(
+            $this,
+            [TelemetryAttributes::ATTR_LOADER_DESTINATION_URI => $this->path->uri()]
+        );
+
+        try {
+            $normalizer = new RowsNormalizer(new EntryNormalizer($this->dateTimeFormat));
+
+            $headers = $rows->first()->entries()->map(static fn (Entry $entry) => $entry->name());
+
+            if ($rows->partitions()->count()) {
+                $this->write($rows, $headers, $context, $rows->partitions()->toArray(), $normalizer);
+            } else {
+                $this->write($rows, $headers, $context, [], $normalizer);
+            }
 
-        $headers = $rows->first()->entries()->map(static fn (Entry $entry) => $entry->name());
+            $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
 
-        if ($rows->partitions()->count()) {
-            $this->write($rows, $headers, $context, $rows->partitions()->toArray(), $normalizer);
-        } else {
-            $this->write($rows, $headers, $context, [], $normalizer);
+            throw $e;
         }
     }
 
diff --git a/src/adapter/etl-adapter-doctrine/src/Flow/ETL/Adapter/Doctrine/DbalKeySetExtractor.php b/src/adapter/etl-adapter-doctrine/src/Flow/ETL/Adapter/Doctrine/DbalKeySetExtractor.php
index c0326e432f..02ecacaba1 100644
--- a/src/adapter/etl-adapter-doctrine/src/Flow/ETL/Adapter/Doctrine/DbalKeySetExtractor.php
+++ b/src/adapter/etl-adapter-doctrine/src/Flow/ETL/Adapter/Doctrine/DbalKeySetExtractor.php
@@ -129,12 +129,12 @@ public function extract(FlowContext $context) : \Generator
 
                 $signal = yield array_to_rows($row, $context->entryFactory(), [], $this->schema);
 
+                $totalFetched++;
+
                 if ($signal === Signal::STOP) {
                     return;
                 }
 
-                $totalFetched++;
-
                 if (null !== $this->maximum && $totalFetched >= $this->maximum) {
                     return;
                 }
diff --git a/src/adapter/etl-adapter-doctrine/src/Flow/ETL/Adapter/Doctrine/DbalLimitOffsetExtractor.php b/src/adapter/etl-adapter-doctrine/src/Flow/ETL/Adapter/Doctrine/DbalLimitOffsetExtractor.php
index 2e54a15fda..ff6ff3d3b3 100644
--- a/src/adapter/etl-adapter-doctrine/src/Flow/ETL/Adapter/Doctrine/DbalLimitOffsetExtractor.php
+++ b/src/adapter/etl-adapter-doctrine/src/Flow/ETL/Adapter/Doctrine/DbalLimitOffsetExtractor.php
@@ -122,14 +122,14 @@ public function extract(FlowContext $context) : \Generator
             foreach ($pageResults as $row) {
                 $signal = yield array_to_rows($row, $context->entryFactory(), [], $this->schema);
 
+                $totalFetched++;
+
                 if ($signal === Signal::STOP) {
                     return;
                 }
 
-                $totalFetched++;
-
                 if (null !== $this->maximum && $totalFetched >= $this->maximum) {
-                    break;
+                    return;
                 }
             }
         }
diff --git a/src/adapter/etl-adapter-doctrine/src/Flow/ETL/Adapter/Doctrine/DbalLoader.php b/src/adapter/etl-adapter-doctrine/src/Flow/ETL/Adapter/Doctrine/DbalLoader.php
index dcb4095fd6..e58eabde22 100644
--- a/src/adapter/etl-adapter-doctrine/src/Flow/ETL/Adapter/Doctrine/DbalLoader.php
+++ b/src/adapter/etl-adapter-doctrine/src/Flow/ETL/Adapter/Doctrine/DbalLoader.php
@@ -6,6 +6,7 @@
 
 use Doctrine\DBAL\{Connection, DriverManager};
 use Flow\Doctrine\Bulk\{Bulk, BulkData, InsertOptions, UpdateOptions};
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\Exception\InvalidArgumentException;
 use Flow\ETL\{FlowContext, Loader, Rows};
 
@@ -63,15 +64,25 @@ public function load(Rows $rows, FlowContext $context) : void
             return;
         }
 
-        $sortedRows = $rows->sortEntries();
-        $normalizedData = (new RowsNormalizer())->normalize($sortedRows);
+        $context->telemetry()->loadingStarted($this);
 
-        $this->bulk()->{$this->operation}(
-            $this->connection(),
-            $this->tableName,
-            new BulkData($normalizedData, $this->typesMap()->flowRowTypes($sortedRows->first())),
-            $this->operationOptions
-        );
+        try {
+            $sortedRows = $rows->sortEntries();
+            $normalizedData = (new RowsNormalizer())->normalize($sortedRows);
+
+            $this->bulk()->{$this->operation}(
+                $this->connection(),
+                $this->tableName,
+                new BulkData($normalizedData, $this->typesMap()->flowRowTypes($sortedRows->first())),
+                $this->operationOptions
+            );
+
+            $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
+        }
     }
 
     /**
diff --git a/src/adapter/etl-adapter-doctrine/src/Flow/ETL/Adapter/Doctrine/TransactionalDbalLoader.php b/src/adapter/etl-adapter-doctrine/src/Flow/ETL/Adapter/Doctrine/TransactionalDbalLoader.php
index f2ea02e9c9..dab31f34ad 100644
--- a/src/adapter/etl-adapter-doctrine/src/Flow/ETL/Adapter/Doctrine/TransactionalDbalLoader.php
+++ b/src/adapter/etl-adapter-doctrine/src/Flow/ETL/Adapter/Doctrine/TransactionalDbalLoader.php
@@ -5,6 +5,7 @@
 namespace Flow\ETL\Adapter\Doctrine;
 
 use Doctrine\DBAL\{Connection, DriverManager, TransactionIsolationLevel};
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\Exception\InvalidArgumentException;
 use Flow\ETL\{FlowContext, Loader, Rows};
 
@@ -50,7 +51,21 @@ public static function fromConnection(
 
     public function load(Rows $rows, FlowContext $context) : void
     {
-        $this->executeInTransaction($this->connection(), $rows, $context);
+        if ($rows->count() === 0) {
+            return;
+        }
+
+        $context->telemetry()->loadingStarted($this);
+
+        try {
+            $this->executeInTransaction($this->connection(), $rows, $context);
+
+            $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
+        }
     }
 
     public function withIsolationLevel(TransactionIsolationLevel|int $level) : self
diff --git a/src/adapter/etl-adapter-elasticsearch/src/Flow/ETL/Adapter/Elasticsearch/ElasticsearchPHP/ElasticsearchExtractor.php b/src/adapter/etl-adapter-elasticsearch/src/Flow/ETL/Adapter/Elasticsearch/ElasticsearchPHP/ElasticsearchExtractor.php
index 0f22e062e5..279a0d81dd 100644
--- a/src/adapter/etl-adapter-elasticsearch/src/Flow/ETL/Adapter/Elasticsearch/ElasticsearchPHP/ElasticsearchExtractor.php
+++ b/src/adapter/etl-adapter-elasticsearch/src/Flow/ETL/Adapter/Elasticsearch/ElasticsearchPHP/ElasticsearchExtractor.php
@@ -66,7 +66,15 @@ public function extract(FlowContext $context) : \Generator
             return;
         }
 
-        yield $results->toRows($context->entryFactory());
+        $rows = $results->toRows($context->entryFactory());
+
+        $signal = yield $rows;
+
+        if ($signal === Signal::STOP) {
+            $this->closePointInTime($pit);
+
+            return;
+        }
 
         // Go with search_after pagination
         if ($params->hasSort()) {
@@ -85,7 +93,15 @@ public function extract(FlowContext $context) : \Generator
                     break;
                 }
 
-                yield $nextResults->toRows($context->entryFactory());
+                $rows = $nextResults->toRows($context->entryFactory());
+
+                $signal = yield $rows;
+
+                if ($signal === Signal::STOP) {
+                    $this->closePointInTime($pit);
+
+                    return;
+                }
             }
         } else {
             $fetched = $results->size();
@@ -111,9 +127,13 @@ public function extract(FlowContext $context) : \Generator
 
                 $fetched += $nextResults->size();
 
-                $signal = yield $nextResults->toRows($context->entryFactory());
+                $rows = $nextResults->toRows($context->entryFactory());
+
+                $signal = yield $rows;
 
                 if ($signal === Signal::STOP) {
+                    $this->closePointInTime($pit);
+
                     return;
                 }
             }
diff --git a/src/adapter/etl-adapter-elasticsearch/src/Flow/ETL/Adapter/Elasticsearch/ElasticsearchPHP/ElasticsearchLoader.php b/src/adapter/etl-adapter-elasticsearch/src/Flow/ETL/Adapter/Elasticsearch/ElasticsearchPHP/ElasticsearchLoader.php
index fdb7abf5fc..325f9e0379 100644
--- a/src/adapter/etl-adapter-elasticsearch/src/Flow/ETL/Adapter/Elasticsearch/ElasticsearchPHP/ElasticsearchLoader.php
+++ b/src/adapter/etl-adapter-elasticsearch/src/Flow/ETL/Adapter/Elasticsearch/ElasticsearchPHP/ElasticsearchLoader.php
@@ -6,6 +6,7 @@
 
 use Elasticsearch\{Client, ClientBuilder};
 use Flow\ETL\Adapter\Elasticsearch\IdFactory;
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Loader, Row, Rows};
 use Flow\ETL\Row\Entry\JsonEntry;
 
@@ -60,37 +61,47 @@ public function load(Rows $rows, FlowContext $context) : void
             return;
         }
 
-        $factory = $this->idFactory;
-        $parameters = $this->parameters;
-        $parameters['body'] = [];
-
-        /**
-         * @var array<int, array{body:array<string, mixed>,id:string}> $dataCollection
-         */
-        $dataCollection = $rows->map(static fn (Row $row) : Row => Row::create(
-            $factory->create($row),
-            new JsonEntry('body', $row->toArray())
-        ))->toArray();
-
-        foreach ($dataCollection as $data) {
-            $parameters['body'][] = [
-                $this->method => [
-                    '_id' => $data['id'],
-                    '_index' => $this->index,
-                ],
-            ];
-
-            if ($this->method === 'update') {
-                $parameters['body'][] = ['doc' => $data['body']];
-            } else {
-                $parameters['body'][] = $data['body'];
+        $context->telemetry()->loadingStarted($this);
+
+        try {
+            $factory = $this->idFactory;
+            $parameters = $this->parameters;
+            $parameters['body'] = [];
+
+            /**
+             * @var array<int, array{body:array<string, mixed>,id:string}> $dataCollection
+             */
+            $dataCollection = $rows->map(static fn (Row $row) : Row => Row::create(
+                $factory->create($row),
+                new JsonEntry('body', $row->toArray())
+            ))->toArray();
+
+            foreach ($dataCollection as $data) {
+                $parameters['body'][] = [
+                    $this->method => [
+                        '_id' => $data['id'],
+                        '_index' => $this->index,
+                    ],
+                ];
+
+                if ($this->method === 'update') {
+                    $parameters['body'][] = ['doc' => $data['body']];
+                } else {
+                    $parameters['body'][] = $data['body'];
+                }
             }
-        }
 
-        /**
-         * @phpstan-ignore-next-line
-         */
-        $this->client()->bulk($parameters);
+            /**
+             * @phpstan-ignore-next-line
+             */
+            $this->client()->bulk($parameters);
+
+            $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
+        }
     }
 
     /**
diff --git a/src/adapter/etl-adapter-elasticsearch/src/Flow/ETL/Adapter/Elasticsearch/ElasticsearchPHP/HitsIntoRowsTransformer.php b/src/adapter/etl-adapter-elasticsearch/src/Flow/ETL/Adapter/Elasticsearch/ElasticsearchPHP/HitsIntoRowsTransformer.php
index 3a83c04c55..71873dfe64 100644
--- a/src/adapter/etl-adapter-elasticsearch/src/Flow/ETL/Adapter/Elasticsearch/ElasticsearchPHP/HitsIntoRowsTransformer.php
+++ b/src/adapter/etl-adapter-elasticsearch/src/Flow/ETL/Adapter/Elasticsearch/ElasticsearchPHP/HitsIntoRowsTransformer.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Adapter\Elasticsearch\ElasticsearchPHP;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Row, Rows, Transformer};
 
 final readonly class HitsIntoRowsTransformer implements Transformer
@@ -15,38 +16,56 @@ public function __construct(
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        $newRows = [];
+        $context->telemetry()->transformationStarted(
+            $this,
+            []
+        );
 
-        foreach ($rows as $row) {
-            if (!$row->has('hits')) {
-                continue;
-            }
-
-            /**
-             * @var array{hits: array<array{_source: array<string, mixed>, fields: array<string, mixed>}>} $hits
-             */
-            $hits = $row->get('hits')->value();
+        try {
+            $newRows = [];
 
-            foreach ($hits['hits'] as $hit) {
-                $entries = [];
-
-                $source = match ($this->source) {
-                    DocumentDataSource::source => '_source',
-                    DocumentDataSource::fields => 'fields',
-                };
+            foreach ($rows as $row) {
+                if (!$row->has('hits')) {
+                    continue;
+                }
 
                 /**
-                 * @var string $key
-                 * @var mixed $value
+                 * @var array{hits: array<array{_source: array<string, mixed>, fields: array<string, mixed>}>} $hits
                  */
-                foreach ($hit[$source] as $key => $value) {
-                    $entries[] = $context->entryFactory()->create($key, $value);
-                }
+                $hits = $row->get('hits')->value();
+
+                foreach ($hits['hits'] as $hit) {
+                    $entries = [];
+
+                    $source = match ($this->source) {
+                        DocumentDataSource::source => '_source',
+                        DocumentDataSource::fields => 'fields',
+                    };
 
-                $newRows[] = Row::create(...$entries);
+                    /**
+                     * @var string $key
+                     * @var mixed $value
+                     */
+                    foreach ($hit[$source] as $key => $value) {
+                        $entries[] = $context->entryFactory()->create($key, $value);
+                    }
+
+                    $newRows[] = Row::create(...$entries);
+                }
             }
-        }
 
-        return new Rows(...$newRows);
+            $result = new Rows(...$newRows);
+
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
+
+            return $result;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/adapter/etl-adapter-excel/src/Flow/ETL/Adapter/Excel/ExcelExtractor.php b/src/adapter/etl-adapter-excel/src/Flow/ETL/Adapter/Excel/ExcelExtractor.php
index a3d99f9f0e..532b288e91 100644
--- a/src/adapter/etl-adapter-excel/src/Flow/ETL/Adapter/Excel/ExcelExtractor.php
+++ b/src/adapter/etl-adapter-excel/src/Flow/ETL/Adapter/Excel/ExcelExtractor.php
@@ -56,6 +56,7 @@ public function extract(FlowContext $context) : \Generator
             foreach ($this->extractRows($stream, $headers, $offset) as $row) {
                 // Ensure $row is an array before passing to array_to_rows
                 $signal = yield array_to_rows(\is_array($row) ? $row : [], $context->entryFactory(), $stream->path()->partitions(), schema: $this->schema);
+
                 $this->incrementReturnedRows();
 
                 if ($signal === Signal::STOP || $this->reachedLimit()) {
diff --git a/src/adapter/etl-adapter-excel/src/Flow/ETL/Adapter/Excel/ExcelLoader.php b/src/adapter/etl-adapter-excel/src/Flow/ETL/Adapter/Excel/ExcelLoader.php
index 15a4efefed..3be765952c 100644
--- a/src/adapter/etl-adapter-excel/src/Flow/ETL/Adapter/Excel/ExcelLoader.php
+++ b/src/adapter/etl-adapter-excel/src/Flow/ETL/Adapter/Excel/ExcelLoader.php
@@ -6,6 +6,7 @@
 
 use Flow\ETL\Adapter\Excel\RowsNormalizer\ExcelRowsNormalizer;
 use Flow\ETL\Adapter\Excel\Sheet\SheetNameAssertion;
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\Exception\InvalidArgumentException;
 use Flow\ETL\{FlowContext, Loader, Row, Rows};
 use Flow\ETL\Loader\{Closure, FileLoader};
@@ -68,32 +69,48 @@ public function destination() : Path
 
     public function load(Rows $rows, FlowContext $context) : void
     {
-        $normalizer = new ExcelRowsNormalizer(
-            dateFormat: $this->dateFormat,
-            dateTimeFormat: $this->dateTimeFormat,
-            timeFormat: $this->timeFormat,
-        );
+        if (!$rows->count()) {
+            return;
+        }
+
+        $context->telemetry()->loadingStarted($this, [
+            TelemetryAttributes::ATTR_LOADER_DESTINATION_URI => $this->path->uri(),
+        ]);
+
+        try {
+            $normalizer = new ExcelRowsNormalizer(
+                dateFormat: $this->dateFormat,
+                dateTimeFormat: $this->dateTimeFormat,
+                timeFormat: $this->timeFormat,
+            );
+
+            $stream = $context->streams()->writeTo($this->path, $rows->partitions()->toArray());
 
-        $stream = $context->streams()->writeTo($this->path, $rows->partitions()->toArray());
+            $manager = $this->getWorkbookManager();
+            $manager->open($stream->path()->path());
 
-        $manager = $this->getWorkbookManager();
-        $manager->open($stream->path()->path());
+            foreach ($rows as $rowIndex => $row) {
+                $sheetName = $this->resolveSheetName($row);
 
-        foreach ($rows as $rowIndex => $row) {
-            $sheetName = $this->resolveSheetName($row);
+                $rowForExcel = $this->sheetNameEntryName !== null && $row->has($this->sheetNameEntryName)
+                    ? $row->remove($this->sheetNameEntryName)
+                    : $row;
 
-            $rowForExcel = $this->sheetNameEntryName !== null && $row->has($this->sheetNameEntryName)
-                ? $row->remove($this->sheetNameEntryName)
-                : $row;
+                if ($this->withHeader && !$manager->isHeaderWritten($sheetName)) {
+                    $headers = $normalizer->headers($rowForExcel);
+                    $manager->writeHeader($sheetName, $headers, $this->headerStyle);
+                }
 
-            if ($this->withHeader && !$manager->isHeaderWritten($sheetName)) {
-                $headers = $normalizer->headers($rowForExcel);
-                $manager->writeHeader($sheetName, $headers, $this->headerStyle);
+                $values = $normalizer->normalize($rowForExcel);
+                $styles = $this->resolveCellStyles($rowForExcel, $rowIndex, $sheetName);
+                $manager->writeRow($sheetName, $values, $styles);
             }
 
-            $values = $normalizer->normalize($rowForExcel);
-            $styles = $this->resolveCellStyles($rowForExcel, $rowIndex, $sheetName);
-            $manager->writeRow($sheetName, $values, $styles);
+            $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
         }
     }
 
diff --git a/src/adapter/etl-adapter-google-sheet/src/Flow/ETL/Adapter/GoogleSheet/GoogleSheetExtractor.php b/src/adapter/etl-adapter-google-sheet/src/Flow/ETL/Adapter/GoogleSheet/GoogleSheetExtractor.php
index a27155da65..746d836b97 100644
--- a/src/adapter/etl-adapter-google-sheet/src/Flow/ETL/Adapter/GoogleSheet/GoogleSheetExtractor.php
+++ b/src/adapter/etl-adapter-google-sheet/src/Flow/ETL/Adapter/GoogleSheet/GoogleSheetExtractor.php
@@ -109,6 +109,7 @@ function (array $rowData) use ($headers, $headersCount, $shouldPutInputIntoRows)
 
             foreach ($rows as $row) {
                 $signal = yield array_to_rows($row, $context->entryFactory(), schema: $this->schema);
+
                 $this->incrementReturnedRows();
 
                 if ($signal === Signal::STOP || $this->reachedLimit()) {
diff --git a/src/adapter/etl-adapter-http/src/Flow/ETL/Adapter/Http/PsrHttpClientDynamicExtractor.php b/src/adapter/etl-adapter-http/src/Flow/ETL/Adapter/Http/PsrHttpClientDynamicExtractor.php
index 32b6fcaa75..9748c38d47 100644
--- a/src/adapter/etl-adapter-http/src/Flow/ETL/Adapter/Http/PsrHttpClientDynamicExtractor.php
+++ b/src/adapter/etl-adapter-http/src/Flow/ETL/Adapter/Http/PsrHttpClientDynamicExtractor.php
@@ -63,18 +63,14 @@ public function extract(FlowContext $context) : \Generator
                         )
                     )
                 );
-
-                if ($signal === Signal::STOP) {
-                    return;
-                }
             } else {
                 $signal = yield new Rows(
                     Row::create(...\array_merge($responseFactory->create($response)->all(), $requestFactory->create($nextRequest)->all()))
                 );
+            }
 
-                if ($signal === Signal::STOP) {
-                    return;
-                }
+            if ($signal === Signal::STOP) {
+                return;
             }
 
             $nextRequest = $this->requestFactory->create($response);
diff --git a/src/adapter/etl-adapter-http/src/Flow/ETL/Adapter/Http/PsrHttpClientStaticExtractor.php b/src/adapter/etl-adapter-http/src/Flow/ETL/Adapter/Http/PsrHttpClientStaticExtractor.php
index 6191a326fc..f6562e394b 100644
--- a/src/adapter/etl-adapter-http/src/Flow/ETL/Adapter/Http/PsrHttpClientStaticExtractor.php
+++ b/src/adapter/etl-adapter-http/src/Flow/ETL/Adapter/Http/PsrHttpClientStaticExtractor.php
@@ -63,10 +63,6 @@ public function extract(FlowContext $context) : \Generator
                         )
                     )
                 );
-
-                if ($signal === Signal::STOP) {
-                    return;
-                }
             } else {
                 $signal = yield new Rows(
                     Row::create(...\array_merge(
@@ -74,10 +70,10 @@ public function extract(FlowContext $context) : \Generator
                         $requestFactory->create($request)->all()
                     ))
                 );
+            }
 
-                if ($signal === Signal::STOP) {
-                    return;
-                }
+            if ($signal === Signal::STOP) {
+                return;
             }
         }
     }
diff --git a/src/adapter/etl-adapter-json/src/Flow/ETL/Adapter/JSON/JSONMachine/JsonExtractor.php b/src/adapter/etl-adapter-json/src/Flow/ETL/Adapter/JSON/JSONMachine/JsonExtractor.php
index e22723c15b..57b2e3e060 100644
--- a/src/adapter/etl-adapter-json/src/Flow/ETL/Adapter/JSON/JSONMachine/JsonExtractor.php
+++ b/src/adapter/etl-adapter-json/src/Flow/ETL/Adapter/JSON/JSONMachine/JsonExtractor.php
@@ -34,6 +34,7 @@ public function extract(FlowContext $context) : \Generator
         $shouldPutInputIntoRows = $context->config->shouldPutInputIntoRows();
 
         foreach ($context->streams()->list($this->path, $this->filter()) as $stream) {
+            $uri = $stream->path()->uri();
 
             /**
              * @var array<string, mixed>|object $rowData
@@ -42,7 +43,7 @@ public function extract(FlowContext $context) : \Generator
                 $row = (array) $rowData;
 
                 if ($shouldPutInputIntoRows) {
-                    $row['_input_file_uri'] = $stream->path()->uri();
+                    $row['_input_file_uri'] = $uri;
                 }
 
                 if ($this->pointer !== null && $this->pointerToEntryName) {
@@ -54,6 +55,7 @@ public function extract(FlowContext $context) : \Generator
                 }
 
                 $signal = yield array_to_rows([$row], $context->entryFactory(), $stream->path()->partitions(), $this->schema);
+
                 $this->incrementReturnedRows();
 
                 if ($signal === Signal::STOP || $this->reachedLimit()) {
diff --git a/src/adapter/etl-adapter-json/src/Flow/ETL/Adapter/JSON/JSONMachine/JsonLinesExtractor.php b/src/adapter/etl-adapter-json/src/Flow/ETL/Adapter/JSON/JSONMachine/JsonLinesExtractor.php
index 8160586547..cdd0a6e561 100644
--- a/src/adapter/etl-adapter-json/src/Flow/ETL/Adapter/JSON/JSONMachine/JsonLinesExtractor.php
+++ b/src/adapter/etl-adapter-json/src/Flow/ETL/Adapter/JSON/JSONMachine/JsonLinesExtractor.php
@@ -46,17 +46,17 @@ public function extract(FlowContext $context) : \Generator
         };
 
         foreach ($context->streams()->list($this->path, $this->filter()) as $stream) {
+            $uri = $stream->path()->uri();
 
             foreach ($stream->readLines() as $jsonLine) {
                 /**
                  * @var array<string, mixed>|object $rowData
                  */
                 foreach ($lineIterator($jsonLine) as $rowData) {
-
                     $row = (array) $rowData;
 
                     if ($shouldPutInputIntoRows) {
-                        $row['_input_file_uri'] = $stream->path()->uri();
+                        $row['_input_file_uri'] = $uri;
                     }
 
                     if ($this->pointer !== null && $this->pointerToEntryName) {
@@ -68,6 +68,7 @@ public function extract(FlowContext $context) : \Generator
                     }
 
                     $signal = yield array_to_rows([$row], $context->entryFactory(), $stream->path()->partitions(), $this->schema);
+
                     $this->incrementReturnedRows();
 
                     if ($signal === Signal::STOP || $this->reachedLimit()) {
@@ -77,6 +78,7 @@ public function extract(FlowContext $context) : \Generator
                     }
                 }
             }
+
             $stream->close();
         }
     }
diff --git a/src/adapter/etl-adapter-json/src/Flow/ETL/Adapter/JSON/JsonLinesLoader.php b/src/adapter/etl-adapter-json/src/Flow/ETL/Adapter/JSON/JsonLinesLoader.php
index 73f6cc9435..0c91de689b 100644
--- a/src/adapter/etl-adapter-json/src/Flow/ETL/Adapter/JSON/JsonLinesLoader.php
+++ b/src/adapter/etl-adapter-json/src/Flow/ETL/Adapter/JSON/JsonLinesLoader.php
@@ -5,6 +5,7 @@
 namespace Flow\ETL\Adapter\JSON;
 
 use Flow\ETL\{Adapter\JSON\RowsNormalizer\EntryNormalizer, FlowContext, Loader, Rows};
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\Exception\RuntimeException;
 use Flow\ETL\Loader\{Closure, FileLoader};
 use Flow\Filesystem\{DestinationStream, Partition, Path, Path\Option, Path\Option\ContentType};
@@ -34,10 +35,20 @@ public function destination() : Path
 
     public function load(Rows $rows, FlowContext $context) : void
     {
-        if ($rows->partitions()->count()) {
-            $this->write($rows, $rows->partitions()->toArray(), $context);
-        } else {
-            $this->write($rows, [], $context);
+        $context->telemetry()->loadingStarted($this, [TelemetryAttributes::ATTR_LOADER_DESTINATION_URI => $this->path->uri()]);
+
+        try {
+            if ($rows->partitions()->count()) {
+                $this->write($rows, $rows->partitions()->toArray(), $context);
+            } else {
+                $this->write($rows, [], $context);
+            }
+
+            $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
         }
     }
 
diff --git a/src/adapter/etl-adapter-json/src/Flow/ETL/Adapter/JSON/JsonLoader.php b/src/adapter/etl-adapter-json/src/Flow/ETL/Adapter/JSON/JsonLoader.php
index 65fb3d4a34..96a6d268ae 100644
--- a/src/adapter/etl-adapter-json/src/Flow/ETL/Adapter/JSON/JsonLoader.php
+++ b/src/adapter/etl-adapter-json/src/Flow/ETL/Adapter/JSON/JsonLoader.php
@@ -5,6 +5,7 @@
 namespace Flow\ETL\Adapter\JSON;
 
 use Flow\ETL\{Adapter\JSON\RowsNormalizer\EntryNormalizer, FlowContext, Loader, Rows};
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\Exception\RuntimeException;
 use Flow\ETL\Loader\{Closure, FileLoader};
 use Flow\Filesystem\{DestinationStream, Partition, Path, Path\Option, Path\Option\ContentType};
@@ -46,10 +47,24 @@ public function destination() : Path
 
     public function load(Rows $rows, FlowContext $context) : void
     {
-        if ($rows->partitions()->count()) {
-            $this->write($rows, $rows->partitions()->toArray(), $context);
-        } else {
-            $this->write($rows, [], $context);
+        $context->telemetry()->loadingStarted($this, [
+            TelemetryAttributes::ATTR_LOADER_DESTINATION_URI => $this->path->uri(),
+        ]);
+
+        try {
+            if ($rows->partitions()->count()) {
+                $this->write($rows, $rows->partitions()->toArray(), $context);
+            } else {
+                $this->write($rows, [], $context);
+            }
+
+            $context->telemetry()->loadingCompleted($this, [
+                TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count(),
+            ]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
         }
     }
 
diff --git a/src/adapter/etl-adapter-logger/src/Flow/ETL/Adapter/Logger/PsrLoggerLoader.php b/src/adapter/etl-adapter-logger/src/Flow/ETL/Adapter/Logger/PsrLoggerLoader.php
index fe8aadf8a2..996a6799ad 100644
--- a/src/adapter/etl-adapter-logger/src/Flow/ETL/Adapter/Logger/PsrLoggerLoader.php
+++ b/src/adapter/etl-adapter-logger/src/Flow/ETL/Adapter/Logger/PsrLoggerLoader.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Adapter\Logger;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Loader, Row, Rows};
 use Psr\Log\{LogLevel, LoggerInterface};
 
@@ -15,10 +16,24 @@ public function __construct(private LoggerInterface $logger, private string $mes
 
     public function load(Rows $rows, FlowContext $context) : void
     {
-        $loader = function (Row $row) : void {
-            $this->logger->log($this->logLevel, $this->message, $row->toArray());
-        };
+        if (!$rows->count()) {
+            return;
+        }
 
-        $rows->each($loader);
+        $context->telemetry()->loadingStarted($this);
+
+        try {
+            $loader = function (Row $row) : void {
+                $this->logger->log($this->logLevel, $this->message, $row->toArray());
+            };
+
+            $rows->each($loader);
+
+            $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/adapter/etl-adapter-meilisearch/src/Flow/ETL/Adapter/Meilisearch/MeilisearchPHP/HitsIntoRowsTransformer.php b/src/adapter/etl-adapter-meilisearch/src/Flow/ETL/Adapter/Meilisearch/MeilisearchPHP/HitsIntoRowsTransformer.php
index 7e50ea5fd2..4240e7d498 100644
--- a/src/adapter/etl-adapter-meilisearch/src/Flow/ETL/Adapter/Meilisearch/MeilisearchPHP/HitsIntoRowsTransformer.php
+++ b/src/adapter/etl-adapter-meilisearch/src/Flow/ETL/Adapter/Meilisearch/MeilisearchPHP/HitsIntoRowsTransformer.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Adapter\Meilisearch\MeilisearchPHP;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Row, Rows, Transformer};
 
 final class HitsIntoRowsTransformer implements Transformer
@@ -14,18 +15,33 @@ public function __construct(
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        $newRows = [];
+        $context->telemetry()->transformationStarted($this);
 
-        foreach ($rows as $row) {
-            $entries = [];
+        try {
+            $newRows = [];
 
-            foreach ($row->toArray() as $key => $value) {
-                $entries[] = $context->entryFactory()->create($key, $value);
+            foreach ($rows as $row) {
+                $entries = [];
+
+                foreach ($row->toArray() as $key => $value) {
+                    $entries[] = $context->entryFactory()->create($key, $value);
+                }
+
+                $newRows[] = Row::create(...$entries);
             }
 
-            $newRows[] = Row::create(...$entries);
-        }
+            $result = new Rows(...$newRows);
 
-        return new Rows(...$newRows);
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
+
+            return $result;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/adapter/etl-adapter-meilisearch/src/Flow/ETL/Adapter/Meilisearch/MeilisearchPHP/MeilisearchExtractor.php b/src/adapter/etl-adapter-meilisearch/src/Flow/ETL/Adapter/Meilisearch/MeilisearchPHP/MeilisearchExtractor.php
index 25779d4368..ea15c91ca5 100644
--- a/src/adapter/etl-adapter-meilisearch/src/Flow/ETL/Adapter/Meilisearch/MeilisearchPHP/MeilisearchExtractor.php
+++ b/src/adapter/etl-adapter-meilisearch/src/Flow/ETL/Adapter/Meilisearch/MeilisearchPHP/MeilisearchExtractor.php
@@ -33,7 +33,13 @@ public function extract(FlowContext $context) : \Generator
             return;
         }
 
-        yield $results->toRows($context->entryFactory());
+        $rows = $results->toRows($context->entryFactory());
+
+        $signal = yield $rows;
+
+        if ($signal === Signal::STOP) {
+            return;
+        }
 
         $fetched = $results->size();
 
@@ -54,7 +60,9 @@ public function extract(FlowContext $context) : \Generator
 
             $fetched += $nextResults->size();
 
-            $signal = yield $nextResults->toRows($context->entryFactory());
+            $rows = $nextResults->toRows($context->entryFactory());
+
+            $signal = yield $rows;
 
             if ($signal === Signal::STOP) {
                 return;
diff --git a/src/adapter/etl-adapter-meilisearch/src/Flow/ETL/Adapter/Meilisearch/MeilisearchPHP/MeilisearchLoader.php b/src/adapter/etl-adapter-meilisearch/src/Flow/ETL/Adapter/Meilisearch/MeilisearchPHP/MeilisearchLoader.php
index 56e49d0ce6..e7fca23ab2 100644
--- a/src/adapter/etl-adapter-meilisearch/src/Flow/ETL/Adapter/Meilisearch/MeilisearchPHP/MeilisearchLoader.php
+++ b/src/adapter/etl-adapter-meilisearch/src/Flow/ETL/Adapter/Meilisearch/MeilisearchPHP/MeilisearchLoader.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Adapter\Meilisearch\MeilisearchPHP;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Loader, Row, Rows};
 use Flow\ETL\Row\Entry;
 use Meilisearch\Client;
@@ -36,14 +37,24 @@ public function load(Rows $rows, FlowContext $context) : void
             return;
         }
 
-        $dataCollection = $rows->map(static fn (Row $row) : Row => Row::create(
-            ...$row->map(
-                static fn (Entry $entry) : Entry => $entry
-            )->entries()
-        ))->toArray();
+        $context->telemetry()->loadingStarted($this);
 
-        $promise = $this->client()->index($this->index)->updateDocuments($dataCollection);
-        $this->client()->waitForTask($promise['taskUid']);
+        try {
+            $dataCollection = $rows->map(static fn (Row $row) : Row => Row::create(
+                ...$row->map(
+                    static fn (Entry $entry) : Entry => $entry
+                )->entries()
+            ))->toArray();
+
+            $promise = $this->client()->index($this->index)->updateDocuments($dataCollection);
+            $this->client()->waitForTask($promise['taskUid']);
+
+            $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
+        }
     }
 
     private function client() : Client
diff --git a/src/adapter/etl-adapter-parquet/src/Flow/ETL/Adapter/Parquet/ParquetExtractor.php b/src/adapter/etl-adapter-parquet/src/Flow/ETL/Adapter/Parquet/ParquetExtractor.php
index d2a5bce1fb..c70d209741 100644
--- a/src/adapter/etl-adapter-parquet/src/Flow/ETL/Adapter/Parquet/ParquetExtractor.php
+++ b/src/adapter/etl-adapter-parquet/src/Flow/ETL/Adapter/Parquet/ParquetExtractor.php
@@ -47,6 +47,7 @@ public function extract(FlowContext $context) : \Generator
         foreach ($this->readers($context) as $fileData) {
             $fileRows = $fileData['file']->metadata()->rowsNumber();
             $flowSchema = $this->schemaConverter->toFlow($fileData['file']->schema());
+            $uri = $fileData['stream']->path()->uri();
 
             if (count($this->columns)) {
                 $flowSchema = $flowSchema->keep(...$this->columns);
@@ -61,7 +62,7 @@ public function extract(FlowContext $context) : \Generator
 
             foreach ($fileData['file']->values($this->columns, $this->limit(), $fileOffset) as $row) {
                 if ($shouldPutInputIntoRows) {
-                    $row['_input_file_uri'] = $fileData['stream']->path()->uri();
+                    $row['_input_file_uri'] = $uri;
                 }
 
                 $signal = yield rows(array_to_row($row, $context->entryFactory(), $fileData['stream']->path()->partitions(), $flowSchema));
diff --git a/src/adapter/etl-adapter-parquet/src/Flow/ETL/Adapter/Parquet/ParquetLoader.php b/src/adapter/etl-adapter-parquet/src/Flow/ETL/Adapter/Parquet/ParquetLoader.php
index b0ea94f2cd..2d4064b79f 100644
--- a/src/adapter/etl-adapter-parquet/src/Flow/ETL/Adapter/Parquet/ParquetLoader.php
+++ b/src/adapter/etl-adapter-parquet/src/Flow/ETL/Adapter/Parquet/ParquetLoader.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Adapter\Parquet;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Loader, Rows};
 use Flow\ETL\Loader\{Closure, FileLoader};
 use Flow\ETL\Schema;
@@ -61,39 +62,49 @@ public function destination() : Path
 
     public function load(Rows $rows, FlowContext $context) : void
     {
-        if ($this->schema === null && $this->inferredSchema === null) {
-            $this->inferSchema($rows);
-        }
+        $context->telemetry()->loadingStarted($this, [TelemetryAttributes::ATTR_LOADER_DESTINATION_URI => $this->path->uri()]);
 
-        $streams = $context->streams();
+        try {
+            if ($this->schema === null && $this->inferredSchema === null) {
+                $this->inferSchema($rows);
+            }
 
-        if ($rows->partitions()->count()) {
+            $streams = $context->streams();
 
-            $stream = $streams->writeTo($this->path, $rows->partitions()->toArray());
+            if ($rows->partitions()->count()) {
 
-            if (!\array_key_exists($stream->path()->uri(), $this->writers)) {
-                $this->writers[$stream->path()->uri()] = new Writer(
-                    compression: $this->compressions,
-                    options: $this->options
-                );
+                $stream = $streams->writeTo($this->path, $rows->partitions()->toArray());
 
-                $this->writers[$stream->path()->uri()]->openForStream($stream, $this->converter->toParquet($this->schema()));
-            }
+                if (!\array_key_exists($stream->path()->uri(), $this->writers)) {
+                    $this->writers[$stream->path()->uri()] = new Writer(
+                        compression: $this->compressions,
+                        options: $this->options
+                    );
 
-            $this->writers[$stream->path()->uri()]->writeBatch($this->normalizer->normalize($rows, $this->schema()));
-        } else {
-            $stream = $streams->writeTo($this->path);
+                    $this->writers[$stream->path()->uri()]->openForStream($stream, $this->converter->toParquet($this->schema()));
+                }
 
-            if (!\array_key_exists($stream->path()->uri(), $this->writers)) {
-                $this->writers[$stream->path()->uri()] = new Writer(
-                    compression: $this->compressions,
-                    options: $this->options
-                );
+                $this->writers[$stream->path()->uri()]->writeBatch($this->normalizer->normalize($rows, $this->schema()));
+            } else {
+                $stream = $streams->writeTo($this->path);
 
-                $this->writers[$stream->path()->uri()]->openForStream($stream, $this->converter->toParquet($this->schema()));
+                if (!\array_key_exists($stream->path()->uri(), $this->writers)) {
+                    $this->writers[$stream->path()->uri()] = new Writer(
+                        compression: $this->compressions,
+                        options: $this->options
+                    );
+
+                    $this->writers[$stream->path()->uri()]->openForStream($stream, $this->converter->toParquet($this->schema()));
+                }
+
+                $this->writers[$stream->path()->uri()]->writeBatch($this->normalizer->normalize($rows, $this->schema()));
             }
 
-            $this->writers[$stream->path()->uri()]->writeBatch($this->normalizer->normalize($rows, $this->schema()));
+            $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
         }
     }
 
diff --git a/src/adapter/etl-adapter-postgresql/src/Flow/ETL/Adapter/PostgreSql/PostgreSqlCursorExtractor.php b/src/adapter/etl-adapter-postgresql/src/Flow/ETL/Adapter/PostgreSql/PostgreSqlCursorExtractor.php
index 5b3649386a..bf23502103 100644
--- a/src/adapter/etl-adapter-postgresql/src/Flow/ETL/Adapter/PostgreSql/PostgreSqlCursorExtractor.php
+++ b/src/adapter/etl-adapter-postgresql/src/Flow/ETL/Adapter/PostgreSql/PostgreSqlCursorExtractor.php
@@ -43,6 +43,7 @@ public function __construct(
 
     public function extract(FlowContext $context) : \Generator
     {
+        $uri = 'postgresql://cursor';
         $cursorName = $this->cursorName ?? 'flow_cursor_' . \bin2hex(\random_bytes(8));
 
         $ownTransaction = $this->client->getTransactionNestingLevel() === 0;
@@ -72,14 +73,14 @@ public function extract(FlowContext $context) : \Generator
                 foreach ($cursor->iterate() as $row) {
                     $signal = yield array_to_rows($row, $context->entryFactory(), [], $this->schema);
 
+                    $totalFetched++;
+
                     if ($signal === Signal::STOP) {
                         $cursor->free();
 
                         return;
                     }
 
-                    $totalFetched++;
-
                     if ($this->maximum !== null && $totalFetched >= $this->maximum) {
                         $cursor->free();
 
diff --git a/src/adapter/etl-adapter-postgresql/src/Flow/ETL/Adapter/PostgreSql/PostgreSqlKeySetExtractor.php b/src/adapter/etl-adapter-postgresql/src/Flow/ETL/Adapter/PostgreSql/PostgreSqlKeySetExtractor.php
index c48eb1bc31..a3198d7bf6 100644
--- a/src/adapter/etl-adapter-postgresql/src/Flow/ETL/Adapter/PostgreSql/PostgreSqlKeySetExtractor.php
+++ b/src/adapter/etl-adapter-postgresql/src/Flow/ETL/Adapter/PostgreSql/PostgreSqlKeySetExtractor.php
@@ -34,6 +34,7 @@ public function __construct(
 
     public function extract(FlowContext $context) : \Generator
     {
+        $uri = 'postgresql://keyset';
         $sql = $this->query instanceof SqlQuery ? $this->query->toSql() : $this->query;
 
         $totalFetched = 0;
@@ -53,14 +54,14 @@ public function extract(FlowContext $context) : \Generator
 
                 $signal = yield array_to_rows($row, $context->entryFactory(), [], $this->schema);
 
+                $totalFetched++;
+
                 if ($signal === Signal::STOP) {
                     $cursor->free();
 
                     return;
                 }
 
-                $totalFetched++;
-
                 if ($this->maximum !== null && $totalFetched >= $this->maximum) {
                     $cursor->free();
 
diff --git a/src/adapter/etl-adapter-postgresql/src/Flow/ETL/Adapter/PostgreSql/PostgreSqlLimitOffsetExtractor.php b/src/adapter/etl-adapter-postgresql/src/Flow/ETL/Adapter/PostgreSql/PostgreSqlLimitOffsetExtractor.php
index 00ad8cafbe..6a75dc5613 100644
--- a/src/adapter/etl-adapter-postgresql/src/Flow/ETL/Adapter/PostgreSql/PostgreSqlLimitOffsetExtractor.php
+++ b/src/adapter/etl-adapter-postgresql/src/Flow/ETL/Adapter/PostgreSql/PostgreSqlLimitOffsetExtractor.php
@@ -32,6 +32,7 @@ public function __construct(
 
     public function extract(FlowContext $context) : \Generator
     {
+        $uri = 'postgresql://limit-offset';
         $sql = $this->query instanceof SqlQuery ? $this->query->toSql() : $this->query;
 
         if (!sql_query_order_by(sql_parse($sql))->hasOrderBy()) {
@@ -59,14 +60,14 @@ public function extract(FlowContext $context) : \Generator
             foreach ($cursor->iterate() as $row) {
                 $signal = yield array_to_rows($row, $context->entryFactory(), [], $this->schema);
 
+                $totalFetched++;
+
                 if ($signal === Signal::STOP) {
                     $cursor->free();
 
                     return;
                 }
 
-                $totalFetched++;
-
                 if ($this->maximum !== null && $totalFetched >= $this->maximum) {
                     $cursor->free();
 
diff --git a/src/adapter/etl-adapter-postgresql/src/Flow/ETL/Adapter/PostgreSql/PostgreSqlLoader.php b/src/adapter/etl-adapter-postgresql/src/Flow/ETL/Adapter/PostgreSql/PostgreSqlLoader.php
index a4379b43d7..39ad37b5ed 100644
--- a/src/adapter/etl-adapter-postgresql/src/Flow/ETL/Adapter/PostgreSql/PostgreSqlLoader.php
+++ b/src/adapter/etl-adapter-postgresql/src/Flow/ETL/Adapter/PostgreSql/PostgreSqlLoader.php
@@ -8,6 +8,7 @@
 use Flow\ETL\Adapter\PostgreSql\LoaderOptions\{DeleteOptions, InsertOptions, UpdateOptions};
 use Flow\ETL\Adapter\PostgreSql\QueryBuilder\{DeleteQueryBuilder, InsertQueryBuilder, UpdateQueryBuilder};
 use Flow\ETL\Adapter\PostgreSql\ValueConverter\{EnumConverter, XMLConverter};
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Loader, Rows};
 use Flow\PostgreSql\Client\Client;
 
@@ -41,11 +42,21 @@ public function load(Rows $rows, FlowContext $context) : void
             return;
         }
 
-        match ($this->operation) {
-            Operation::INSERT => $this->insertRows($rows),
-            Operation::UPDATE => $this->updateRows($rows),
-            Operation::DELETE => $this->deleteRows($rows),
-        };
+        $context->telemetry()->loadingStarted($this);
+
+        try {
+            match ($this->operation) {
+                Operation::INSERT => $this->insertRows($rows),
+                Operation::UPDATE => $this->updateRows($rows),
+                Operation::DELETE => $this->deleteRows($rows),
+            };
+
+            $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
+        }
     }
 
     public function withDeleteOptions(DeleteOptions $options) : self
diff --git a/src/adapter/etl-adapter-text/src/Flow/ETL/Adapter/Text/TextExtractor.php b/src/adapter/etl-adapter-text/src/Flow/ETL/Adapter/Text/TextExtractor.php
index 0f3bafb02c..6fe08d346b 100644
--- a/src/adapter/etl-adapter-text/src/Flow/ETL/Adapter/Text/TextExtractor.php
+++ b/src/adapter/etl-adapter-text/src/Flow/ETL/Adapter/Text/TextExtractor.php
@@ -25,10 +25,11 @@ public function extract(FlowContext $context) : \Generator
         $shouldPutInputIntoRows = $context->config->shouldPutInputIntoRows();
 
         foreach ($context->streams()->list($this->path, $this->filter()) as $stream) {
+            $uri = $stream->path()->uri();
 
             foreach ($stream->readLines() as $rowData) {
                 if ($shouldPutInputIntoRows) {
-                    $row = [['text' => \rtrim($rowData), '_input_file_uri' => $stream->path()->uri()]];
+                    $row = [['text' => \rtrim($rowData), '_input_file_uri' => $uri]];
                 } else {
                     $row = [['text' => \rtrim($rowData)]];
                 }
diff --git a/src/adapter/etl-adapter-text/src/Flow/ETL/Adapter/Text/TextLoader.php b/src/adapter/etl-adapter-text/src/Flow/ETL/Adapter/Text/TextLoader.php
index e2ee85e28b..937fab757e 100644
--- a/src/adapter/etl-adapter-text/src/Flow/ETL/Adapter/Text/TextLoader.php
+++ b/src/adapter/etl-adapter-text/src/Flow/ETL/Adapter/Text/TextLoader.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Adapter\Text;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\Exception\RuntimeException;
 use Flow\ETL\{FlowContext, Loader, Rows};
 use Flow\ETL\Loader\{Closure, FileLoader};
@@ -34,26 +35,42 @@ public function destination() : Path
 
     public function load(Rows $rows, FlowContext $context) : void
     {
-        if ($rows->partitions()->count()) {
-            foreach ($rows as $row) {
-                if ($row->entries()->count() > 1) {
-                    throw new RuntimeException(\sprintf('Text data loader supports only a single entry rows, and you have %d rows.', $row->entries()->count()));
-                }
+        if (!$rows->count()) {
+            return;
+        }
 
-                $context->streams()->writeTo($this->path, $rows->partitions()->toArray())->append(
-                    $row->entries()->all()[0]->toString() . $this->newLineSeparator
-                );
-            }
-        } else {
-            foreach ($rows as $row) {
-                if ($row->entries()->count() > 1) {
-                    throw new RuntimeException(\sprintf('Text data loader supports only a single entry rows, and you have %d rows.', $row->entries()->count()));
+        $context->telemetry()->loadingStarted($this, [
+            TelemetryAttributes::ATTR_LOADER_DESTINATION_URI => $this->path->uri(),
+        ]);
+
+        try {
+            if ($rows->partitions()->count()) {
+                foreach ($rows as $row) {
+                    if ($row->entries()->count() > 1) {
+                        throw new RuntimeException(\sprintf('Text data loader supports only a single entry rows, and you have %d rows.', $row->entries()->count()));
+                    }
+
+                    $context->streams()->writeTo($this->path, $rows->partitions()->toArray())->append(
+                        $row->entries()->all()[0]->toString() . $this->newLineSeparator
+                    );
                 }
+            } else {
+                foreach ($rows as $row) {
+                    if ($row->entries()->count() > 1) {
+                        throw new RuntimeException(\sprintf('Text data loader supports only a single entry rows, and you have %d rows.', $row->entries()->count()));
+                    }
 
-                $context->streams()->writeTo($this->path)->append(
-                    $row->entries()->all()[0]->toString() . $this->newLineSeparator
-                );
+                    $context->streams()->writeTo($this->path)->append(
+                        $row->entries()->all()[0]->toString() . $this->newLineSeparator
+                    );
+                }
             }
+
+            $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
         }
     }
 
diff --git a/src/adapter/etl-adapter-xml/src/Flow/ETL/Adapter/XML/Loader/XMLLoader.php b/src/adapter/etl-adapter-xml/src/Flow/ETL/Adapter/XML/Loader/XMLLoader.php
index a77bcb9ae8..d174472954 100644
--- a/src/adapter/etl-adapter-xml/src/Flow/ETL/Adapter/XML/Loader/XMLLoader.php
+++ b/src/adapter/etl-adapter-xml/src/Flow/ETL/Adapter/XML/Loader/XMLLoader.php
@@ -7,6 +7,7 @@
 use Flow\ETL\Adapter\XML\RowsNormalizer\EntryNormalizer;
 use Flow\ETL\Adapter\XML\RowsNormalizer\EntryNormalizer\PHPValueNormalizer;
 use Flow\ETL\Adapter\XML\{RowsNormalizer, XMLWriter};
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Loader, Rows};
 use Flow\ETL\Loader\{Closure, FileLoader};
 use Flow\Filesystem\{DestinationStream, Partition, Path, Path\Option, Path\Option\ContentType};
@@ -64,21 +65,37 @@ public function destination() : Path
 
     public function load(Rows $rows, FlowContext $context) : void
     {
-        $normalizer = new RowsNormalizer(
-            new EntryNormalizer(
-                new PHPValueNormalizer(
-                    $this->attributePrefix,
-                    $this->dateTimeFormat,
-                    $this->listElementName,
-                    $this->mapElementName,
-                    $this->mapElementKeyName,
-                    $this->mapElementValueName
+        if (!$rows->count()) {
+            return;
+        }
+
+        $context->telemetry()->loadingStarted($this, [
+            TelemetryAttributes::ATTR_LOADER_DESTINATION_URI => $this->path->uri(),
+        ]);
+
+        try {
+            $normalizer = new RowsNormalizer(
+                new EntryNormalizer(
+                    new PHPValueNormalizer(
+                        $this->attributePrefix,
+                        $this->dateTimeFormat,
+                        $this->listElementName,
+                        $this->mapElementName,
+                        $this->mapElementKeyName,
+                        $this->mapElementValueName
+                    ),
                 ),
-            ),
-            $this->rowElementName
-        );
+                $this->rowElementName
+            );
 
-        $this->write($rows, $rows->partitions()->toArray(), $context, $normalizer);
+            $this->write($rows, $rows->partitions()->toArray(), $context, $normalizer);
+
+            $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
+        }
     }
 
     public function withAttributePrefix(string $attributePrefix) : self
diff --git a/src/adapter/etl-adapter-xml/src/Flow/ETL/Adapter/XML/XMLParserExtractor.php b/src/adapter/etl-adapter-xml/src/Flow/ETL/Adapter/XML/XMLParserExtractor.php
index 61b1ab6753..251e7ed556 100644
--- a/src/adapter/etl-adapter-xml/src/Flow/ETL/Adapter/XML/XMLParserExtractor.php
+++ b/src/adapter/etl-adapter-xml/src/Flow/ETL/Adapter/XML/XMLParserExtractor.php
@@ -86,6 +86,7 @@ public function extract(FlowContext $context) : \Generator
         $shouldPutInputIntoRows = $context->config->shouldPutInputIntoRows();
 
         foreach ($context->streams()->list($this->path, $this->filter()) as $stream) {
+            $uri = $stream->path()->uri();
 
             foreach ($stream->iterate($this->bufferSize) as $chunk) {
                 if (!xml_parse($this->parser(), $chunk)) {
@@ -101,7 +102,7 @@ public function extract(FlowContext $context) : \Generator
                         if ($shouldPutInputIntoRows) {
                             $rowData = [
                                 'node' => $this->createDOMNode($element),
-                                '_input_file_uri' => $stream->path()->uri(),
+                                '_input_file_uri' => $uri,
                             ];
                         } else {
                             $rowData = ['node' => $this->createDOMNode($element)];
@@ -129,7 +130,7 @@ public function extract(FlowContext $context) : \Generator
                     if ($shouldPutInputIntoRows) {
                         $rowData = [
                             'node' => $this->createDOMNode($element),
-                            '_input_file_uri' => $stream->path()->uri(),
+                            '_input_file_uri' => $uri,
                         ];
                     } else {
                         $rowData = ['node' => $this->createDOMNode($element)];
diff --git a/src/bridge/telemetry/otlp/src/Flow/Bridge/Telemetry/OTLP/Serializer/JsonSerializer.php b/src/bridge/telemetry/otlp/src/Flow/Bridge/Telemetry/OTLP/Serializer/JsonSerializer.php
index 07bb8a5229..3f96dfa5f3 100644
--- a/src/bridge/telemetry/otlp/src/Flow/Bridge/Telemetry/OTLP/Serializer/JsonSerializer.php
+++ b/src/bridge/telemetry/otlp/src/Flow/Bridge/Telemetry/OTLP/Serializer/JsonSerializer.php
@@ -198,9 +198,12 @@ private function createHistogramDataPoint(Metric $metric) : array
     private function createMetricDataPoint(Metric $metric) : array
     {
         $timestamp = $this->toNanoseconds($metric->timestamp);
+        $startTimestamp = $metric->startTimestamp !== null
+            ? $this->toNanoseconds($metric->startTimestamp)
+            : $timestamp;
 
         $dataPoint = [
-            'startTimeUnixNano' => $timestamp,
+            'startTimeUnixNano' => $startTimestamp,
             'timeUnixNano' => $timestamp,
             'attributes' => $this->serializeAttributes($metric->attributes->normalize()),
         ];
@@ -261,7 +264,7 @@ private function groupLogsByScope(array $entries) : array
 
         foreach ($entries as $entry) {
             $scope = $entry->scope;
-            $key = $scope->name . '@' . $scope->version;
+            $key = $scope->name . '@' . $scope->version . '@' . $scope->attributes->id();
 
             if (!isset($grouped[$key])) {
                 $grouped[$key] = [
@@ -316,7 +319,7 @@ private function groupMetricsByScope(array $metrics) : array
 
         foreach ($metrics as $metric) {
             $scope = $metric->scope;
-            $key = $scope->name . '@' . $scope->version;
+            $key = $scope->name . '@' . $scope->version . '@' . $scope->attributes->id();
 
             if (!isset($grouped[$key])) {
                 $grouped[$key] = [
@@ -371,7 +374,7 @@ private function groupSpansByScope(array $spans) : array
 
         foreach ($spans as $span) {
             $scope = $span->scope();
-            $key = $scope->name . '@' . $scope->version;
+            $key = $scope->name . '@' . $scope->version . '@' . $scope->attributes->id();
 
             if (!isset($grouped[$key])) {
                 $grouped[$key] = [
diff --git a/src/bridge/telemetry/otlp/tests/Flow/Bridge/Telemetry/OTLP/Tests/Integration/CollectorMetrics.php b/src/bridge/telemetry/otlp/tests/Flow/Bridge/Telemetry/OTLP/Tests/Integration/CollectorMetrics.php
index 5b39b12035..d24554ad59 100644
--- a/src/bridge/telemetry/otlp/tests/Flow/Bridge/Telemetry/OTLP/Tests/Integration/CollectorMetrics.php
+++ b/src/bridge/telemetry/otlp/tests/Flow/Bridge/Telemetry/OTLP/Tests/Integration/CollectorMetrics.php
@@ -4,6 +4,7 @@
 
 namespace Flow\Bridge\Telemetry\OTLP\Tests\Integration;
 
+use Flow\ETL\Dataset\Statistics\HighResolutionTime;
 use Psr\Http\Client\ClientInterface;
 use Psr\Http\Message\RequestFactoryInterface;
 
@@ -94,8 +95,8 @@ private function getMetricValue(string $metricName) : int
 
     private function waitForMetric(string $metricName, int $threshold, int $timeoutMs, int $pollIntervalMs) : int
     {
-        $startTime = \hrtime(true);
-        $timeoutNs = $timeoutMs * 1_000_000;
+        $startTime = HighResolutionTime::now();
+        $timeoutSeconds = $timeoutMs / 1000;
 
         while (true) {
             $value = $this->getMetricValue($metricName);
@@ -104,9 +105,9 @@ private function waitForMetric(string $metricName, int $threshold, int $timeoutM
                 return $value;
             }
 
-            $elapsed = \hrtime(true) - $startTime;
+            $elapsedSeconds = $startTime->diff(HighResolutionTime::now())->toSeconds();
 
-            if ($elapsed >= $timeoutNs) {
+            if ($elapsedSeconds >= $timeoutSeconds) {
                 return $value;
             }
 
diff --git a/src/core/etl/composer.json b/src/core/etl/composer.json
index cd31dd5539..287c2c028e 100644
--- a/src/core/etl/composer.json
+++ b/src/core/etl/composer.json
@@ -13,6 +13,7 @@
         "ext-json": "*",
         "psr/clock": "^1.0",
         "brick/math": "^0.11 || ^0.12 || ^0.13 || ^0.14",
+        "composer-runtime-api": "^2.0",
         "flow-php/telemetry": "self.version",
         "flow-php/types": "self.version",
         "flow-php/array-dot": "self.version",
diff --git a/src/core/etl/src/Flow/ETL/Config.php b/src/core/etl/src/Flow/ETL/Config.php
index b2dadfb850..29e5dc3cd6 100644
--- a/src/core/etl/src/Flow/ETL/Config.php
+++ b/src/core/etl/src/Flow/ETL/Config.php
@@ -7,6 +7,7 @@
 use Flow\ETL\Config\Cache\CacheConfig;
 use Flow\ETL\Config\ConfigBuilder;
 use Flow\ETL\Config\Sort\SortConfig;
+use Flow\ETL\Config\Telemetry\TelemetryConfig;
 use Flow\ETL\Filesystem\FilesystemStreams;
 use Flow\ETL\Pipeline\Optimizer;
 use Flow\ETL\Row\EntryFactory;
@@ -32,6 +33,7 @@
 
     public function __construct(
         private string $id,
+        private string $version,
         private Serializer $serializer,
         private ClockInterface $clock,
         private FilesystemTable $filesystemTable,
@@ -41,7 +43,8 @@ public function __construct(
         private EntryFactory $entryFactory,
         public CacheConfig $cache,
         public SortConfig $sort,
-        private ?Analyze $analyze = null,
+        private ?Analyze $analyze,
+        public TelemetryConfig $telemetry,
     ) {
     }
 
@@ -99,4 +102,9 @@ public function shouldPutInputIntoRows() : bool
     {
         return $this->putInputIntoRows;
     }
+
+    public function version() : string
+    {
+        return $this->version;
+    }
 }
diff --git a/src/core/etl/src/Flow/ETL/Config/ConfigBuilder.php b/src/core/etl/src/Flow/ETL/Config/ConfigBuilder.php
index 7ba8411cd0..469123e7b3 100644
--- a/src/core/etl/src/Flow/ETL/Config/ConfigBuilder.php
+++ b/src/core/etl/src/Flow/ETL/Config/ConfigBuilder.php
@@ -5,10 +5,12 @@
 namespace Flow\ETL\Config;
 
 use function Flow\Filesystem\DSL\fstab;
+use Composer\InstalledVersions;
 use Flow\Clock\SystemClock;
 use Flow\ETL\{Analyze, Cache, Config, NativePHPRandomValueGenerator, RandomValueGenerator};
 use Flow\ETL\Config\Cache\CacheConfigBuilder;
 use Flow\ETL\Config\Sort\SortConfigBuilder;
+use Flow\ETL\Config\Telemetry\{TelemetryConfig, TelemetryOptions};
 use Flow\ETL\Dataset\Memory\Unit;
 use Flow\ETL\Filesystem\FilesystemStreams;
 use Flow\ETL\Pipeline\Optimizer;
@@ -16,6 +18,7 @@
 use Flow\ETL\Row\EntryFactory;
 use Flow\Filesystem\{Filesystem, FilesystemTable};
 use Flow\Serializer\{Base64Serializer, NativePHPSerializer, Serializer};
+use Flow\Telemetry\Telemetry;
 use Psr\Clock\ClockInterface;
 
 final class ConfigBuilder
@@ -40,6 +43,10 @@ final class ConfigBuilder
 
     private ?Serializer $serializer;
 
+    private ?TelemetryConfig $telemetryConfig;
+
+    private readonly string $version;
+
     public function __construct()
     {
         $this->id = null;
@@ -52,6 +59,8 @@ public function __construct()
         $this->sort = new SortConfigBuilder();
         $this->randomValueGenerator = new NativePHPRandomValueGenerator();
         $this->analyze = null;
+        $this->telemetryConfig = null;
+        $this->version = InstalledVersions::getPrettyVersion('flow-php/etl') ?: InstalledVersions::getPrettyVersion('flow-php/flow') ?? 'unknown';
     }
 
     public function analyze(Analyze $analyze) : self
@@ -73,6 +82,7 @@ public function build(EntryFactory $entryFactory = new EntryFactory()) : Config
 
         return new Config(
             $this->id,
+            $this->version,
             $this->serializer,
             $this->clock,
             $this->fstab(),
@@ -83,6 +93,7 @@ public function build(EntryFactory $entryFactory = new EntryFactory()) : Config
             $this->cache->build($this->fstab(), $this->serializer),
             $this->sort->build(),
             $this->analyze,
+            $this->telemetryConfig ?? TelemetryConfig::default($this->clock),
         );
     }
 
@@ -175,6 +186,13 @@ public function unmount(Filesystem $filesystem) : self
         return $this;
     }
 
+    public function withTelemetry(Telemetry $telemetry, TelemetryOptions $options = new TelemetryOptions()) : self
+    {
+        $this->telemetryConfig = new TelemetryConfig($telemetry, $options);
+
+        return $this;
+    }
+
     private function fstab() : FilesystemTable
     {
         if ($this->fstab === null) {
diff --git a/src/core/etl/src/Flow/ETL/Config/Telemetry/TelemetryAttributes.php b/src/core/etl/src/Flow/ETL/Config/Telemetry/TelemetryAttributes.php
new file mode 100644
index 0000000000..41186f30d4
--- /dev/null
+++ b/src/core/etl/src/Flow/ETL/Config/Telemetry/TelemetryAttributes.php
@@ -0,0 +1,16 @@
+<?php
+
+declare(strict_types=1);
+
+namespace Flow\ETL\Config\Telemetry;
+
+final class TelemetryAttributes
+{
+    public const string ATTR_LOADER_DESTINATION_URI = 'destination.uri';
+
+    public const string ATTR_LOADING_ROWS = 'loading.rows';
+
+    public const string ATTR_TRANSFORMATION_INPUT_ROWS = 'transformation.input_rows';
+
+    public const string ATTR_TRANSFORMATION_OUTPUT_ROWS = 'transformation.output_rows';
+}
diff --git a/src/core/etl/src/Flow/ETL/Config/Telemetry/TelemetryConfig.php b/src/core/etl/src/Flow/ETL/Config/Telemetry/TelemetryConfig.php
new file mode 100644
index 0000000000..2161739fd3
--- /dev/null
+++ b/src/core/etl/src/Flow/ETL/Config/Telemetry/TelemetryConfig.php
@@ -0,0 +1,59 @@
+<?php
+
+declare(strict_types=1);
+
+namespace Flow\ETL\Config\Telemetry;
+
+use Flow\Telemetry\Context\MemoryContextStorage;
+use Flow\Telemetry\Logger\LoggerProvider;
+use Flow\Telemetry\Meter\MeterProvider;
+use Flow\Telemetry\Provider\Void\{VoidLogProcessor, VoidMetricProcessor, VoidSpanProcessor};
+use Flow\Telemetry\{Resource, Telemetry};
+use Flow\Telemetry\Tracer\TracerProvider;
+use Psr\Clock\ClockInterface;
+
+/**
+ * Immutable telemetry configuration for DataFrame operations.
+ *
+ * This class holds the telemetry instance and options that control
+ * what telemetry data is captured during pipeline execution.
+ */
+final readonly class TelemetryConfig
+{
+    public function __construct(
+        public Telemetry $telemetry,
+        public TelemetryOptions $options,
+    ) {
+    }
+
+    /**
+     * Create a default telemetry configuration with void exporters.
+     *
+     * This is used when no telemetry is explicitly configured.
+     */
+    public static function default(ClockInterface $clock) : self
+    {
+        $contextStorage = new MemoryContextStorage();
+
+        return new self(
+            new Telemetry(
+                Resource::create([]),
+                new TracerProvider(
+                    new VoidSpanProcessor(),
+                    $clock,
+                    $contextStorage,
+                ),
+                new MeterProvider(
+                    new VoidMetricProcessor(),
+                    $clock,
+                ),
+                new LoggerProvider(
+                    new VoidLogProcessor(),
+                    $clock,
+                    $contextStorage,
+                ),
+            ),
+            new TelemetryOptions(),
+        );
+    }
+}
diff --git a/src/core/etl/src/Flow/ETL/Config/Telemetry/TelemetryContext.php b/src/core/etl/src/Flow/ETL/Config/Telemetry/TelemetryContext.php
new file mode 100644
index 0000000000..fad4a428f5
--- /dev/null
+++ b/src/core/etl/src/Flow/ETL/Config/Telemetry/TelemetryContext.php
@@ -0,0 +1,252 @@
+<?php
+
+declare(strict_types=1);
+
+namespace Flow\ETL\Config\Telemetry;
+
+use Flow\ETL\{DataFrame,
+    Dataset\Memory\Consumption,
+    Dataset\Statistics\HighResolutionTime,
+    FlowContext,
+    Loader,
+    Pipeline\Optimizer\Optimization,
+    Rows,
+    Transformer};
+use Flow\Filesystem\Filesystem;
+use Flow\Telemetry\Attributes;
+use Flow\Telemetry\Logger\Logger;
+use Flow\Telemetry\Meter\Instrument\{Counter, Throughput};
+use Flow\Telemetry\Meter\Meter;
+use Flow\Telemetry\Tracer\{Span, SpanKind, SpanStatus, Tracer};
+
+/**
+ * @phpstan-import-type TAttributeValueMap from Attributes
+ */
+final class TelemetryContext
+{
+    private ?Counter $counterProcessedRows = null;
+
+    private ?HighResolutionTime $dataFrameExecutionTime = null;
+
+    private ?Span $dataFrameSpan = null;
+
+    private ?Span $loadingSpan = null;
+
+    private Consumption $memory;
+
+    private ?Throughput $throughputRows = null;
+
+    private int $totalRowsProcessed = 0;
+
+    private ?Span $transformationSpan = null;
+
+    public function __construct(
+        private readonly Logger $logger,
+        private readonly Tracer $tracer,
+        private readonly Meter $meter,
+        public readonly TelemetryOptions $options,
+    ) {
+        $this->memory = new Consumption();
+    }
+
+    public function dataFrameBatchProcessed(Rows $rows, FlowContext $context) : void
+    {
+        $this->totalRowsProcessed += $rows->count();
+        $this->memory->capture();
+
+        if ($this->options->collectMetrics) {
+            $this->counterProcessedRows?->add($rows->count());
+            $this->throughputRows?->add($rows->count());
+        }
+    }
+
+    /**
+     * @param TAttributeValueMap $attributes
+     */
+    public function dataFrameCompleted(FlowContext $context, array $attributes = []) : void
+    {
+        if ($this->dataFrameSpan === null) {
+            return;
+        }
+
+        $this->logger()->debug('Data frame processing completed', [
+            'dataframe_id' => $context->config->id(),
+            'total_rows_processed' => $this->totalRowsProcessed,
+            'memory_min_mb' => $this->memory->min()->inMb(),
+            'memory_max_mb' => $this->memory->max()->inMb(),
+        ]);
+
+        $throughput = 0.0;
+
+        if ($this->dataFrameExecutionTime !== null) {
+            $durationSeconds = HighResolutionTime::now()->diff($this->dataFrameExecutionTime)->toSeconds();
+            $throughput = $durationSeconds > 0 ? \round($this->totalRowsProcessed / $durationSeconds, 2) : 0.0;
+        }
+
+        $this->tracer->complete(
+            $this->dataFrameSpan
+                ->setAttributes(\array_merge(
+                    $attributes,
+                    [
+                        'dataframe.id' => $context->config->id(),
+                        'rows.total' => $this->totalRowsProcessed,
+                        'rows.throughput.per_second' => $throughput,
+                        'memory.min.mb' => $this->memory->min()->inMb(),
+                        'memory.max.mb' => $this->memory->max()->inMb(),
+                    ]
+                ))
+                ->setStatus(SpanStatus::ok())
+        );
+
+        if ($this->counterProcessedRows !== null) {
+            $this->meter->complete($this->counterProcessedRows);
+            $this->counterProcessedRows = null;
+        }
+
+        if ($this->throughputRows !== null) {
+            $this->meter->complete($this->throughputRows);
+            $this->throughputRows = null;
+        }
+
+        $this->dataFrameExecutionTime = null;
+        $this->totalRowsProcessed = 0;
+        $this->dataFrameSpan = null;
+        $this->memory = new Consumption();
+    }
+
+    public function dataFrameStarted(FlowContext $context) : void
+    {
+        $this->dataFrameSpan = $this->tracer->span(DataFrame::class);
+
+        $this->logger()->debug('Data frame processing started', [
+            'dataframe_id' => $context->config->id(),
+            'cache' => $context->cache()::class,
+            'serializer' => $context->config->serializer()::class,
+            'optimizers' => \array_map(static fn (Optimization $optimization) => $optimization::class, $context->config->optimizer()->optimizations()),
+            'telemetry' => [
+                'trace_loading' => $this->options->traceLoading,
+                'trace_transformations' => $this->options->traceTransformations,
+                'collect_metrics' => $this->options->collectMetrics,
+            ],
+            'fstab' => \array_map(static fn (Filesystem $filesystem) => $filesystem::class, $context->config->fstab()->filesystems()),
+        ]);
+
+        if ($this->options->collectMetrics) {
+            $this->counterProcessedRows = $this->meter->createCounter('rows.processed.total', 'Rows Processed');
+            $this->throughputRows = $this->meter->createThroughput('rows.processed.throughput', 'Rows Processed');
+        }
+
+        $this->dataFrameExecutionTime = HighResolutionTime::now();
+        $this->totalRowsProcessed = 0;
+    }
+
+    /**
+     * @param TAttributeValueMap $attributes
+     */
+    public function loadingCompleted(Loader $loader, array $attributes = []) : void
+    {
+        if ($this->loadingSpan === null) {
+            return;
+        }
+        $this->tracer->complete(
+            $this->loadingSpan
+                ->setAttributes($attributes)
+                ->setStatus(SpanStatus::ok())
+        );
+
+        $this->loadingSpan = null;
+    }
+
+    /**
+     * @param TAttributeValueMap $attributes
+     */
+    public function loadingFailed(Loader $loader, \Throwable $exception, array $attributes = []) : void
+    {
+        if ($this->loadingSpan === null) {
+            return;
+        }
+
+        $this->logger->error('Loading failed', ['exception' => $exception->getMessage(), 'loader' => $loader::class]);
+        $this->tracer->complete(
+            $this->loadingSpan
+                ->setAttributes($attributes)
+                ->setStatus(SpanStatus::error($exception->getMessage()))
+        );
+
+        $this->loadingSpan = null;
+    }
+
+    /**
+     * @param TAttributeValueMap $attributes
+     */
+    public function loadingStarted(Loader $loader, array $attributes = []) : void
+    {
+        if ($this->options->traceLoading === false) {
+            return;
+        }
+
+        $this->loadingSpan = $this->tracer->span(
+            $loader::class,
+            SpanKind::INTERNAL,
+            Attributes::create($attributes),
+            parentContext: $this->dataFrameSpan?->context()
+        );
+    }
+
+    public function logger() : Logger
+    {
+        return $this->logger;
+    }
+
+    /**
+     * @param TAttributeValueMap $attributes
+     */
+    public function transformationCompleted(Transformer $transformer, array $attributes = []) : void
+    {
+        if ($this->transformationSpan === null) {
+            return;
+        }
+
+        $this->tracer->complete(
+            $this->transformationSpan
+                ->setAttributes($attributes)
+                ->setStatus(SpanStatus::ok())
+        );
+    }
+
+    /**
+     * @param TAttributeValueMap $attributes
+     */
+    public function transformationFailed(Transformer $transformer, \Throwable $exception, array $attributes = []) : void
+    {
+        if ($this->transformationSpan === null) {
+            return;
+        }
+
+        $this->logger->error('Transformation failed', ['exception' => $exception->getMessage(), 'transformer' => $transformer::class]);
+        $this->tracer->complete(
+            $this->transformationSpan
+                ->setAttributes($attributes)
+                ->setStatus(SpanStatus::error($exception->getMessage()))
+        );
+
+        $this->transformationSpan = null;
+    }
+
+    /**
+     * @param TAttributeValueMap $attributes
+     */
+    public function transformationStarted(Transformer $transformer, array $attributes = []) : void
+    {
+        if (!$this->options->traceTransformations) {
+            return;
+        }
+
+        $this->transformationSpan = $this->tracer->span(
+            $transformer::class,
+            SpanKind::INTERNAL,
+            Attributes::create($attributes),
+            parentContext: $this->dataFrameSpan?->context()
+        );
+    }
+}
diff --git a/src/core/etl/src/Flow/ETL/Config/Telemetry/TelemetryOptions.php b/src/core/etl/src/Flow/ETL/Config/Telemetry/TelemetryOptions.php
new file mode 100644
index 0000000000..66ae21bfd3
--- /dev/null
+++ b/src/core/etl/src/Flow/ETL/Config/Telemetry/TelemetryOptions.php
@@ -0,0 +1,42 @@
+<?php
+
+declare(strict_types=1);
+
+namespace Flow\ETL\Config\Telemetry;
+
+final readonly class TelemetryOptions
+{
+    public function __construct(
+        public bool $traceLoading = false,
+        public bool $traceTransformations = false,
+        public bool $collectMetrics = false,
+    ) {
+    }
+
+    public function collectMetrics(bool $collect) : self
+    {
+        return new self(
+            traceLoading: $this->traceLoading,
+            traceTransformations: $this->traceTransformations,
+            collectMetrics: $collect
+        );
+    }
+
+    public function traceLoading(bool $trace) : self
+    {
+        return new self(
+            traceLoading: $trace,
+            traceTransformations: $this->traceTransformations,
+            collectMetrics: $this->collectMetrics
+        );
+    }
+
+    public function traceTransformations(bool $trace) : self
+    {
+        return new self(
+            traceLoading: $this->traceLoading,
+            traceTransformations: $trace,
+            collectMetrics: $this->collectMetrics
+        );
+    }
+}
diff --git a/src/core/etl/src/Flow/ETL/DSL/functions.php b/src/core/etl/src/Flow/ETL/DSL/functions.php
index 545798bd19..b8777791e0 100644
--- a/src/core/etl/src/Flow/ETL/DSL/functions.php
+++ b/src/core/etl/src/Flow/ETL/DSL/functions.php
@@ -47,6 +47,7 @@
     Cache\Implementation\FilesystemCache,
     Config,
     Config\ConfigBuilder,
+    Config\Telemetry\TelemetryOptions,
     Constraint\SortedByConstraint,
     Constraint\UniqueConstraint,
     DataFrame,
@@ -262,6 +263,19 @@ function data_frame(Config|ConfigBuilder|null $config = null) : Flow
     return new Flow($config);
 }
 
+#[DocumentationDSL(module: Module::CORE, type: DSLType::HELPER)]
+function telemetry_options(
+    bool $trace_loading = false,
+    bool $trace_transformations = false,
+    bool $collect_metrics = false,
+) : TelemetryOptions {
+    return new TelemetryOptions(
+        $trace_loading,
+        $trace_transformations,
+        $collect_metrics
+    );
+}
+
 #[DocumentationDSL(module: Module::CORE, type: DSLType::EXTRACTOR)]
 #[DocumentationExample(topic: 'data_frame', example: 'data_reading', option: 'data_frame')]
 #[DocumentationExample(topic: 'data_frame', example: 'data_writing', option: 'overwrite')]
diff --git a/src/core/etl/src/Flow/ETL/DataFrame.php b/src/core/etl/src/Flow/ETL/DataFrame.php
index f2bc0e50f2..60a3f7fb79 100644
--- a/src/core/etl/src/Flow/ETL/DataFrame.php
+++ b/src/core/etl/src/Flow/ETL/DataFrame.php
@@ -8,7 +8,7 @@
 use Flow\ETL\DataFrame\GroupedDataFrame;
 use Flow\ETL\Dataset\Report;
 use Flow\ETL\Exception\{InvalidArgumentException, RuntimeException};
-use Flow\ETL\Execution\ReportCollector;
+use Flow\ETL\Execution\StatisticsCollector;
 use Flow\ETL\Extractor\FileExtractor;
 use Flow\ETL\Filesystem\{SaveMode, ScalarFunctionFilter};
 use Flow\ETL\Formatter\AsciiTableFormatter;
@@ -67,6 +67,7 @@ final class DataFrame
     public function __construct(private Pipeline $pipeline, Config|FlowContext $context)
     {
         $this->context = $context instanceof FlowContext ? $context : new FlowContext($context);
+        $this->context->telemetry()->dataFrameStarted($this->context);
     }
 
     /**
@@ -624,7 +625,7 @@ public function partitionBy(string|Reference $entry, string|Reference ...$entrie
 
     public function pivot(Reference $ref) : self
     {
-        $processor = $this->pipeline->stages()->current()->processor();
+        $processor = $this->pipeline->segments()->current()->processor();
 
         if (!$processor instanceof GroupByProcessor) {
             throw new RuntimeException('Pivot can be used only after groupBy');
@@ -793,14 +794,22 @@ public function run(?callable $callback = null, bool|Analyze $analyze = false) :
             $analyze = $this->context->config->analyze();
         }
 
-        $collector = new ReportCollector($analyze, $this->context->config->clock());
+        $collector = new StatisticsCollector($analyze, $this->context);
 
-        foreach ($this->pipeline->process($this->context) as $rows) {
-            if ($callback !== null) {
-                $callback($rows, $this->context);
+        try {
+            foreach ($this->pipeline->process($this->context) as $rows) {
+                if ($callback !== null) {
+                    $callback($rows, $this->context);
+                }
+
+                $collector->capture($rows);
             }
 
-            $collector->capture($rows);
+            $collector->end();
+        } catch (\Throwable $e) {
+            $collector->end($e);
+
+            throw $e;
         }
 
         return $collector->report();
diff --git a/src/core/etl/src/Flow/ETL/Dataset/Memory/Consumption.php b/src/core/etl/src/Flow/ETL/Dataset/Memory/Consumption.php
index 417238f101..ceed97436b 100644
--- a/src/core/etl/src/Flow/ETL/Dataset/Memory/Consumption.php
+++ b/src/core/etl/src/Flow/ETL/Dataset/Memory/Consumption.php
@@ -12,16 +12,16 @@ final class Consumption
 
     private Unit $min;
 
-    public function __construct()
+    public function __construct(private readonly bool $realMemory = true)
     {
-        $this->initial = Unit::fromBytes(\memory_get_usage(true));
+        $this->initial = Unit::fromBytes(\memory_get_usage($this->realMemory));
         $this->min = $this->initial;
         $this->max = $this->initial;
     }
 
     public function capture() : Unit
     {
-        $current = Unit::fromBytes(\memory_get_usage(true));
+        $current = Unit::fromBytes(\memory_get_usage($this->realMemory));
 
         if ($current->isGreaterThan($this->max)) {
             $this->max = $current;
diff --git a/src/core/etl/src/Flow/ETL/Dataset/Statistics/HighResolutionTime.php b/src/core/etl/src/Flow/ETL/Dataset/Statistics/HighResolutionTime.php
index b8ba5f283d..1aa5bf9f3f 100644
--- a/src/core/etl/src/Flow/ETL/Dataset/Statistics/HighResolutionTime.php
+++ b/src/core/etl/src/Flow/ETL/Dataset/Statistics/HighResolutionTime.php
@@ -48,6 +48,11 @@ public function toArray() : array
         return [$this->seconds, $this->nanoseconds];
     }
 
+    public function toNanoseconds() : int
+    {
+        return ($this->seconds * 1_000_000_000) + $this->nanoseconds;
+    }
+
     public function toSeconds() : float
     {
         return $this->seconds + $this->nanoseconds / 1_000_000_000;
diff --git a/src/core/etl/src/Flow/ETL/Execution/ReportCollector.php b/src/core/etl/src/Flow/ETL/Execution/StatisticsCollector.php
similarity index 66%
rename from src/core/etl/src/Flow/ETL/Execution/ReportCollector.php
rename to src/core/etl/src/Flow/ETL/Execution/StatisticsCollector.php
index 6e6d38daf6..526c583355 100644
--- a/src/core/etl/src/Flow/ETL/Execution/ReportCollector.php
+++ b/src/core/etl/src/Flow/ETL/Execution/StatisticsCollector.php
@@ -4,31 +4,27 @@
 
 namespace Flow\ETL\Execution;
 
-use Flow\Clock\SystemClock;
-use Flow\ETL\{Analyze, Rows, Schema};
+use Flow\ETL\{Analyze, FlowContext, Rows, Schema};
 use Flow\ETL\Dataset\Memory\Consumption;
 use Flow\ETL\Dataset\{Report, Statistics};
 use Flow\ETL\Dataset\Statistics\{Columns, ExecutionTime, HighResolutionTime};
-use Psr\Clock\ClockInterface;
 
 /**
  * @template T of Analyze|bool|null
  */
-final class ReportCollector
+final class StatisticsCollector
 {
     private readonly ?Analyze $analyze;
 
-    private readonly ClockInterface $clock;
-
     private ?Columns $columnStatistics = null;
 
-    private ?Consumption $memory = null;
+    private readonly Consumption $memory;
 
     private ?Schema $schema = null;
 
-    private ?\DateTimeImmutable $startedAt = null;
+    private readonly \DateTimeImmutable $startedAt;
 
-    private ?HighResolutionTime $startTime = null;
+    private readonly HighResolutionTime $startTime;
 
     private int $totalRows = 0;
 
@@ -37,10 +33,8 @@ final class ReportCollector
      */
     public function __construct(
         Analyze|bool|null $analyze,
-        ?ClockInterface $clock = null,
+        private readonly FlowContext $context,
     ) {
-        $this->clock = $clock ?? SystemClock::system();
-
         $this->analyze = match (true) {
             $analyze === true => new Analyze(),
             $analyze === false || $analyze === null => null,
@@ -48,22 +42,26 @@ public function __construct(
         };
 
         if ($this->analyze !== null) {
-            \gc_collect_cycles();
-            $this->memory = new Consumption();
-            $this->startedAt = $this->clock->now();
-            $this->startTime = HighResolutionTime::now();
             $this->columnStatistics = $this->analyze->collectColumnStatistics() ? new Columns() : null;
             $this->schema = $this->analyze->collectSchema() ? new Schema() : null;
         }
+
+        \gc_collect_cycles();
+        $this->memory = new Consumption();
+        $this->startedAt = $this->context->config->clock()->now();
+        $this->startTime = HighResolutionTime::now();
     }
 
     public function capture(Rows $rows) : void
     {
-        if ($this->analyze === null || $this->memory === null) {
+        $this->totalRows += $rows->count();
+
+        $this->context->telemetry()->dataFrameBatchProcessed($rows, $this->context);
+
+        if ($this->analyze === null) {
             return;
         }
 
-        $this->totalRows += $rows->count();
         $this->memory->capture();
 
         if ($this->schema !== null) {
@@ -79,16 +77,25 @@ public function capture(Rows $rows) : void
         }
     }
 
+    public function end(?\Throwable $exception = null) : void
+    {
+        if ($exception !== null) {
+            $this->context->telemetry()->logger()->error('Data frame processing failed', ['exception' => $exception->getMessage()]);
+        }
+
+        $this->context->telemetry()->dataFrameCompleted($this->context);
+    }
+
     /**
      * @return (T is Analyze|true ? Report : null)
      */
     public function report() : ?Report
     {
-        if ($this->analyze === null || $this->memory === null || $this->startedAt === null || $this->startTime === null) {
+        if ($this->analyze === null) {
             return null;
         }
 
-        $endedAt = $this->clock->now();
+        $endedAt = $this->context->config->clock()->now();
         $endTime = HighResolutionTime::now();
 
         return new Report(
diff --git a/src/core/etl/src/Flow/ETL/Extractor/ArrayExtractor.php b/src/core/etl/src/Flow/ETL/Extractor/ArrayExtractor.php
index 6dfa6f3876..925e8d4257 100644
--- a/src/core/etl/src/Flow/ETL/Extractor/ArrayExtractor.php
+++ b/src/core/etl/src/Flow/ETL/Extractor/ArrayExtractor.php
@@ -21,7 +21,11 @@ public function __construct(private readonly iterable $dataset)
     public function extract(FlowContext $context) : \Generator
     {
         foreach ($this->dataset as $row) {
-            yield array_to_rows([$row], $context->entryFactory(), [], $this->schema);
+            $signal = yield array_to_rows([$row], $context->entryFactory(), [], $this->schema);
+
+            if ($signal === Signal::STOP) {
+                return;
+            }
         }
     }
 
diff --git a/src/core/etl/src/Flow/ETL/Extractor/BatchExtractor.php b/src/core/etl/src/Flow/ETL/Extractor/BatchExtractor.php
index eeea3c0df2..edbd1108db 100644
--- a/src/core/etl/src/Flow/ETL/Extractor/BatchExtractor.php
+++ b/src/core/etl/src/Flow/ETL/Extractor/BatchExtractor.php
@@ -22,53 +22,40 @@ public function __construct(
      */
     public function extract(FlowContext $context) : \Generator
     {
-        $chunk = [];
+        $chunk = new Rows();
         $chunkSize = 0;
 
         foreach ($this->extractor->extract($context) as $rows) {
-            foreach ($rows->chunks($this->chunkSize) as $rowsChunk) {
-                $chunk[] = $rowsChunk->all();
-                $chunkSize += $rowsChunk->count();
+            foreach ($rows->all() as $row) {
+                $chunk = $chunk->add($row);
+                $chunkSize++;
 
                 if ($chunkSize === $this->chunkSize) {
-                    $signal = yield new Rows(
-                        ...\array_merge(
-                            ...$chunk
-                        )
-                    );
+
+                    $signal = yield $chunk;
 
                     if ($signal === Signal::STOP) {
                         return;
                     }
                     $chunkSize = 0;
-                    $chunk = [];
+                    $chunk = new Rows();
                 }
 
                 if ($chunkSize > $this->chunkSize) {
-                    $allRows = new Rows(
-                        ...\array_merge(
-                            ...$chunk
-                        )
-                    );
 
-                    $signal = yield $allRows->dropRight($allRows->count() - $this->chunkSize);
+                    $signal = yield $chunk->dropRight($chunk->count() - $this->chunkSize);
 
                     if ($signal === Signal::STOP) {
                         return;
                     }
-                    $leftover = $allRows->takeRight($allRows->count() - $this->chunkSize);
-                    $chunk = [$leftover->all()];
-                    $chunkSize = $leftover->count();
+                    $chunk = $chunk->takeRight($chunk->count() - $this->chunkSize);
+                    $chunkSize = $chunk->count();
                 }
             }
         }
 
         if ($chunkSize) {
-            yield new Rows(
-                ...\array_merge(
-                    ...$chunk
-                )
-            );
+            yield $chunk;
         }
     }
 
diff --git a/src/core/etl/src/Flow/ETL/Extractor/CacheExtractor.php b/src/core/etl/src/Flow/ETL/Extractor/CacheExtractor.php
index bb805508d0..b80387365d 100644
--- a/src/core/etl/src/Flow/ETL/Extractor/CacheExtractor.php
+++ b/src/core/etl/src/Flow/ETL/Extractor/CacheExtractor.php
@@ -36,6 +36,7 @@ public function extract(FlowContext $context) : \Generator
             foreach ($index->values() as $cacheKey) {
                 /** @var Rows $rows */
                 $rows = $context->cache()->get($cacheKey);
+
                 $signal = yield $rows;
 
                 if ($signal === Signal::STOP) {
diff --git a/src/core/etl/src/Flow/ETL/Extractor/ChainExtractor.php b/src/core/etl/src/Flow/ETL/Extractor/ChainExtractor.php
index eec7f5b890..187aaac224 100644
--- a/src/core/etl/src/Flow/ETL/Extractor/ChainExtractor.php
+++ b/src/core/etl/src/Flow/ETL/Extractor/ChainExtractor.php
@@ -4,8 +4,7 @@
 
 namespace Flow\ETL\Extractor;
 
-use Flow\ETL\{Extractor, FlowContext};
-use Flow\ETL\Rows;
+use Flow\ETL\{Extractor, FlowContext, Rows};
 
 final readonly class ChainExtractor implements Extractor, OverridingExtractor
 {
diff --git a/src/core/etl/src/Flow/ETL/Extractor/FilesExtractor.php b/src/core/etl/src/Flow/ETL/Extractor/FilesExtractor.php
index bd1f6a9546..c62db51c95 100644
--- a/src/core/etl/src/Flow/ETL/Extractor/FilesExtractor.php
+++ b/src/core/etl/src/Flow/ETL/Extractor/FilesExtractor.php
@@ -19,7 +19,6 @@ public function __construct(private readonly Path $path)
 
     public function extract(FlowContext $context) : \Generator
     {
-
         foreach ($context->filesystem($this->path)->list($this->path, $this->filter()) as $fileStatus) {
             $signal = yield array_to_rows([
                 'path' => $fileStatus->path->path(),
diff --git a/src/core/etl/src/Flow/ETL/Extractor/PipelineExtractor.php b/src/core/etl/src/Flow/ETL/Extractor/PipelineExtractor.php
index cf309fab7e..ada0fa1fbe 100644
--- a/src/core/etl/src/Flow/ETL/Extractor/PipelineExtractor.php
+++ b/src/core/etl/src/Flow/ETL/Extractor/PipelineExtractor.php
@@ -20,6 +20,13 @@ public function __construct(
      */
     public function extract(FlowContext $context) : \Generator
     {
-        return $this->pipeline->process($context);
+        foreach ($this->pipeline->process($context) as $rows) {
+            $signal = yield $rows;
+
+            if ($signal === Signal::STOP) {
+
+                return;
+            }
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Extractor/SortBucketsExtractor.php b/src/core/etl/src/Flow/ETL/Extractor/SortBucketsExtractor.php
index 2ca32339fe..1596d5b68d 100644
--- a/src/core/etl/src/Flow/ETL/Extractor/SortBucketsExtractor.php
+++ b/src/core/etl/src/Flow/ETL/Extractor/SortBucketsExtractor.php
@@ -35,6 +35,7 @@ public function extract(FlowContext $context) : \Generator
 
                 if ($rows->count() >= $this->batchSize) {
                     yield $rows;
+
                     $rows = new Rows();
                 }
             }
diff --git a/src/core/etl/src/Flow/ETL/FlowContext.php b/src/core/etl/src/Flow/ETL/FlowContext.php
index 5d721f5496..f96e3e9d19 100644
--- a/src/core/etl/src/Flow/ETL/FlowContext.php
+++ b/src/core/etl/src/Flow/ETL/FlowContext.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL;
 
+use Flow\ETL\Config\Telemetry\TelemetryContext;
 use Flow\ETL\ErrorHandler\ThrowError;
 use Flow\ETL\Filesystem\FilesystemStreams;
 use Flow\ETL\Function\{ExecutionMode, Functions};
@@ -20,6 +21,8 @@ final class FlowContext
 
     private readonly Functions $functions;
 
+    private ?TelemetryContext $telemetryContext = null;
+
     public function __construct(public readonly Config $config)
     {
         $this->errorHandler = new ThrowError();
@@ -62,4 +65,14 @@ public function streams() : FilesystemStreams
     {
         return $this->config->filesystemStreams();
     }
+
+    public function telemetry() : TelemetryContext
+    {
+        return $this->telemetryContext ??= new TelemetryContext(
+            $this->config->telemetry->telemetry->logger('flow-php', $this->config->version()),
+            $this->config->telemetry->telemetry->tracer('flow-php', $this->config->version()),
+            $this->config->telemetry->telemetry->meter('flow-php', $this->config->version()),
+            $this->config->telemetry->options,
+        );
+    }
 }
diff --git a/src/core/etl/src/Flow/ETL/Loader/ArrayLoader.php b/src/core/etl/src/Flow/ETL/Loader/ArrayLoader.php
index 5d1516f7b6..3f888c1ba4 100644
--- a/src/core/etl/src/Flow/ETL/Loader/ArrayLoader.php
+++ b/src/core/etl/src/Flow/ETL/Loader/ArrayLoader.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Loader;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Loader, Rows};
 
 final class ArrayLoader implements Loader
@@ -17,9 +18,19 @@ public function __construct(private array &$array)
 
     public function load(Rows $rows, FlowContext $context) : void
     {
-        $this->array = \array_merge(
-            $this->array,
-            $rows->toArray()
-        );
+        $context->telemetry()->loadingStarted($this);
+
+        try {
+            $this->array = \array_merge(
+                $this->array,
+                $rows->toArray()
+            );
+
+            $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Loader/BranchingLoader.php b/src/core/etl/src/Flow/ETL/Loader/BranchingLoader.php
index d932dec545..058405cd93 100644
--- a/src/core/etl/src/Flow/ETL/Loader/BranchingLoader.php
+++ b/src/core/etl/src/Flow/ETL/Loader/BranchingLoader.php
@@ -5,6 +5,7 @@
 namespace Flow\ETL\Loader;
 
 use function Flow\ETL\DSL\{df, from_rows};
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Loader, Rows, Transformation};
 use Flow\ETL\Function\ScalarFunction;
 use Flow\ETL\Transformer\ScalarFunctionFilterTransformer;
@@ -28,19 +29,29 @@ public function closure(FlowContext $context) : void
 
     public function load(Rows $rows, FlowContext $context) : void
     {
-        $rows = (new ScalarFunctionFilterTransformer($this->condition))->transform($rows, $context);
+        $context->telemetry()->loadingStarted($this);
 
-        if ($this->transformation) {
-            $rows = df($context->config)
-                ->read(from_rows($rows))
-                ->with($this->transformation)
-                ->fetch();
-        }
+        try {
+            $rows = (new ScalarFunctionFilterTransformer($this->condition))->transform($rows, $context);
+
+            if ($this->transformation) {
+                $rows = df($context->config)
+                    ->read(from_rows($rows))
+                    ->with($this->transformation)
+                    ->fetch();
+            }
+
+            $this->loader->load(
+                $rows,
+                $context
+            );
 
-        $this->loader->load(
-            $rows,
-            $context
-        );
+            $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
+        }
     }
 
     public function loaders() : array
diff --git a/src/core/etl/src/Flow/ETL/Loader/CallbackLoader.php b/src/core/etl/src/Flow/ETL/Loader/CallbackLoader.php
index d3032ce6b3..8d9a7b856a 100644
--- a/src/core/etl/src/Flow/ETL/Loader/CallbackLoader.php
+++ b/src/core/etl/src/Flow/ETL/Loader/CallbackLoader.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Loader;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Loader, Rows};
 
 final class CallbackLoader implements Loader
@@ -22,6 +23,16 @@ public function __construct(callable $callback)
 
     public function load(Rows $rows, FlowContext $context) : void
     {
-        ($this->callback)($rows, $context);
+        $context->telemetry()->loadingStarted($this);
+
+        try {
+            ($this->callback)($rows, $context);
+
+            $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Loader/MemoryLoader.php b/src/core/etl/src/Flow/ETL/Loader/MemoryLoader.php
index d8207e6b64..45415280ab 100644
--- a/src/core/etl/src/Flow/ETL/Loader/MemoryLoader.php
+++ b/src/core/etl/src/Flow/ETL/Loader/MemoryLoader.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Loader;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Loader, Rows};
 use Flow\ETL\Memory\Memory;
 
@@ -15,6 +16,16 @@ public function __construct(private Memory $memory)
 
     public function load(Rows $rows, FlowContext $context) : void
     {
-        $this->memory->save($rows->toArray());
+        $context->telemetry()->loadingStarted($this);
+
+        try {
+            $this->memory->save($rows->toArray());
+
+            $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Loader/RetryLoader.php b/src/core/etl/src/Flow/ETL/Loader/RetryLoader.php
index 5f1d695f0b..7f756bed39 100644
--- a/src/core/etl/src/Flow/ETL/Loader/RetryLoader.php
+++ b/src/core/etl/src/Flow/ETL/Loader/RetryLoader.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Loader;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{Exception\FailedRetryException, FlowContext, Loader, Rows};
 use Flow\ETL\Retry\DelayFactory\Fixed\FixedMilliseconds;
 use Flow\ETL\Retry\{DelayFactory, FailedRetry, RetriesRecord, RetryStrategy};
@@ -22,25 +23,35 @@ public function __construct(
 
     public function load(Rows $rows, FlowContext $context) : void
     {
-        $attemptNumber = 0;
-        $retriesRecord = new RetriesRecord();
+        $context->telemetry()->loadingStarted($this);
 
-        while (true) {
-            $attemptNumber++;
+        try {
+            $attemptNumber = 0;
+            $retriesRecord = new RetriesRecord();
 
-            try {
-                $this->loader->load($rows, $context);
+            while (true) {
+                $attemptNumber++;
 
-                return;
-            } catch (\Throwable $exception) {
-                $retriesRecord->add(FailedRetry::create($context->config->clock(), $exception, $attemptNumber));
+                try {
+                    $this->loader->load($rows, $context);
 
-                if (!$this->retryStrategy->shouldRetry($exception, $attemptNumber)) {
-                    throw new FailedRetryException($retriesRecord);
-                }
+                    $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+
+                    return;
+                } catch (\Throwable $exception) {
+                    $retriesRecord->add(FailedRetry::create($context->config->clock(), $exception, $attemptNumber));
+
+                    if (!$this->retryStrategy->shouldRetry($exception, $attemptNumber)) {
+                        throw new FailedRetryException($retriesRecord);
+                    }
 
-                $this->sleep->for($this->delayFactory->delay($attemptNumber));
+                    $this->sleep->for($this->delayFactory->delay($attemptNumber));
+                }
             }
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
         }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Loader/SchemaValidationLoader.php b/src/core/etl/src/Flow/ETL/Loader/SchemaValidationLoader.php
index 3561d6a0e4..ab4e2cc5f4 100644
--- a/src/core/etl/src/Flow/ETL/Loader/SchemaValidationLoader.php
+++ b/src/core/etl/src/Flow/ETL/Loader/SchemaValidationLoader.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Loader;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\Exception\SchemaValidationException;
 use Flow\ETL\{FlowContext, Loader, Rows, SchemaValidator};
 use Flow\ETL\Schema;
@@ -18,10 +19,20 @@ public function __construct(
 
     public function load(Rows $rows, FlowContext $context) : void
     {
-        $given = $rows->schema();
+        $context->telemetry()->loadingStarted($this);
 
-        if (!$this->validator->isValid($this->expected, $given)) {
-            throw new SchemaValidationException($this->expected, $given);
+        try {
+            $given = $rows->schema();
+
+            if (!$this->validator->isValid($this->expected, $given)) {
+                throw new SchemaValidationException($this->expected, $given);
+            }
+
+            $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
         }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Loader/StreamLoader.php b/src/core/etl/src/Flow/ETL/Loader/StreamLoader.php
index cb8b54944b..37d4829fa7 100644
--- a/src/core/etl/src/Flow/ETL/Loader/StreamLoader.php
+++ b/src/core/etl/src/Flow/ETL/Loader/StreamLoader.php
@@ -5,6 +5,7 @@
 namespace Flow\ETL\Loader;
 
 use function fopen;
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\Exception\RuntimeException;
 use Flow\ETL\{FlowContext, Formatter, Loader, Loader\StreamLoader\Type, Rows};
 use Flow\ETL\Formatter\AsciiTableFormatter;
@@ -60,26 +61,36 @@ public function closure(FlowContext $context) : void
 
     public function load(Rows $rows, FlowContext $context) : void
     {
-        $stream = $this->getStream();
-
-        \fwrite(
-            $stream,
-            match ($this->output) {
-                Output::rows_count => 'Rows: ' . $rows->count() . "\n",
-                Output::column_count => 'Columns: ' . $rows->schema()->count() . "\n",
-                Output::rows_and_column_count => 'Rows: ' . $rows->count() . ', Columns: ' . $rows->schema()->count() . "\n",
-                Output::rows => $this->formatter->format($rows, $this->truncate),
-                Output::schema => $this->schemaFormatter->format($rows->schema()),
-                Output::rows_and_schema => $this->formatter->format($rows, $this->truncate) . "\n" . $this->schemaFormatter->format($rows->schema()),
-            }
-        );
-
-        match ($this->type) {
-            Type::output => $this->closeStream(),
-            Type::stderr => $this->closeStream(),
-            Type::stdout => $this->closeStream(),
-            Type::custom => null,
-        };
+        $context->telemetry()->loadingStarted($this, [TelemetryAttributes::ATTR_LOADER_DESTINATION_URI => $this->url]);
+
+        try {
+            $stream = $this->getStream();
+
+            \fwrite(
+                $stream,
+                match ($this->output) {
+                    Output::rows_count => 'Rows: ' . $rows->count() . "\n",
+                    Output::column_count => 'Columns: ' . $rows->schema()->count() . "\n",
+                    Output::rows_and_column_count => 'Rows: ' . $rows->count() . ', Columns: ' . $rows->schema()->count() . "\n",
+                    Output::rows => $this->formatter->format($rows, $this->truncate),
+                    Output::schema => $this->schemaFormatter->format($rows->schema()),
+                    Output::rows_and_schema => $this->formatter->format($rows, $this->truncate) . "\n" . $this->schemaFormatter->format($rows->schema()),
+                }
+            );
+
+            match ($this->type) {
+                Type::output => $this->closeStream(),
+                Type::stderr => $this->closeStream(),
+                Type::stdout => $this->closeStream(),
+                Type::custom => null,
+            };
+
+            $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
+        }
     }
 
     private function closeStream() : void
diff --git a/src/core/etl/src/Flow/ETL/Loader/TransformerLoader.php b/src/core/etl/src/Flow/ETL/Loader/TransformerLoader.php
index 233eb71418..e4a0d447ad 100644
--- a/src/core/etl/src/Flow/ETL/Loader/TransformerLoader.php
+++ b/src/core/etl/src/Flow/ETL/Loader/TransformerLoader.php
@@ -5,6 +5,7 @@
 namespace Flow\ETL\Loader;
 
 use function Flow\ETL\DSL\{df, from_rows};
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Loader, Rows, Transformation, Transformer};
 
 final readonly class TransformerLoader implements Closure, Loader, OverridingLoader
@@ -24,10 +25,20 @@ public function closure(FlowContext $context) : void
 
     public function load(Rows $rows, FlowContext $context) : void
     {
-        if ($this->transformer instanceof Transformer) {
-            $this->loader->load($this->transformer->transform($rows, $context), $context);
-        } else {
-            df($context->config)->from(from_rows($rows))->with($this->transformer)->load($this->loader)->run();
+        $context->telemetry()->loadingStarted($this);
+
+        try {
+            if ($this->transformer instanceof Transformer) {
+                $this->loader->load($this->transformer->transform($rows, $context), $context);
+            } else {
+                df($context->config)->from(from_rows($rows))->with($this->transformer)->load($this->loader)->run();
+            }
+
+            $context->telemetry()->loadingCompleted($this, [TelemetryAttributes::ATTR_LOADING_ROWS => $rows->count()]);
+        } catch (\Throwable $e) {
+            $context->telemetry()->loadingFailed($this, $e);
+
+            throw $e;
         }
     }
 
diff --git a/src/core/etl/src/Flow/ETL/Pipeline.php b/src/core/etl/src/Flow/ETL/Pipeline.php
index 9de49e6739..46da219205 100644
--- a/src/core/etl/src/Flow/ETL/Pipeline.php
+++ b/src/core/etl/src/Flow/ETL/Pipeline.php
@@ -11,16 +11,16 @@
  */
 final readonly class Pipeline
 {
-    private Segments $stages;
+    private Segments $segments;
 
     public function __construct(private Extractor $extractor)
     {
-        $this->stages = new Segments();
+        $this->segments = new Segments();
     }
 
     public function add(Transformer|Loader|Processor $step) : self
     {
-        $this->stages->add($step);
+        $this->segments->add($step);
 
         return $this;
     }
@@ -40,7 +40,7 @@ public function extractor() : Extractor
      */
     public function has(string $class) : bool
     {
-        return $this->stages->has($class);
+        return $this->segments->has($class);
     }
 
     /**
@@ -52,7 +52,7 @@ public function process(FlowContext $context) : \Generator
     {
         $generator = $this->extractor->extract($context);
 
-        foreach ($this->stages->all() as $segment) {
+        foreach ($this->segments->all() as $segment) {
             $generator = $segment->execute($generator, $context);
 
             if ($segment->processor() !== null) {
@@ -68,8 +68,8 @@ public function process(FlowContext $context) : \Generator
     /**
      * Get the pipeline stages.
      */
-    public function stages() : Segments
+    public function segments() : Segments
     {
-        return $this->stages;
+        return $this->segments;
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Pipeline/Optimizer.php b/src/core/etl/src/Flow/ETL/Pipeline/Optimizer.php
index f66c4edb65..3fccb67143 100644
--- a/src/core/etl/src/Flow/ETL/Pipeline/Optimizer.php
+++ b/src/core/etl/src/Flow/ETL/Pipeline/Optimizer.php
@@ -24,6 +24,14 @@ public function disabled() : self
         return new self();
     }
 
+    /**
+     * @return array<Optimization>
+     */
+    public function optimizations() : array
+    {
+        return $this->optimizations;
+    }
+
     public function optimize(Loader|Transformer $element, Pipeline $pipeline) : Pipeline
     {
         if (!\count($this->optimizations)) {
diff --git a/src/core/etl/src/Flow/ETL/Pipeline/Optimizer/BatchSizeOptimization.php b/src/core/etl/src/Flow/ETL/Pipeline/Optimizer/BatchSizeOptimization.php
index 98fbc1258b..8248d5e671 100644
--- a/src/core/etl/src/Flow/ETL/Pipeline/Optimizer/BatchSizeOptimization.php
+++ b/src/core/etl/src/Flow/ETL/Pipeline/Optimizer/BatchSizeOptimization.php
@@ -79,7 +79,7 @@ public function optimize(Loader|Transformer $element, Pipeline $pipeline) : Pipe
 
     private function hasBatchingProcessor(Pipeline $pipeline) : bool
     {
-        foreach ($pipeline->stages()->steps() as $step) {
+        foreach ($pipeline->segments()->steps() as $step) {
             if ($step instanceof Processor) {
                 foreach ($this->batchingProcessors as $batchingProcessor) {
                     if ($step instanceof $batchingProcessor) {
diff --git a/src/core/etl/src/Flow/ETL/Pipeline/Optimizer/LimitOptimization.php b/src/core/etl/src/Flow/ETL/Pipeline/Optimizer/LimitOptimization.php
index 42cb1ddfdb..5578a8e2bc 100644
--- a/src/core/etl/src/Flow/ETL/Pipeline/Optimizer/LimitOptimization.php
+++ b/src/core/etl/src/Flow/ETL/Pipeline/Optimizer/LimitOptimization.php
@@ -70,13 +70,13 @@ public function optimize(Loader|Transformer $element, Pipeline $pipeline) : Pipe
             return $pipeline->add($element);
         }
 
-        if ($element instanceof LimitTransformer && !\count($pipeline->stages()->steps())) {
+        if ($element instanceof LimitTransformer && !\count($pipeline->segments()->steps())) {
             $extractor->changeLimit($element->limit);
 
             return $pipeline;
         }
 
-        foreach ($pipeline->stages()->steps() as $pipelineElement) {
+        foreach ($pipeline->segments()->steps() as $pipelineElement) {
             if ($pipelineElement instanceof ScalarFunctionTransformer) {
                 if ($pipelineElement->function instanceof ExpandResults) {
                     break;
@@ -99,7 +99,7 @@ public function optimize(Loader|Transformer $element, Pipeline $pipeline) : Pipe
 
     private function hasOnlyNonExpandingSteps(Pipeline $pipeline) : bool
     {
-        foreach ($pipeline->stages()->steps() as $step) {
+        foreach ($pipeline->segments()->steps() as $step) {
             if ($step instanceof Processor) {
                 $isNonExpanding = false;
 
diff --git a/src/core/etl/src/Flow/ETL/Pipeline/Segment.php b/src/core/etl/src/Flow/ETL/Pipeline/Segment.php
index 9cbb0b4f8a..26447bc1e5 100644
--- a/src/core/etl/src/Flow/ETL/Pipeline/Segment.php
+++ b/src/core/etl/src/Flow/ETL/Pipeline/Segment.php
@@ -14,18 +14,28 @@
  *
  * @internal
  */
-final class Segment
+final readonly class Segment
 {
-    /** @var array<Loader|Transformer> */
-    private array $steps = [];
+    /** @var \SplObjectStorage<Loader|Transformer, null> */
+    private \SplObjectStorage $steps;
 
-    public function __construct(private readonly ?Processor $processor = null)
+    public function __construct(private ?Processor $processor = null)
     {
+        $this->steps = new \SplObjectStorage();
     }
 
     public function add(Transformer|Loader $step) : void
     {
-        $this->steps[] = $step;
+        $this->steps->attach($step);
+    }
+
+    public function contains(Transformer|Loader|Processor $step) : bool
+    {
+        if ($step instanceof Processor) {
+            return $this->processor === $step;
+        }
+
+        return $this->steps->contains($step);
     }
 
     /**
@@ -54,7 +64,8 @@ public function execute(\Generator $input, FlowContext $context) : \Generator
                     if ($step instanceof Transformer) {
                         try {
                             $rows = $step->transform($rows, $context);
-                        } catch (LimitReachedException) {
+                        } catch (LimitReachedException $e) {
+                            $context->telemetry()->logger()->debug('Limit reached, stopping the pipeline execution.', ['limit_exception' => $e]);
                             $rows = new Rows();
                             $input->send(Signal::STOP);
                         }
@@ -63,10 +74,14 @@ public function execute(\Generator $input, FlowContext $context) : \Generator
                     }
                 } catch (\Throwable $exception) {
                     if ($context->errorHandler()->throw($exception, $rows)) {
+                        $context->telemetry()->logger()->error('Error during ETL segment execution.', ['exception' => $exception]);
+
                         throw $exception;
                     }
 
                     if ($context->errorHandler()->skipRows($exception, $rows)) {
+                        $context->telemetry()->logger()->debug('Skipping rows due to error during ETL segment execution.', ['exception' => $exception]);
+
                         break;
                     }
                 }
@@ -114,13 +129,16 @@ public function processor() : ?Processor
      */
     public function steps() : array
     {
-        return $this->steps;
+        return iterator_to_array($this->steps);
     }
 
     public function withProcessor(Processor $processor) : self
     {
         $segment = new self($processor);
-        $segment->steps = $this->steps;
+
+        foreach ($this->steps as $step) {
+            $segment->steps->attach($step);
+        }
 
         return $segment;
     }
diff --git a/src/core/etl/src/Flow/ETL/Pipeline/Segments.php b/src/core/etl/src/Flow/ETL/Pipeline/Segments.php
index 27be543dd1..5ba1ed2c9a 100644
--- a/src/core/etl/src/Flow/ETL/Pipeline/Segments.php
+++ b/src/core/etl/src/Flow/ETL/Pipeline/Segments.php
@@ -73,6 +73,21 @@ public function has(string $class) : bool
         return $this->currentSegment->has($class);
     }
 
+    public function segmentFor(Transformer|Loader|Processor $step) : ?Segment
+    {
+        foreach ($this->segments as $segment) {
+            if ($segment->contains($step)) {
+                return $segment;
+            }
+        }
+
+        if ($this->currentSegment->contains($step)) {
+            return $this->currentSegment;
+        }
+
+        return null;
+    }
+
     /**
      * Get all steps (Transformers, Loaders, Processors) flattened.
      *
diff --git a/src/core/etl/src/Flow/ETL/Processor/BatchingByProcessor.php b/src/core/etl/src/Flow/ETL/Processor/BatchingByProcessor.php
index d2b1a95132..51f2d4240a 100644
--- a/src/core/etl/src/Flow/ETL/Processor/BatchingByProcessor.php
+++ b/src/core/etl/src/Flow/ETL/Processor/BatchingByProcessor.php
@@ -40,6 +40,7 @@ public function process(\Generator $rows, FlowContext $context) : \Generator
         $hasValue = false;
 
         foreach ($rows as $batch) {
+            /** @var Rows $batch */
             foreach ($batch as $row) {
                 $value = $row->valueOf($this->column);
 
@@ -49,7 +50,6 @@ public function process(\Generator $rows, FlowContext $context) : \Generator
                 }
 
                 if ($value !== $currentValue) {
-                    // Value changed - check if we should yield based on minSize
                     if ($this->minSize === null || \count($buffer) >= $this->minSize) {
                         if ($buffer !== []) {
                             yield new Rows(...$buffer);
diff --git a/src/core/etl/src/Flow/ETL/Processor/BatchingProcessor.php b/src/core/etl/src/Flow/ETL/Processor/BatchingProcessor.php
index 07b72fd614..7f3bfb2347 100644
--- a/src/core/etl/src/Flow/ETL/Processor/BatchingProcessor.php
+++ b/src/core/etl/src/Flow/ETL/Processor/BatchingProcessor.php
@@ -32,6 +32,7 @@ public function process(\Generator $rows, FlowContext $context) : \Generator
         $buffer = [];
 
         foreach ($rows as $batch) {
+            /** @var Rows $batch */
             foreach ($batch as $row) {
                 $buffer[] = $row;
 
diff --git a/src/core/etl/src/Flow/ETL/Processor/CachingProcessor.php b/src/core/etl/src/Flow/ETL/Processor/CachingProcessor.php
index 0db8ce14b9..7f1af35db0 100644
--- a/src/core/etl/src/Flow/ETL/Processor/CachingProcessor.php
+++ b/src/core/etl/src/Flow/ETL/Processor/CachingProcessor.php
@@ -5,7 +5,7 @@
 namespace Flow\ETL\Processor;
 
 use Flow\ETL\Cache\CacheIndex;
-use Flow\ETL\{FlowContext, Processor};
+use Flow\ETL\{FlowContext, Processor, Rows};
 
 /**
  * Caches pipeline output for reuse.
@@ -35,6 +35,7 @@ public function process(\Generator $rows, FlowContext $context) : \Generator
         $index = new CacheIndex($id);
 
         foreach ($rows as $batch) {
+            /** @var Rows $batch */
             $cacheKey = \bin2hex(\random_bytes(16));
             $context->cache()->set($cacheKey, $batch);
             $index->add($cacheKey);
diff --git a/src/core/etl/src/Flow/ETL/Processor/CollectingProcessor.php b/src/core/etl/src/Flow/ETL/Processor/CollectingProcessor.php
index 81d439cb14..f307c3ef51 100644
--- a/src/core/etl/src/Flow/ETL/Processor/CollectingProcessor.php
+++ b/src/core/etl/src/Flow/ETL/Processor/CollectingProcessor.php
@@ -22,6 +22,7 @@ public function process(\Generator $rows, FlowContext $context) : \Generator
         $collected = new Rows();
 
         foreach ($rows as $batch) {
+            /** @var Rows $batch */
             $collected = $collected->merge($batch);
         }
 
diff --git a/src/core/etl/src/Flow/ETL/Processor/ConstrainedProcessor.php b/src/core/etl/src/Flow/ETL/Processor/ConstrainedProcessor.php
index 51bfecf946..c554a5a7de 100644
--- a/src/core/etl/src/Flow/ETL/Processor/ConstrainedProcessor.php
+++ b/src/core/etl/src/Flow/ETL/Processor/ConstrainedProcessor.php
@@ -4,7 +4,7 @@
 
 namespace Flow\ETL\Processor;
 
-use Flow\ETL\{Constraint, FlowContext, Processor};
+use Flow\ETL\{Constraint, FlowContext, Processor, Rows};
 use Flow\ETL\Exception\{ConstraintViolationException, InvalidArgumentException};
 
 /**
@@ -32,6 +32,7 @@ public function __construct(private readonly array $constraints = [])
 
     public function process(\Generator $rows, FlowContext $context) : \Generator
     {
+        /** @var Rows $batch */
         foreach ($rows as $batch) {
             foreach ($batch->all() as $row) {
                 foreach ($this->constraints as $constraint) {
diff --git a/src/core/etl/src/Flow/ETL/Processor/GroupByProcessor.php b/src/core/etl/src/Flow/ETL/Processor/GroupByProcessor.php
index 24ce75e225..952d54b54d 100644
--- a/src/core/etl/src/Flow/ETL/Processor/GroupByProcessor.php
+++ b/src/core/etl/src/Flow/ETL/Processor/GroupByProcessor.php
@@ -20,6 +20,7 @@ public function __construct(public GroupBy $groupBy)
     public function process(\Generator $rows, FlowContext $context) : \Generator
     {
         foreach ($rows as $batch) {
+            /** @var Rows $batch */
             $this->groupBy->group($batch, $context);
         }
 
diff --git a/src/core/etl/src/Flow/ETL/Processor/HashJoinProcessor.php b/src/core/etl/src/Flow/ETL/Processor/HashJoinProcessor.php
index 95f8317964..5e20048a35 100644
--- a/src/core/etl/src/Flow/ETL/Processor/HashJoinProcessor.php
+++ b/src/core/etl/src/Flow/ETL/Processor/HashJoinProcessor.php
@@ -54,12 +54,14 @@ public function process(\Generator $rows, FlowContext $context) : \Generator
         $leftSchema = schema();
 
         foreach ($rows as $leftRows) {
+            /** @var Rows $leftRows */
             foreach ($leftRows as $leftRow) {
                 $bucket = $hashTable->bucketFor($leftRow, $leftReferences);
 
                 if ($bucket === null) {
                     if ($this->join === Join::left) {
                         $rightEmptyRow = row(...$rightEntries);
+
                         yield $this->createRows($leftRow, $rightEmptyRow, $context);
                     }
 
diff --git a/src/core/etl/src/Flow/ETL/Processor/OffsetProcessor.php b/src/core/etl/src/Flow/ETL/Processor/OffsetProcessor.php
index 8048c953f4..c293f712ff 100644
--- a/src/core/etl/src/Flow/ETL/Processor/OffsetProcessor.php
+++ b/src/core/etl/src/Flow/ETL/Processor/OffsetProcessor.php
@@ -37,6 +37,7 @@ public function process(\Generator $rows, FlowContext $context) : \Generator
         $skippedRows = 0;
 
         foreach ($rows as $batch) {
+            /** @var Rows $batch */
             $currentBatchSize = $batch->count();
             $remainingToSkip = $this->offset - $skippedRows;
 
diff --git a/src/core/etl/src/Flow/ETL/Processor/PartitioningProcessor.php b/src/core/etl/src/Flow/ETL/Processor/PartitioningProcessor.php
index 152430c78d..b7e20d738c 100644
--- a/src/core/etl/src/Flow/ETL/Processor/PartitioningProcessor.php
+++ b/src/core/etl/src/Flow/ETL/Processor/PartitioningProcessor.php
@@ -43,6 +43,7 @@ public function process(\Generator $rows, FlowContext $context) : \Generator
         /** @var array<string, CacheIndex> $partitionIndexes */
         $partitionIndexes = [];
 
+        /** @var Rows $batch */
         foreach ($rows as $batch) {
             foreach ($batch->partitionBy(...$this->partitionBy) as $partitionedRows) {
 
diff --git a/src/core/etl/src/Flow/ETL/Processor/SortingProcessor.php b/src/core/etl/src/Flow/ETL/Processor/SortingProcessor.php
index b05a611494..a6fb7a54cb 100644
--- a/src/core/etl/src/Flow/ETL/Processor/SortingProcessor.php
+++ b/src/core/etl/src/Flow/ETL/Processor/SortingProcessor.php
@@ -26,8 +26,6 @@ public function __construct(private References $refs)
 
     public function process(\Generator $rows, FlowContext $context) : \Generator
     {
-        // Memory sort requires a reasonable memory limit (at least 1MB)
-        // Otherwise, use external sort directly
         $minMemoryForMemorySort = Unit::fromMb(1);
 
         if ($context->config->sort->algorithm->useMemory() && $context->config->sort->memoryLimit->isGreaterThan($minMemoryForMemorySort)) {
diff --git a/src/core/etl/src/Flow/ETL/Processor/VoidProcessor.php b/src/core/etl/src/Flow/ETL/Processor/VoidProcessor.php
index 6fd6264f2b..0dfe283296 100644
--- a/src/core/etl/src/Flow/ETL/Processor/VoidProcessor.php
+++ b/src/core/etl/src/Flow/ETL/Processor/VoidProcessor.php
@@ -16,7 +16,6 @@
     public function process(\Generator $rows, FlowContext $context) : \Generator
     {
         foreach ($rows as $batch) {
-            // consume and discard
         }
 
         yield new Rows();
diff --git a/src/core/etl/src/Flow/ETL/Processor/WindowProcessor.php b/src/core/etl/src/Flow/ETL/Processor/WindowProcessor.php
index 319ebdd5db..db9912c200 100644
--- a/src/core/etl/src/Flow/ETL/Processor/WindowProcessor.php
+++ b/src/core/etl/src/Flow/ETL/Processor/WindowProcessor.php
@@ -28,9 +28,11 @@ public function __construct(
     public function process(\Generator $rows, FlowContext $context) : \Generator
     {
         $currentPartitionKey = null;
+        /** @var array<Row> $partitionRows */
         $partitionRows = [];
 
         foreach ($rows as $batch) {
+            /** @var Rows $batch */
             foreach ($batch as $row) {
                 $partitionKey = $this->extractPartitionKey($row);
 
diff --git a/src/core/etl/src/Flow/ETL/Transformer/AutoCastTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/AutoCastTransformer.php
index e054d34206..e1e8a461c8 100644
--- a/src/core/etl/src/Flow/ETL/Transformer/AutoCastTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/AutoCastTransformer.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Transformer;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Row, Rows, Transformer};
 use Flow\ETL\Row\Entry;
 use Flow\Types\Type\AutoCaster;
@@ -16,6 +17,21 @@ public function __construct(private AutoCaster $caster)
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        return $rows->map(fn (Row $row) => $row->map(fn (Entry $entry) => $context->entryFactory()->create($entry->name(), $this->caster->cast($entry->value()))));
+        $context->telemetry()->transformationStarted($this);
+
+        try {
+            $result = $rows->map(fn (Row $row) => $row->map(fn (Entry $entry) => $context->entryFactory()->create($entry->name(), $this->caster->cast($entry->value()))));
+
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
+
+            return $result;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Transformer/CallbackRowTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/CallbackRowTransformer.php
index 8f6fc75a03..95aaf4a304 100755
--- a/src/core/etl/src/Flow/ETL/Transformer/CallbackRowTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/CallbackRowTransformer.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Transformer;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Row, Rows, Transformer};
 
 final class CallbackRowTransformer implements Transformer
@@ -23,6 +24,21 @@ public function __construct(callable $callable)
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        return $rows->map($this->callable);
+        $context->telemetry()->transformationStarted($this);
+
+        try {
+            $result = $rows->map($this->callable);
+
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
+
+            return $result;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Transformer/CrossJoinRowsTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/CrossJoinRowsTransformer.php
index 6dc06e44f1..e71c8a4ac4 100644
--- a/src/core/etl/src/Flow/ETL/Transformer/CrossJoinRowsTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/CrossJoinRowsTransformer.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Transformer;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{DataFrame, FlowContext, Rows, Transformer};
 
 final class CrossJoinRowsTransformer implements Transformer
@@ -18,7 +19,22 @@ public function __construct(
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        return $rows->joinCross($this->rows(), $this->prefix);
+        $context->telemetry()->transformationStarted($this);
+
+        try {
+            $result = $rows->joinCross($this->rows(), $this->prefix);
+
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
+
+            return $result;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 
     private function rows() : Rows
diff --git a/src/core/etl/src/Flow/ETL/Transformer/DropDuplicatesTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/DropDuplicatesTransformer.php
index d2a6b76fae..c9c1cb416a 100644
--- a/src/core/etl/src/Flow/ETL/Transformer/DropDuplicatesTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/DropDuplicatesTransformer.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Transformer;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\Exception\InvalidArgumentException;
 use Flow\ETL\{FlowContext, Hash\Algorithm, Hash\NativePHPHash, Rows, Transformer};
 use Flow\ETL\Row\Reference;
@@ -33,27 +34,42 @@ public function __construct(string|Reference ...$entries)
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        $newRows = [];
+        $context->telemetry()->transformationStarted($this);
 
-        foreach ($rows as $row) {
-            $values = [];
+        try {
+            $newRows = [];
 
-            foreach ($this->entries as $entry) {
-                try {
-                    $values[] = $row->valueOf($entry);
-                } catch (InvalidArgumentException) {
-                    $values[] = null;
+            foreach ($rows as $row) {
+                $values = [];
+
+                foreach ($this->entries as $entry) {
+                    try {
+                        $values[] = $row->valueOf($entry);
+                    } catch (InvalidArgumentException) {
+                        $values[] = null;
+                    }
                 }
-            }
 
-            $hash = $this->hashAlgorithm->hash(\serialize($values));
+                $hash = $this->hashAlgorithm->hash(\serialize($values));
 
-            if (!$this->deduplication->exists($hash)) {
-                $newRows[] = $row;
-                $this->deduplication->add($hash);
+                if (!$this->deduplication->exists($hash)) {
+                    $newRows[] = $row;
+                    $this->deduplication->add($hash);
+                }
             }
-        }
 
-        return new Rows(...$newRows);
+            $result = new Rows(...$newRows);
+
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
+
+            return $result;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Transformer/DropEntriesTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/DropEntriesTransformer.php
index b3eecb81f5..25f47f796a 100644
--- a/src/core/etl/src/Flow/ETL/Transformer/DropEntriesTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/DropEntriesTransformer.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Transformer;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Row, Rows, Transformer};
 use Flow\ETL\Row\{Reference, References};
 
@@ -18,8 +19,23 @@ public function __construct(string|Reference ...$names)
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        $transformer = fn (Row $row) : Row => $row->remove(...$this->refs);
+        $context->telemetry()->transformationStarted($this);
 
-        return $rows->map($transformer);
+        try {
+            $transformer = fn (Row $row) : Row => $row->remove(...$this->refs);
+
+            $result = $rows->map($transformer);
+
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
+
+            return $result;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Transformer/DropPartitionsTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/DropPartitionsTransformer.php
index ddc2ef1901..565617570d 100644
--- a/src/core/etl/src/Flow/ETL/Transformer/DropPartitionsTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/DropPartitionsTransformer.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Transformer;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Rows, Transformer};
 
 final readonly class DropPartitionsTransformer implements Transformer
@@ -15,10 +16,23 @@ public function __construct(private bool $dropPartitionColumns = false)
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        if ($rows->isPartitioned()) {
-            return $rows->dropPartitions($this->dropPartitionColumns);
-        }
+        $context->telemetry()->transformationStarted($this);
+
+        try {
+            $result = $rows->isPartitioned()
+                ? $rows->dropPartitions($this->dropPartitionColumns)
+                : $rows;
+
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
 
-        return $rows;
+            return $result;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Transformer/DuplicateRowTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/DuplicateRowTransformer.php
index db045c9d0b..6ef57c268c 100644
--- a/src/core/etl/src/Flow/ETL/Transformer/DuplicateRowTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/DuplicateRowTransformer.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Transformer;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Rows, Transformer, WithEntry};
 use Flow\ETL\Function\Parameter;
 
@@ -27,26 +28,41 @@ public function __construct(
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        $duplicatedRows = \Flow\ETL\DSL\rows();
+        $inputRowCount = $rows->count();
 
-        foreach ($rows->all() as $row) {
-            $condition = (new Parameter($this->condition))->asBoolean($row, $context);
+        $context->telemetry()->transformationStarted($this);
 
-            if ($condition) {
-                $duplicatedRow = \Flow\ETL\DSL\rows($row->duplicate());
+        try {
+            $duplicatedRows = \Flow\ETL\DSL\rows();
 
-                foreach ($this->entries as $entry) {
-                    $duplicatedRow = (new ScalarFunctionTransformer($entry->name, $entry->function))->transform($duplicatedRow, $context);
+            foreach ($rows->all() as $row) {
+                $condition = (new Parameter($this->condition))->asBoolean($row, $context);
+
+                if ($condition) {
+                    $duplicatedRow = \Flow\ETL\DSL\rows($row->duplicate());
+
+                    foreach ($this->entries as $entry) {
+                        $duplicatedRow = (new ScalarFunctionTransformer($entry->name, $entry->function))->transform($duplicatedRow, $context);
+                    }
+
+                    $duplicatedRows = $duplicatedRows->merge($duplicatedRow);
                 }
+            }
 
-                $duplicatedRows = $duplicatedRows->merge($duplicatedRow);
+            if ($duplicatedRows->count()) {
+                $rows = $rows->merge($duplicatedRows);
             }
-        }
 
-        if ($duplicatedRows->count()) {
-            $rows = $rows->merge($duplicatedRows);
-        }
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $inputRowCount,
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $rows->count(),
+            ]);
 
-        return $rows;
+            return $rows;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Transformer/EntryNameStyleConverterTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/EntryNameStyleConverterTransformer.php
index b55269aea7..665d76cb86 100644
--- a/src/core/etl/src/Flow/ETL/Transformer/EntryNameStyleConverterTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/EntryNameStyleConverterTransformer.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Transformer;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext,
     Function\StyleConverter\StringStyles as OldStringStyles,
     Row,
@@ -27,12 +28,27 @@ public function __construct(OldStringStyles|StringStyles $style)
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        $rowTransformer = function (Row $row) : Row {
-            $valueMap = fn (Entry $entry) : Entry => $entry->rename($this->style->convert($entry->name()));
+        $context->telemetry()->transformationStarted($this);
 
-            return $row->map($valueMap);
-        };
+        try {
+            $rowTransformer = function (Row $row) : Row {
+                $valueMap = fn (Entry $entry) : Entry => $entry->rename($this->style->convert($entry->name()));
 
-        return $rows->map($rowTransformer);
+                return $row->map($valueMap);
+            };
+
+            $result = $rows->map($rowTransformer);
+
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
+
+            return $result;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Transformer/JoinEachRowsTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/JoinEachRowsTransformer.php
index 8c8fe43de0..e357c23196 100644
--- a/src/core/etl/src/Flow/ETL/Transformer/JoinEachRowsTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/JoinEachRowsTransformer.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Transformer;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{DataFrameFactory, Exception\InvalidArgumentException, FlowContext, Rows, Transformer};
 use Flow\ETL\Join\{Expression, Join};
 
@@ -41,13 +42,28 @@ public static function right(DataFrameFactory $right, Expression $condition) : s
      */
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        $rightRows = $this->factory->from($rows)->fetch();
-
-        return match ($this->type) {
-            Join::left => $rows->joinLeft($rightRows, $this->expression, $context->entryFactory()),
-            Join::left_anti => $rows->joinLeftAnti($rightRows, $this->expression),
-            Join::right => $rows->joinRight($rightRows, $this->expression, $context->entryFactory()),
-            default => $rows->joinInner($rightRows, $this->expression),
-        };
+        $context->telemetry()->transformationStarted($this, ['join.type' => $this->type->value]);
+
+        try {
+            $rightRows = $this->factory->from($rows)->fetch();
+
+            $result = match ($this->type) {
+                Join::left => $rows->joinLeft($rightRows, $this->expression, $context->entryFactory()),
+                Join::left_anti => $rows->joinLeftAnti($rightRows, $this->expression),
+                Join::right => $rows->joinRight($rightRows, $this->expression, $context->entryFactory()),
+                default => $rows->joinInner($rightRows, $this->expression),
+            };
+
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
+
+            return $result;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Transformer/LimitTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/LimitTransformer.php
index 6804d2c48a..125539be8e 100644
--- a/src/core/etl/src/Flow/ETL/Transformer/LimitTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/LimitTransformer.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Transformer;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\Exception\{InvalidArgumentException, LimitReachedException};
 use Flow\ETL\{FlowContext, Rows, Transformer};
 
@@ -20,18 +21,40 @@ public function __construct(public readonly int $limit)
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        $this->rowsCount += $rows->count();
+        $inputRowCount = $rows->count();
 
-        if ($this->rowsCount > $this->limit) {
-            $rows = $rows->dropRight($this->rowsCount - $this->limit);
+        $context->telemetry()->transformationStarted($this);
 
-            if (\count($rows)) {
-                return $rows;
+        try {
+            $this->rowsCount += $rows->count();
+
+            if ($this->rowsCount > $this->limit) {
+                $rows = $rows->dropRight($this->rowsCount - $this->limit);
+
+                $context->telemetry()->transformationCompleted($this, [
+                    TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $inputRowCount,
+                    TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $rows->count(),
+                ]);
+
+                if (\count($rows)) {
+                    return $rows;
+                }
+
+                throw new LimitReachedException($this->limit);
             }
 
-            throw new LimitReachedException($this->limit);
-        }
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $inputRowCount,
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $rows->count(),
+            ]);
+
+            return $rows;
+        } catch (LimitReachedException $e) {
+            throw $e;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
 
-        return $rows;
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Transformer/OrderEntriesTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/OrderEntriesTransformer.php
index 4e1eba3fb5..ce307960d9 100644
--- a/src/core/etl/src/Flow/ETL/Transformer/OrderEntriesTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/OrderEntriesTransformer.php
@@ -5,6 +5,7 @@
 namespace Flow\ETL\Transformer;
 
 use function Flow\ETL\DSL\row;
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Row, Rows, Transformer};
 use Flow\ETL\Transformer\OrderEntries\Comparator;
 
@@ -16,12 +17,27 @@ public function __construct(private Comparator $comparator)
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        return $rows->map(function (Row $row) : Row {
-            $entries = $row->entries()->all();
+        $context->telemetry()->transformationStarted($this);
 
-            usort($entries, fn ($left, $right) => $this->comparator->compare($left, $right));
+        try {
+            $result = $rows->map(function (Row $row) : Row {
+                $entries = $row->entries()->all();
 
-            return row(...$entries);
-        });
+                usort($entries, fn ($left, $right) => $this->comparator->compare($left, $right));
+
+                return row(...$entries);
+            });
+
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
+
+            return $result;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Transformer/RenameAllCaseTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/RenameAllCaseTransformer.php
index dd84921203..afe595fd40 100644
--- a/src/core/etl/src/Flow/ETL/Transformer/RenameAllCaseTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/RenameAllCaseTransformer.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Transformer;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Row, Rows, String\StringStyles, Transformer, Transformer\Rename\RenameCaseEntryStrategy};
 
 /**
@@ -38,12 +39,27 @@ public function __construct(
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        return $rows->map(function (Row $row) use ($context) : Row {
-            foreach ($row->entries()->all() as $entry) {
-                $row = $this->transformer->rename($row, $entry, $context);
-            }
+        $context->telemetry()->transformationStarted($this);
 
-            return $row;
-        });
+        try {
+            $result = $rows->map(function (Row $row) use ($context) : Row {
+                foreach ($row->entries()->all() as $entry) {
+                    $row = $this->transformer->rename($row, $entry, $context);
+                }
+
+                return $row;
+            });
+
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
+
+            return $result;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Transformer/RenameEachEntryTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/RenameEachEntryTransformer.php
index 3f7346318c..3fd27a5ab1 100644
--- a/src/core/etl/src/Flow/ETL/Transformer/RenameEachEntryTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/RenameEachEntryTransformer.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Transformer;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{Exception\InvalidArgumentException,
     FlowContext,
     Row,
@@ -29,14 +30,29 @@ public function __construct(RenameEntryStrategy ...$strategies)
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        return $rows->map(function (Row $row) use ($context) : Row {
-            foreach ($this->strategies as $strategy) {
-                foreach ($row->entries()->all() as $entry) {
-                    $row = $strategy->rename($row, $entry, $context);
+        $context->telemetry()->transformationStarted($this);
+
+        try {
+            $result = $rows->map(function (Row $row) use ($context) : Row {
+                foreach ($this->strategies as $strategy) {
+                    foreach ($row->entries()->all() as $entry) {
+                        $row = $strategy->rename($row, $entry, $context);
+                    }
                 }
-            }
 
-            return $row;
-        });
+                return $row;
+            });
+
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
+
+            return $result;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Transformer/RenameEntryTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/RenameEntryTransformer.php
index 167e0133cf..e9ab32caa8 100644
--- a/src/core/etl/src/Flow/ETL/Transformer/RenameEntryTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/RenameEntryTransformer.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Transformer;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Row, Rows, Transformer};
 
 final readonly class RenameEntryTransformer implements Transformer
@@ -14,6 +15,21 @@ public function __construct(private string $from, private string $to)
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        return $rows->map(fn (Row $row) : Row => $row->rename($this->from, $this->to));
+        $context->telemetry()->transformationStarted($this);
+
+        try {
+            $result = $rows->map(fn (Row $row) : Row => $row->rename($this->from, $this->to));
+
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
+
+            return $result;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Transformer/RenameStrReplaceAllEntriesTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/RenameStrReplaceAllEntriesTransformer.php
index bc5a9c120d..3364c6ee49 100644
--- a/src/core/etl/src/Flow/ETL/Transformer/RenameStrReplaceAllEntriesTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/RenameStrReplaceAllEntriesTransformer.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Transformer;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Row, Rows, Transformer, Transformer\Rename\RenameReplaceEntryStrategy};
 
 /**
@@ -22,12 +23,27 @@ public function __construct(
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        return $rows->map(function (Row $row) use ($context) : Row {
-            foreach ($row->entries()->all() as $entry) {
-                $row = $this->transformer->rename($row, $entry, $context);
-            }
+        $context->telemetry()->transformationStarted($this);
 
-            return $row;
-        });
+        try {
+            $result = $rows->map(function (Row $row) use ($context) : Row {
+                foreach ($row->entries()->all() as $entry) {
+                    $row = $this->transformer->rename($row, $entry, $context);
+                }
+
+                return $row;
+            });
+
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
+
+            return $result;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Transformer/ScalarFunctionFilterTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/ScalarFunctionFilterTransformer.php
index fe2da175fc..b801636307 100644
--- a/src/core/etl/src/Flow/ETL/Transformer/ScalarFunctionFilterTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/ScalarFunctionFilterTransformer.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Transformer;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Row, Rows, Transformer};
 use Flow\ETL\Function\ScalarFunction;
 use Flow\ETL\Function\ScalarFunction\ScalarResult;
@@ -17,14 +18,29 @@ public function __construct(
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        return $rows->filter(function (Row $r) use ($context) : bool {
-            $value = $this->function->eval($r, $context);
+        $context->telemetry()->transformationStarted($this);
 
-            if ($value instanceof ScalarResult) {
-                $value = $value->value;
-            }
+        try {
+            $result = $rows->filter(function (Row $r) use ($context) : bool {
+                $value = $this->function->eval($r, $context);
 
-            return (bool) $value;
-        });
+                if ($value instanceof ScalarResult) {
+                    $value = $value->value;
+                }
+
+                return (bool) $value;
+            });
+
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
+
+            return $result;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Transformer/ScalarFunctionTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/ScalarFunctionTransformer.php
index cd5fca14d4..f9b71fd603 100644
--- a/src/core/etl/src/Flow/ETL/Transformer/ScalarFunctionTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/ScalarFunctionTransformer.php
@@ -5,6 +5,7 @@
 namespace Flow\ETL\Transformer;
 
 use function Flow\Types\DSL\type_array;
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Row, Rows, Schema\Definition, Transformer};
 use Flow\ETL\Function\ScalarFunction;
 use Flow\ETL\Function\ScalarFunction\{ExpandResults, ScalarResult, UnpackResults};
@@ -21,6 +22,28 @@ public function __construct(
     }
 
     public function transform(Rows $rows, FlowContext $context) : Rows
+    {
+        $context->telemetry()->transformationStarted($this, [
+            'scalar.function' => $this->function::class,
+        ]);
+
+        try {
+            $result = $this->doTransform($rows, $context);
+
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
+
+            return $result;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
+    }
+
+    private function doTransform(Rows $rows, FlowContext $context) : Rows
     {
         if ($this->function instanceof ExpandResults) {
             return $rows->flatMap(
diff --git a/src/core/etl/src/Flow/ETL/Transformer/SelectEntriesTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/SelectEntriesTransformer.php
index 1204e6c9db..8d99adb888 100644
--- a/src/core/etl/src/Flow/ETL/Transformer/SelectEntriesTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/SelectEntriesTransformer.php
@@ -5,6 +5,7 @@
 namespace Flow\ETL\Transformer;
 
 use function Flow\ETL\DSL\{row, rows, str_entry};
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Rows, Transformer};
 use Flow\ETL\Row\{Reference, References};
 
@@ -19,21 +20,36 @@ public function __construct(string|Reference ...$refs)
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        $newRows = [];
+        $context->telemetry()->transformationStarted($this);
 
-        foreach ($rows as $row) {
-            $newRowEntries = [];
+        try {
+            $newRows = [];
 
-            foreach ($this->refs as $ref) {
-                try {
-                    $newRowEntries[] = $row->get($ref);
-                } catch (\Exception) {
-                    $newRowEntries[] = str_entry($ref->name(), null);
+            foreach ($rows as $row) {
+                $newRowEntries = [];
+
+                foreach ($this->refs as $ref) {
+                    try {
+                        $newRowEntries[] = $row->get($ref);
+                    } catch (\Exception) {
+                        $newRowEntries[] = str_entry($ref->name(), null);
+                    }
                 }
+                $newRows[] = row(...$newRowEntries);
             }
-            $newRows[] = row(...$newRowEntries);
-        }
 
-        return rows(...$newRows);
+            $result = rows(...$newRows);
+
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
+
+            return $result;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Transformer/SerializeTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/SerializeTransformer.php
index 0fc0266de8..da86b76911 100644
--- a/src/core/etl/src/Flow/ETL/Transformer/SerializeTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/SerializeTransformer.php
@@ -5,6 +5,7 @@
 namespace Flow\ETL\Transformer;
 
 use function Flow\ETL\DSL\{ref, row, str_entry};
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Row, Rows, Transformer};
 use Flow\ETL\Row\Reference;
 
@@ -16,12 +17,27 @@ public function __construct(private Reference|string $target, private bool $stan
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        $target = $this->target instanceof Reference ? $this->target : ref($this->target);
+        $context->telemetry()->transformationStarted($this);
 
-        return $rows->map(
-            fn (Row $row) => $this->standalone
-                ? row(str_entry($target->name(), $context->config->serializer()->serialize($row)))
-                : $row->add(str_entry($target->name(), $context->config->serializer()->serialize($row)))
-        );
+        try {
+            $target = $this->target instanceof Reference ? $this->target : ref($this->target);
+
+            $result = $rows->map(
+                fn (Row $row) => $this->standalone
+                    ? row(str_entry($target->name(), $context->config->serializer()->serialize($row)))
+                    : $row->add(str_entry($target->name(), $context->config->serializer()->serialize($row)))
+            );
+
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
+
+            return $result;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Transformer/UnserializeTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/UnserializeTransformer.php
index 38f3809381..49db29e77e 100644
--- a/src/core/etl/src/Flow/ETL/Transformer/UnserializeTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/UnserializeTransformer.php
@@ -5,6 +5,7 @@
 namespace Flow\ETL\Transformer;
 
 use function Flow\ETL\DSL\ref;
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\{FlowContext, Row, Rows, Transformer};
 use Flow\ETL\Row\Reference;
 use Flow\Serializer\Exception\SerializationException;
@@ -22,28 +23,43 @@ public function __construct(private Reference|string $source, private bool $merg
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        $source = $this->source instanceof Reference ? $this->source : ref($this->source);
+        $context->telemetry()->transformationStarted($this);
 
-        return $rows->map(
-            function (Row $row) use ($source, $context) : Row {
-                if (!$row->has($source->name())) {
-                    return $row;
-                }
+        try {
+            $source = $this->source instanceof Reference ? $this->source : ref($this->source);
 
-                $serialized = $row->valueOf($source->name());
+            $result = $rows->map(
+                function (Row $row) use ($source, $context) : Row {
+                    if (!$row->has($source->name())) {
+                        return $row;
+                    }
 
-                if (!\is_string($serialized)) {
-                    return $row;
-                }
+                    $serialized = $row->valueOf($source->name());
+
+                    if (!\is_string($serialized)) {
+                        return $row;
+                    }
 
-                try {
-                    return $this->merge
-                        ? $row->merge($context->config->serializer()->unserialize($serialized, [Row::class]), $this->mergePrefix)
-                        : $context->config->serializer()->unserialize($serialized, [Row::class]);
-                } catch (SerializationException) {
-                    return $row;
+                    try {
+                        return $this->merge
+                            ? $row->merge($context->config->serializer()->unserialize($serialized, [Row::class]), $this->mergePrefix)
+                            : $context->config->serializer()->unserialize($serialized, [Row::class]);
+                    } catch (SerializationException) {
+                        return $row;
+                    }
                 }
-            }
-        );
+            );
+
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
+
+            return $result;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/src/Flow/ETL/Transformer/UntilTransformer.php b/src/core/etl/src/Flow/ETL/Transformer/UntilTransformer.php
index 0269c3b4b7..53fce0dbd8 100644
--- a/src/core/etl/src/Flow/ETL/Transformer/UntilTransformer.php
+++ b/src/core/etl/src/Flow/ETL/Transformer/UntilTransformer.php
@@ -4,6 +4,7 @@
 
 namespace Flow\ETL\Transformer;
 
+use Flow\ETL\Config\Telemetry\TelemetryAttributes;
 use Flow\ETL\Exception\LimitReachedException;
 use Flow\ETL\{FlowContext, Rows, Transformer};
 use Flow\ETL\Function\ScalarFunction;
@@ -18,20 +19,42 @@ public function __construct(private readonly ScalarFunction $function)
 
     public function transform(Rows $rows, FlowContext $context) : Rows
     {
-        if ($this->limitReached) {
-            throw new LimitReachedException(0);
-        }
+        $context->telemetry()->transformationStarted($this);
 
-        $nextRows = [];
+        try {
+            if ($this->limitReached) {
+                $context->telemetry()->transformationCompleted($this, [
+                    TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                    TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => 0,
+                ]);
 
-        foreach ($rows as $row) {
-            if (!$this->function->eval($row, $context)) {
-                $this->limitReached = true;
-            } else {
-                $nextRows[] = $row;
+                throw new LimitReachedException(0);
+            }
+
+            $nextRows = [];
+
+            foreach ($rows as $row) {
+                if (!$this->function->eval($row, $context)) {
+                    $this->limitReached = true;
+                } else {
+                    $nextRows[] = $row;
+                }
             }
-        }
 
-        return new Rows(...$nextRows);
+            $result = new Rows(...$nextRows);
+
+            $context->telemetry()->transformationCompleted($this, [
+                TelemetryAttributes::ATTR_TRANSFORMATION_INPUT_ROWS => $rows->count(),
+                TelemetryAttributes::ATTR_TRANSFORMATION_OUTPUT_ROWS => $result->count(),
+            ]);
+
+            return $result;
+        } catch (LimitReachedException $e) {
+            throw $e;
+        } catch (\Throwable $e) {
+            $context->telemetry()->transformationFailed($this, $e);
+
+            throw $e;
+        }
     }
 }
diff --git a/src/core/etl/tests/Flow/ETL/Tests/Double/FakeRandomOrdersExtractor.php b/src/core/etl/tests/Flow/ETL/Tests/Double/FakeRandomOrdersExtractor.php
index 75e8888c17..497403d521 100644
--- a/src/core/etl/tests/Flow/ETL/Tests/Double/FakeRandomOrdersExtractor.php
+++ b/src/core/etl/tests/Flow/ETL/Tests/Double/FakeRandomOrdersExtractor.php
@@ -14,6 +14,7 @@
     uuid_schema};
 use function Flow\Types\DSL\{type_float, type_integer, type_list, type_string, type_structure};
 use Faker\Factory;
+use Flow\ETL\Extractor\Signal;
 use Flow\ETL\{Extractor, FlowContext, Schema};
 
 final readonly class FakeRandomOrdersExtractor implements Extractor
@@ -100,7 +101,7 @@ public function rawData() : \Generator
                 ) . ' days') : null;
             }
 
-            yield [
+            $signal = yield [
                 'order_id' => $faker->uuid,
                 'seller_id' => $sellers[\random_int(0, \count($sellers) - 1)],
                 'created_at' => $createdAt,
@@ -128,6 +129,10 @@ public function rawData() : \Generator
                     \range(1, $faker->numberBetween(1, 4))
                 ),
             ];
+
+            if ($signal === Signal::STOP) {
+                return;
+            }
         }
     }
 }
diff --git a/src/core/etl/tests/Flow/ETL/Tests/Double/FakeStaticOrdersExtractor.php b/src/core/etl/tests/Flow/ETL/Tests/Double/FakeStaticOrdersExtractor.php
index aa3114e50b..fa55c691e0 100644
--- a/src/core/etl/tests/Flow/ETL/Tests/Double/FakeStaticOrdersExtractor.php
+++ b/src/core/etl/tests/Flow/ETL/Tests/Double/FakeStaticOrdersExtractor.php
@@ -15,6 +15,7 @@
     structure_schema,
     uuid_schema};
 use function Flow\Types\DSL\{type_float, type_integer, type_list, type_string, type_structure};
+use Flow\ETL\Extractor\Signal;
 use Flow\ETL\{Extractor, FlowContext, Row\EntryFactory, Rows, Schema};
 
 final readonly class FakeStaticOrdersExtractor implements Extractor
@@ -74,7 +75,7 @@ public function rawData() : \Generator
         ];
 
         for ($i = 0; $i < $this->count; $i++) {
-            yield [
+            $signal = yield [
                 'index' => $i,
                 'order_id' => '254d61c5-22c8-4407-83a2-76f1cab53af2',
                 'created_at' => new \DateTimeImmutable('2025-01-01 12:00:00'),
@@ -106,6 +107,10 @@ public function rawData() : \Generator
                     ],
                 ],
             ];
+
+            if ($signal === Signal::STOP) {
+                return;
+            }
         }
     }
 
diff --git a/src/core/etl/tests/Flow/ETL/Tests/Integration/DataFrame/TelemetryTest.php b/src/core/etl/tests/Flow/ETL/Tests/Integration/DataFrame/TelemetryTest.php
new file mode 100644
index 0000000000..164715002f
--- /dev/null
+++ b/src/core/etl/tests/Flow/ETL/Tests/Integration/DataFrame/TelemetryTest.php
@@ -0,0 +1,306 @@
+<?php
+
+declare(strict_types=1);
+
+namespace Flow\ETL\Tests\Integration\DataFrame;
+
+use function Flow\ETL\DSL\{config_builder, df, from_array, ref, telemetry_options, to_array};
+use Flow\ETL\DataFrame;
+use Flow\ETL\Tests\FlowTestCase;
+use Flow\Telemetry\Context\MemoryContextStorage;
+use Flow\Telemetry\Logger\{LoggerProvider, Severity};
+use Flow\Telemetry\Meter\MeterProvider;
+use Flow\Telemetry\Provider\Memory\{MemoryLogProcessor, MemoryMetricProcessor, MemorySpanProcessor};
+use Flow\Telemetry\Provider\Void\{VoidLogExporter, VoidMetricExporter, VoidSpanExporter};
+use Flow\Telemetry\{Resource, Telemetry};
+use Flow\Telemetry\Tracer\TracerProvider;
+use Psr\Clock\ClockInterface;
+
+final class TelemetryTest extends FlowTestCase
+{
+    public function test_dataframe_collects_metrics_when_enabled() : void
+    {
+        $spanProcessor = new MemorySpanProcessor(new VoidSpanExporter());
+        $metricProcessor = new MemoryMetricProcessor(new VoidMetricExporter());
+        $logProcessor = new MemoryLogProcessor(new VoidLogExporter());
+        $clock = $this->createFrozenClock();
+        $contextStorage = new MemoryContextStorage();
+
+        $telemetry = new Telemetry(
+            Resource::create(['service.name' => 'flow-test']),
+            new TracerProvider($spanProcessor, $clock, $contextStorage),
+            new MeterProvider($metricProcessor, $clock),
+            new LoggerProvider($logProcessor, $clock, $contextStorage),
+        );
+
+        $config = config_builder()
+            ->withTelemetry($telemetry, telemetry_options(collect_metrics: true))
+            ->build();
+
+        df($config)
+            ->read(from_array([
+                ['id' => 1, 'name' => 'John'],
+                ['id' => 2, 'name' => 'Jane'],
+                ['id' => 3, 'name' => 'Doe'],
+            ]))
+            ->run();
+
+        $telemetry->flush();
+
+        $counterMetrics = $metricProcessor->metricsWithName('rows.processed.total');
+        self::assertNotEmpty($counterMetrics, 'Counter metrics should be collected');
+        self::assertSame(3, $counterMetrics[0]->value);
+    }
+
+    public function test_dataframe_loading_traced_when_enabled() : void
+    {
+        $spanProcessor = new MemorySpanProcessor(new VoidSpanExporter());
+        $metricProcessor = new MemoryMetricProcessor(new VoidMetricExporter());
+        $logProcessor = new MemoryLogProcessor(new VoidLogExporter());
+        $clock = $this->createFrozenClock();
+        $contextStorage = new MemoryContextStorage();
+
+        $telemetry = new Telemetry(
+            Resource::create(['service.name' => 'flow-test']),
+            new TracerProvider($spanProcessor, $clock, $contextStorage),
+            new MeterProvider($metricProcessor, $clock),
+            new LoggerProvider($logProcessor, $clock, $contextStorage),
+        );
+
+        $config = config_builder()
+            ->withTelemetry($telemetry, telemetry_options(trace_loading: true))
+            ->build();
+
+        $output = [];
+        df($config)
+            ->read(from_array([
+                ['id' => 1, 'name' => 'John'],
+                ['id' => 2, 'name' => 'Jane'],
+            ]))
+            ->write(to_array($output))
+            ->run();
+
+        $endedSpans = $spanProcessor->endedSpans();
+
+        $dataFrameSpan = null;
+        $loadingSpans = [];
+
+        foreach ($endedSpans as $span) {
+            if ($span->name() === DataFrame::class) {
+                $dataFrameSpan = $span;
+            } elseif (\str_contains($span->name(), 'Loader')) {
+                $loadingSpans[] = $span;
+            }
+        }
+
+        self::assertNotNull($dataFrameSpan, 'DataFrame span should be created');
+        self::assertNotEmpty($loadingSpans, 'Loading spans should be created when trace_loading is enabled');
+
+        foreach ($loadingSpans as $span) {
+            self::assertNotNull($span->status());
+            self::assertTrue($span->status()->isOk());
+        }
+    }
+
+    public function test_dataframe_run_creates_telemetry_span() : void
+    {
+        $spanProcessor = new MemorySpanProcessor(new VoidSpanExporter());
+        $metricProcessor = new MemoryMetricProcessor(new VoidMetricExporter());
+        $logProcessor = new MemoryLogProcessor(new VoidLogExporter());
+        $clock = $this->createFrozenClock();
+        $contextStorage = new MemoryContextStorage();
+
+        $telemetry = new Telemetry(
+            Resource::create(['service.name' => 'flow-test']),
+            new TracerProvider($spanProcessor, $clock, $contextStorage),
+            new MeterProvider($metricProcessor, $clock),
+            new LoggerProvider($logProcessor, $clock, $contextStorage),
+        );
+
+        $config = config_builder()
+            ->withTelemetry($telemetry)
+            ->build();
+
+        df($config)
+            ->read(from_array([
+                ['id' => 1, 'name' => 'John'],
+                ['id' => 2, 'name' => 'Jane'],
+            ]))
+            ->run();
+
+        $endedSpans = $spanProcessor->endedSpans();
+        self::assertCount(1, $endedSpans);
+
+        $dataFrameSpan = $endedSpans[0];
+        self::assertSame(DataFrame::class, $dataFrameSpan->name());
+        self::assertNotNull($dataFrameSpan->status());
+        self::assertTrue($dataFrameSpan->status()->isOk());
+    }
+
+    public function test_dataframe_run_logs_start_and_completion() : void
+    {
+        $spanProcessor = new MemorySpanProcessor(new VoidSpanExporter());
+        $metricProcessor = new MemoryMetricProcessor(new VoidMetricExporter());
+        $logProcessor = new MemoryLogProcessor(new VoidLogExporter());
+        $clock = $this->createFrozenClock();
+        $contextStorage = new MemoryContextStorage();
+
+        $telemetry = new Telemetry(
+            Resource::create(['service.name' => 'flow-test']),
+            new TracerProvider($spanProcessor, $clock, $contextStorage),
+            new MeterProvider($metricProcessor, $clock),
+            new LoggerProvider($logProcessor, $clock, $contextStorage),
+        );
+
+        $config = config_builder()
+            ->withTelemetry($telemetry)
+            ->build();
+
+        df($config)
+            ->read(from_array([
+                ['id' => 1, 'name' => 'John'],
+                ['id' => 2, 'name' => 'Jane'],
+            ]))
+            ->run();
+
+        $debugLogs = $logProcessor->entriesWithSeverity(Severity::DEBUG);
+        self::assertGreaterThanOrEqual(2, \count($debugLogs));
+
+        $startLog = null;
+        $completionLog = null;
+
+        foreach ($debugLogs as $log) {
+            if (\str_contains($log->record->body, 'started')) {
+                $startLog = $log;
+            }
+
+            if (\str_contains($log->record->body, 'completed')) {
+                $completionLog = $log;
+            }
+        }
+
+        self::assertNotNull($startLog, 'Start log should be recorded');
+        self::assertNotNull($completionLog, 'Completion log should be recorded');
+    }
+
+    public function test_dataframe_span_contains_row_statistics() : void
+    {
+        $spanProcessor = new MemorySpanProcessor(new VoidSpanExporter());
+        $metricProcessor = new MemoryMetricProcessor(new VoidMetricExporter());
+        $logProcessor = new MemoryLogProcessor(new VoidLogExporter());
+        $clock = $this->createFrozenClock();
+        $contextStorage = new MemoryContextStorage();
+
+        $telemetry = new Telemetry(
+            Resource::create(['service.name' => 'flow-test']),
+            new TracerProvider($spanProcessor, $clock, $contextStorage),
+            new MeterProvider($metricProcessor, $clock),
+            new LoggerProvider($logProcessor, $clock, $contextStorage),
+        );
+
+        $config = config_builder()
+            ->withTelemetry($telemetry)
+            ->build();
+
+        df($config)
+            ->read(from_array([
+                ['id' => 1, 'name' => 'John'],
+                ['id' => 2, 'name' => 'Jane'],
+                ['id' => 3, 'name' => 'Doe'],
+                ['id' => 4, 'name' => 'Smith'],
+                ['id' => 5, 'name' => 'Brown'],
+            ]))
+            ->run();
+
+        $endedSpans = $spanProcessor->endedSpans();
+        self::assertCount(1, $endedSpans);
+
+        $dataFrameSpan = $endedSpans[0];
+        $attributes = $dataFrameSpan->attributes();
+
+        self::assertArrayHasKey('rows.total', $attributes);
+        self::assertSame(5, $attributes['rows.total']);
+        self::assertArrayHasKey('memory.min.mb', $attributes);
+        self::assertArrayHasKey('memory.max.mb', $attributes);
+    }
+
+    public function test_dataframe_transformations_traced_when_enabled() : void
+    {
+        $spanProcessor = new MemorySpanProcessor(new VoidSpanExporter());
+        $metricProcessor = new MemoryMetricProcessor(new VoidMetricExporter());
+        $logProcessor = new MemoryLogProcessor(new VoidLogExporter());
+        $clock = $this->createFrozenClock();
+        $contextStorage = new MemoryContextStorage();
+
+        $telemetry = new Telemetry(
+            Resource::create(['service.name' => 'flow-test']),
+            new TracerProvider($spanProcessor, $clock, $contextStorage),
+            new MeterProvider($metricProcessor, $clock),
+            new LoggerProvider($logProcessor, $clock, $contextStorage),
+        );
+
+        $config = config_builder()
+            ->withTelemetry($telemetry, telemetry_options(trace_transformations: true))
+            ->build();
+
+        df($config)
+            ->read(from_array([
+                ['id' => 1, 'name' => 'John'],
+                ['id' => 2, 'name' => 'Jane'],
+            ]))
+            ->withEntry('upper_name', ref('name')->upper())
+            ->limit(10)
+            ->run();
+
+        $endedSpans = $spanProcessor->endedSpans();
+
+        $dataFrameSpan = null;
+        $transformerSpans = [];
+
+        foreach ($endedSpans as $span) {
+            if ($span->name() === DataFrame::class) {
+                $dataFrameSpan = $span;
+            } elseif (\str_contains($span->name(), 'Transformer')) {
+                $transformerSpans[] = $span;
+            }
+        }
+
+        self::assertNotNull($dataFrameSpan, 'DataFrame span should be created');
+        self::assertNotEmpty($transformerSpans, 'Transformer spans should be created when trace_transformations is enabled');
+
+        foreach ($transformerSpans as $span) {
+            self::assertNotNull($span->status());
+            self::assertTrue($span->status()->isOk());
+        }
+    }
+
+    public function test_telemetry_disabled_by_default_uses_void_providers() : void
+    {
+        $config = config_builder()->build();
+
+        $output = [];
+        df($config)
+            ->read(from_array([
+                ['id' => 1, 'name' => 'John'],
+            ]))
+            ->write(to_array($output))
+            ->run();
+
+        self::assertCount(1, $output);
+        self::assertSame(1, $output[0]['id']);
+    }
+
+    private function createFrozenClock(\DateTimeImmutable $now = new \DateTimeImmutable()) : ClockInterface
+    {
+        return new readonly class($now) implements ClockInterface {
+            public function __construct(private \DateTimeImmutable $now)
+            {
+            }
+
+            public function now() : \DateTimeImmutable
+            {
+                return $this->now;
+            }
+        };
+    }
+}
diff --git a/src/core/etl/tests/Flow/ETL/Tests/Integration/Pipeline/OptimizerTest.php b/src/core/etl/tests/Flow/ETL/Tests/Integration/Pipeline/OptimizerTest.php
index d4eb35207d..52a357eca3 100644
--- a/src/core/etl/tests/Flow/ETL/Tests/Integration/Pipeline/OptimizerTest.php
+++ b/src/core/etl/tests/Flow/ETL/Tests/Integration/Pipeline/OptimizerTest.php
@@ -18,6 +18,6 @@ public function test_adding_element_to_pipeline_when_no_optimization_is_applicab
 
         $optimizedPipeline = (new Optimizer())->optimize(new SelectEntriesTransformer(ref('id')), $pipeline);
 
-        self::assertCount(1, $optimizedPipeline->stages()->steps());
+        self::assertCount(1, $optimizedPipeline->segments()->steps());
     }
 }
diff --git a/src/core/etl/tests/Flow/ETL/Tests/Integration/Pipeline/PipelineTest.php b/src/core/etl/tests/Flow/ETL/Tests/Integration/Pipeline/PipelineTest.php
index 7ef791e0c1..cf7693fe6a 100644
--- a/src/core/etl/tests/Flow/ETL/Tests/Integration/Pipeline/PipelineTest.php
+++ b/src/core/etl/tests/Flow/ETL/Tests/Integration/Pipeline/PipelineTest.php
@@ -27,7 +27,7 @@ public function test_getting_steps_from_pipeline() : void
                 $collecting,
                 $loader,
             ],
-            $pipeline->stages()->steps()
+            $pipeline->segments()->steps()
         );
     }
 }
diff --git a/src/core/etl/tests/Flow/ETL/Tests/Unit/Config/Telemetry/TelemetryContextTest.php b/src/core/etl/tests/Flow/ETL/Tests/Unit/Config/Telemetry/TelemetryContextTest.php
new file mode 100644
index 0000000000..56650ffe33
--- /dev/null
+++ b/src/core/etl/tests/Flow/ETL/Tests/Unit/Config/Telemetry/TelemetryContextTest.php
@@ -0,0 +1,599 @@
+<?php
+
+declare(strict_types=1);
+
+namespace Flow\ETL\Tests\Unit\Config\Telemetry;
+
+use function Flow\ETL\DSL\{config_builder, flow_context, telemetry_options};
+use function Flow\ETL\DSL\{int_entry, row, rows};
+use Flow\ETL\Config\Telemetry\{TelemetryContext, TelemetryOptions};
+use Flow\ETL\DataFrame;
+use Flow\ETL\Loader\StreamLoader;
+use Flow\ETL\Tests\FlowTestCase;
+use Flow\ETL\Transformer\LimitTransformer;
+use Flow\Telemetry\Context\MemoryContextStorage;
+use Flow\Telemetry\Logger\{LoggerProvider, Severity};
+use Flow\Telemetry\Meter\MeterProvider;
+use Flow\Telemetry\Provider\Memory\{MemoryLogProcessor, MemoryMetricProcessor, MemorySpanProcessor};
+use Flow\Telemetry\Provider\Void\{VoidLogExporter, VoidMetricExporter, VoidSpanExporter};
+use Flow\Telemetry\{Resource, Telemetry};
+use Flow\Telemetry\Tracer\TracerProvider;
+use Psr\Clock\ClockInterface;
+
+final class TelemetryContextTest extends FlowTestCase
+{
+    public function test_dataframe_batch_processed_tracks_rows_and_memory() : void
+    {
+        $spanProcessor = new MemorySpanProcessor(new VoidSpanExporter());
+        $metricProcessor = new MemoryMetricProcessor(new VoidMetricExporter());
+        $logProcessor = new MemoryLogProcessor(new VoidLogExporter());
+        $clock = $this->createFrozenClock();
+        $contextStorage = new MemoryContextStorage();
+
+        $telemetry = new Telemetry(
+            Resource::create(['service.name' => 'flow-test']),
+            new TracerProvider($spanProcessor, $clock, $contextStorage),
+            new MeterProvider($metricProcessor, $clock),
+            new LoggerProvider($logProcessor, $clock, $contextStorage),
+        );
+
+        $telemetryContext = new TelemetryContext(
+            $telemetry->logger('flow-php'),
+            $telemetry->tracer('flow-php'),
+            $telemetry->meter('flow-php'),
+            telemetry_options(collect_metrics: true),
+        );
+
+        $config = config_builder()
+            ->withTelemetry($telemetry, telemetry_options(collect_metrics: true))
+            ->build();
+
+        $context = flow_context($config);
+
+        $telemetryContext->dataFrameStarted($context);
+
+        $rows = rows(
+            row(int_entry('id', 1)),
+            row(int_entry('id', 2)),
+            row(int_entry('id', 3)),
+        );
+
+        $telemetryContext->dataFrameBatchProcessed($rows, $context);
+
+        $telemetryContext->dataFrameCompleted($context);
+        $telemetry->flush();
+
+        $metrics = $metricProcessor->metrics();
+        self::assertNotEmpty($metrics);
+
+        $counterMetrics = $metricProcessor->metricsWithName('rows.processed.total');
+        self::assertNotEmpty($counterMetrics, 'Counter metrics should be collected');
+        self::assertSame(3, $counterMetrics[0]->value);
+    }
+
+    public function test_dataframe_completed_finalizes_span_with_statistics() : void
+    {
+        $spanProcessor = new MemorySpanProcessor(new VoidSpanExporter());
+        $metricProcessor = new MemoryMetricProcessor(new VoidMetricExporter());
+        $logProcessor = new MemoryLogProcessor(new VoidLogExporter());
+        $clock = $this->createFrozenClock();
+        $contextStorage = new MemoryContextStorage();
+
+        $telemetry = new Telemetry(
+            Resource::create(['service.name' => 'flow-test']),
+            new TracerProvider($spanProcessor, $clock, $contextStorage),
+            new MeterProvider($metricProcessor, $clock),
+            new LoggerProvider($logProcessor, $clock, $contextStorage),
+        );
+
+        $telemetryContext = new TelemetryContext(
+            $telemetry->logger('flow-php'),
+            $telemetry->tracer('flow-php'),
+            $telemetry->meter('flow-php'),
+            new TelemetryOptions(),
+        );
+
+        $config = config_builder()
+            ->withTelemetry($telemetry)
+            ->build();
+
+        $context = flow_context($config);
+
+        $telemetryContext->dataFrameStarted($context);
+
+        $rows = rows(
+            row(int_entry('id', 1)),
+            row(int_entry('id', 2)),
+        );
+
+        $telemetryContext->dataFrameBatchProcessed($rows, $context);
+        $telemetryContext->dataFrameCompleted($context);
+
+        $spans = $spanProcessor->endedSpans();
+        self::assertCount(1, $spans);
+
+        $span = $spans[0];
+        self::assertSame(DataFrame::class, $span->name());
+        self::assertNotNull($span->status());
+        self::assertTrue($span->status()->isOk());
+
+        $attributes = $span->attributes();
+        self::assertArrayHasKey('rows.total', $attributes);
+        self::assertSame(2, $attributes['rows.total']);
+        self::assertArrayHasKey('memory.min.mb', $attributes);
+        self::assertArrayHasKey('memory.max.mb', $attributes);
+
+        $debugLogs = $logProcessor->entriesWithSeverity(Severity::DEBUG);
+        self::assertGreaterThanOrEqual(2, \count($debugLogs));
+    }
+
+    public function test_dataframe_started_creates_span_and_logs_debug_message() : void
+    {
+        $spanProcessor = new MemorySpanProcessor(new VoidSpanExporter());
+        $metricProcessor = new MemoryMetricProcessor(new VoidMetricExporter());
+        $logProcessor = new MemoryLogProcessor(new VoidLogExporter());
+        $clock = $this->createFrozenClock();
+        $contextStorage = new MemoryContextStorage();
+
+        $telemetry = new Telemetry(
+            Resource::create(['service.name' => 'flow-test']),
+            new TracerProvider($spanProcessor, $clock, $contextStorage),
+            new MeterProvider($metricProcessor, $clock),
+            new LoggerProvider($logProcessor, $clock, $contextStorage),
+        );
+
+        $telemetryContext = new TelemetryContext(
+            $telemetry->logger('flow-php'),
+            $telemetry->tracer('flow-php'),
+            $telemetry->meter('flow-php'),
+            new TelemetryOptions(),
+        );
+
+        $config = config_builder()
+            ->withTelemetry($telemetry)
+            ->build();
+
+        $context = flow_context($config);
+
+        $telemetryContext->dataFrameStarted($context);
+
+        $startedSpans = $spanProcessor->startedSpans();
+        self::assertCount(1, $startedSpans);
+        self::assertSame(DataFrame::class, $startedSpans[0]->name());
+
+        $debugLogs = $logProcessor->entriesWithSeverity(Severity::DEBUG);
+        self::assertCount(1, $debugLogs);
+        self::assertStringContainsString('Data frame processing started', $debugLogs[0]->record->body);
+    }
+
+    public function test_loading_completed_finalizes_span_with_ok_status() : void
+    {
+        $spanProcessor = new MemorySpanProcessor(new VoidSpanExporter());
+        $metricProcessor = new MemoryMetricProcessor(new VoidMetricExporter());
+        $logProcessor = new MemoryLogProcessor(new VoidLogExporter());
+        $clock = $this->createFrozenClock();
+        $contextStorage = new MemoryContextStorage();
+
+        $telemetry = new Telemetry(
+            Resource::create(['service.name' => 'flow-test']),
+            new TracerProvider($spanProcessor, $clock, $contextStorage),
+            new MeterProvider($metricProcessor, $clock),
+            new LoggerProvider($logProcessor, $clock, $contextStorage),
+        );
+
+        $telemetryContext = new TelemetryContext(
+            $telemetry->logger('flow-php'),
+            $telemetry->tracer('flow-php'),
+            $telemetry->meter('flow-php'),
+            telemetry_options(trace_loading: true),
+        );
+
+        $config = config_builder()
+            ->withTelemetry($telemetry, telemetry_options(trace_loading: true))
+            ->build();
+
+        $context = flow_context($config);
+
+        $telemetryContext->dataFrameStarted($context);
+
+        $loader = new StreamLoader('php://memory');
+
+        $telemetryContext->loadingStarted($loader);
+        $telemetryContext->loadingCompleted($loader);
+
+        $endedSpans = $spanProcessor->endedSpans();
+
+        self::assertCount(1, $endedSpans);
+        self::assertSame(StreamLoader::class, $endedSpans[0]->name());
+        self::assertNotNull($endedSpans[0]->status());
+        self::assertTrue($endedSpans[0]->status()->isOk());
+    }
+
+    public function test_loading_failed_logs_error_and_sets_span_status() : void
+    {
+        $spanProcessor = new MemorySpanProcessor(new VoidSpanExporter());
+        $metricProcessor = new MemoryMetricProcessor(new VoidMetricExporter());
+        $logProcessor = new MemoryLogProcessor(new VoidLogExporter());
+        $clock = $this->createFrozenClock();
+        $contextStorage = new MemoryContextStorage();
+
+        $telemetry = new Telemetry(
+            Resource::create(['service.name' => 'flow-test']),
+            new TracerProvider($spanProcessor, $clock, $contextStorage),
+            new MeterProvider($metricProcessor, $clock),
+            new LoggerProvider($logProcessor, $clock, $contextStorage),
+        );
+
+        $telemetryContext = new TelemetryContext(
+            $telemetry->logger('flow-php'),
+            $telemetry->tracer('flow-php'),
+            $telemetry->meter('flow-php'),
+            telemetry_options(trace_loading: true),
+        );
+
+        $config = config_builder()
+            ->withTelemetry($telemetry, telemetry_options(trace_loading: true))
+            ->build();
+
+        $context = flow_context($config);
+
+        $telemetryContext->dataFrameStarted($context);
+
+        $loader = new StreamLoader('php://memory');
+        $exception = new \RuntimeException('Loading failed due to disk error');
+
+        $telemetryContext->loadingStarted($loader);
+        $telemetryContext->loadingFailed($loader, $exception);
+
+        $errorLogs = $logProcessor->entriesWithSeverity(Severity::ERROR);
+        self::assertCount(1, $errorLogs);
+        self::assertStringContainsString('Loading failed', $errorLogs[0]->record->body);
+
+        $endedSpans = $spanProcessor->endedSpans();
+        self::assertCount(1, $endedSpans);
+        self::assertNotNull($endedSpans[0]->status());
+        self::assertTrue($endedSpans[0]->status()->isError());
+        self::assertSame('Loading failed due to disk error', $endedSpans[0]->status()->description);
+    }
+
+    public function test_loading_started_creates_span_when_trace_loading_enabled() : void
+    {
+        $spanProcessor = new MemorySpanProcessor(new VoidSpanExporter());
+        $metricProcessor = new MemoryMetricProcessor(new VoidMetricExporter());
+        $logProcessor = new MemoryLogProcessor(new VoidLogExporter());
+        $clock = $this->createFrozenClock();
+        $contextStorage = new MemoryContextStorage();
+
+        $telemetry = new Telemetry(
+            Resource::create(['service.name' => 'flow-test']),
+            new TracerProvider($spanProcessor, $clock, $contextStorage),
+            new MeterProvider($metricProcessor, $clock),
+            new LoggerProvider($logProcessor, $clock, $contextStorage),
+        );
+
+        $telemetryContext = new TelemetryContext(
+            $telemetry->logger('flow-php'),
+            $telemetry->tracer('flow-php'),
+            $telemetry->meter('flow-php'),
+            telemetry_options(trace_loading: true),
+        );
+
+        $config = config_builder()
+            ->withTelemetry($telemetry, telemetry_options(trace_loading: true))
+            ->build();
+
+        $context = flow_context($config);
+
+        $telemetryContext->dataFrameStarted($context);
+
+        $loader = new StreamLoader('php://memory');
+        $telemetryContext->loadingStarted($loader);
+
+        $startedSpans = $spanProcessor->startedSpans();
+        self::assertCount(2, $startedSpans);
+        self::assertSame(StreamLoader::class, $startedSpans[1]->name());
+    }
+
+    public function test_loading_started_does_not_create_span_when_trace_loading_disabled() : void
+    {
+        $spanProcessor = new MemorySpanProcessor(new VoidSpanExporter());
+        $metricProcessor = new MemoryMetricProcessor(new VoidMetricExporter());
+        $logProcessor = new MemoryLogProcessor(new VoidLogExporter());
+        $clock = $this->createFrozenClock();
+        $contextStorage = new MemoryContextStorage();
+
+        $telemetry = new Telemetry(
+            Resource::create(['service.name' => 'flow-test']),
+            new TracerProvider($spanProcessor, $clock, $contextStorage),
+            new MeterProvider($metricProcessor, $clock),
+            new LoggerProvider($logProcessor, $clock, $contextStorage),
+        );
+
+        $telemetryContext = new TelemetryContext(
+            $telemetry->logger('flow-php'),
+            $telemetry->tracer('flow-php'),
+            $telemetry->meter('flow-php'),
+            telemetry_options(trace_loading: false),
+        );
+
+        $config = config_builder()
+            ->withTelemetry($telemetry, telemetry_options(trace_loading: false))
+            ->build();
+
+        $context = flow_context($config);
+
+        $telemetryContext->dataFrameStarted($context);
+
+        $loader = new StreamLoader('php://memory');
+        $telemetryContext->loadingStarted($loader);
+
+        $startedSpans = $spanProcessor->startedSpans();
+        self::assertCount(1, $startedSpans);
+        self::assertSame(DataFrame::class, $startedSpans[0]->name());
+    }
+
+    public function test_metrics_collected_when_collect_metrics_enabled() : void
+    {
+        $spanProcessor = new MemorySpanProcessor(new VoidSpanExporter());
+        $metricProcessor = new MemoryMetricProcessor(new VoidMetricExporter());
+        $logProcessor = new MemoryLogProcessor(new VoidLogExporter());
+        $clock = $this->createFrozenClock();
+        $contextStorage = new MemoryContextStorage();
+
+        $telemetry = new Telemetry(
+            Resource::create(['service.name' => 'flow-test']),
+            new TracerProvider($spanProcessor, $clock, $contextStorage),
+            new MeterProvider($metricProcessor, $clock),
+            new LoggerProvider($logProcessor, $clock, $contextStorage),
+        );
+
+        $telemetryContext = new TelemetryContext(
+            $telemetry->logger('flow-php'),
+            $telemetry->tracer('flow-php'),
+            $telemetry->meter('flow-php'),
+            telemetry_options(collect_metrics: true),
+        );
+
+        $config = config_builder()
+            ->withTelemetry($telemetry, telemetry_options(collect_metrics: true))
+            ->build();
+
+        $context = flow_context($config);
+
+        $telemetryContext->dataFrameStarted($context);
+
+        $rows = rows(
+            row(int_entry('id', 1)),
+            row(int_entry('id', 2)),
+        );
+        $telemetryContext->dataFrameBatchProcessed($rows, $context);
+        $telemetryContext->dataFrameCompleted($context);
+        $telemetry->flush();
+
+        $counterMetrics = $metricProcessor->metricsWithName('rows.processed.total');
+        $throughputMetrics = $metricProcessor->metricsWithName('rows.processed.throughput');
+
+        self::assertNotEmpty($counterMetrics, 'Counter should be created when metrics enabled');
+        self::assertNotEmpty($throughputMetrics, 'Throughput should be created when metrics enabled');
+    }
+
+    public function test_metrics_not_collected_when_collect_metrics_disabled() : void
+    {
+        $spanProcessor = new MemorySpanProcessor(new VoidSpanExporter());
+        $metricProcessor = new MemoryMetricProcessor(new VoidMetricExporter());
+        $logProcessor = new MemoryLogProcessor(new VoidLogExporter());
+        $clock = $this->createFrozenClock();
+        $contextStorage = new MemoryContextStorage();
+
+        $telemetry = new Telemetry(
+            Resource::create(['service.name' => 'flow-test']),
+            new TracerProvider($spanProcessor, $clock, $contextStorage),
+            new MeterProvider($metricProcessor, $clock),
+            new LoggerProvider($logProcessor, $clock, $contextStorage),
+        );
+
+        $telemetryContext = new TelemetryContext(
+            $telemetry->logger('flow-php'),
+            $telemetry->tracer('flow-php'),
+            $telemetry->meter('flow-php'),
+            telemetry_options(collect_metrics: false),
+        );
+
+        $config = config_builder()
+            ->withTelemetry($telemetry, telemetry_options(collect_metrics: false))
+            ->build();
+
+        $context = flow_context($config);
+
+        $telemetryContext->dataFrameStarted($context);
+
+        $rows = rows(
+            row(int_entry('id', 1)),
+        );
+        $telemetryContext->dataFrameBatchProcessed($rows, $context);
+        $telemetryContext->dataFrameCompleted($context);
+        $telemetry->flush();
+
+        self::assertEmpty($metricProcessor->metrics(), 'No metrics should be collected when disabled');
+    }
+
+    public function test_transformation_completed_finalizes_span() : void
+    {
+        $spanProcessor = new MemorySpanProcessor(new VoidSpanExporter());
+        $metricProcessor = new MemoryMetricProcessor(new VoidMetricExporter());
+        $logProcessor = new MemoryLogProcessor(new VoidLogExporter());
+        $clock = $this->createFrozenClock();
+        $contextStorage = new MemoryContextStorage();
+
+        $telemetry = new Telemetry(
+            Resource::create(['service.name' => 'flow-test']),
+            new TracerProvider($spanProcessor, $clock, $contextStorage),
+            new MeterProvider($metricProcessor, $clock),
+            new LoggerProvider($logProcessor, $clock, $contextStorage),
+        );
+
+        $telemetryContext = new TelemetryContext(
+            $telemetry->logger('flow-php'),
+            $telemetry->tracer('flow-php'),
+            $telemetry->meter('flow-php'),
+            telemetry_options(trace_transformations: true),
+        );
+
+        $config = config_builder()
+            ->withTelemetry($telemetry, telemetry_options(trace_transformations: true))
+            ->build();
+
+        $context = flow_context($config);
+
+        $telemetryContext->dataFrameStarted($context);
+
+        $transformer = new LimitTransformer(10);
+
+        $telemetryContext->transformationStarted($transformer);
+        $telemetryContext->transformationCompleted($transformer);
+
+        $endedSpans = $spanProcessor->endedSpans();
+
+        self::assertCount(1, $endedSpans);
+        self::assertSame(LimitTransformer::class, $endedSpans[0]->name());
+        self::assertNotNull($endedSpans[0]->status());
+        self::assertTrue($endedSpans[0]->status()->isOk());
+    }
+
+    public function test_transformation_failed_logs_error_and_sets_span_status() : void
+    {
+        $spanProcessor = new MemorySpanProcessor(new VoidSpanExporter());
+        $metricProcessor = new MemoryMetricProcessor(new VoidMetricExporter());
+        $logProcessor = new MemoryLogProcessor(new VoidLogExporter());
+        $clock = $this->createFrozenClock();
+        $contextStorage = new MemoryContextStorage();
+
+        $telemetry = new Telemetry(
+            Resource::create(['service.name' => 'flow-test']),
+            new TracerProvider($spanProcessor, $clock, $contextStorage),
+            new MeterProvider($metricProcessor, $clock),
+            new LoggerProvider($logProcessor, $clock, $contextStorage),
+        );
+
+        $telemetryContext = new TelemetryContext(
+            $telemetry->logger('flow-php'),
+            $telemetry->tracer('flow-php'),
+            $telemetry->meter('flow-php'),
+            telemetry_options(trace_transformations: true),
+        );
+
+        $config = config_builder()
+            ->withTelemetry($telemetry, telemetry_options(trace_transformations: true))
+            ->build();
+
+        $context = flow_context($config);
+
+        $telemetryContext->dataFrameStarted($context);
+
+        $transformer = new LimitTransformer(10);
+        $exception = new \RuntimeException('Transformation failed');
+
+        $telemetryContext->transformationStarted($transformer);
+        $telemetryContext->transformationFailed($transformer, $exception);
+
+        $errorLogs = $logProcessor->entriesWithSeverity(Severity::ERROR);
+        self::assertCount(1, $errorLogs);
+        self::assertStringContainsString('Transformation failed', $errorLogs[0]->record->body);
+
+        $endedSpans = $spanProcessor->endedSpans();
+        self::assertCount(1, $endedSpans);
+        self::assertNotNull($endedSpans[0]->status());
+        self::assertTrue($endedSpans[0]->status()->isError());
+        self::assertSame('Transformation failed', $endedSpans[0]->status()->description);
+    }
+
+    public function test_transformation_started_creates_span_when_trace_transformations_enabled() : void
+    {
+        $spanProcessor = new MemorySpanProcessor(new VoidSpanExporter());
+        $metricProcessor = new MemoryMetricProcessor(new VoidMetricExporter());
+        $logProcessor = new MemoryLogProcessor(new VoidLogExporter());
+        $clock = $this->createFrozenClock();
+        $contextStorage = new MemoryContextStorage();
+
+        $telemetry = new Telemetry(
+            Resource::create(['service.name' => 'flow-test']),
+            new TracerProvider($spanProcessor, $clock, $contextStorage),
+            new MeterProvider($metricProcessor, $clock),
+            new LoggerProvider($logProcessor, $clock, $contextStorage),
+        );
+
+        $telemetryContext = new TelemetryContext(
+            $telemetry->logger('flow-php'),
+            $telemetry->tracer('flow-php'),
+            $telemetry->meter('flow-php'),
+            telemetry_options(trace_transformations: true),
+        );
+
+        $config = config_builder()
+            ->withTelemetry($telemetry, telemetry_options(trace_transformations: true))
+            ->build();
+
+        $context = flow_context($config);
+
+        $telemetryContext->dataFrameStarted($context);
+
+        $transformer = new LimitTransformer(10);
+        $telemetryContext->transformationStarted($transformer);
+
+        $startedSpans = $spanProcessor->startedSpans();
+        self::assertCount(2, $startedSpans);
+        self::assertSame(LimitTransformer::class, $startedSpans[1]->name());
+    }
+
+    public function test_transformation_started_does_not_create_span_when_trace_transformations_disabled() : void
+    {
+        $spanProcessor = new MemorySpanProcessor(new VoidSpanExporter());
+        $metricProcessor = new MemoryMetricProcessor(new VoidMetricExporter());
+        $logProcessor = new MemoryLogProcessor(new VoidLogExporter());
+        $clock = $this->createFrozenClock();
+        $contextStorage = new MemoryContextStorage();
+
+        $telemetry = new Telemetry(
+            Resource::create(['service.name' => 'flow-test']),
+            new TracerProvider($spanProcessor, $clock, $contextStorage),
+            new MeterProvider($metricProcessor, $clock),
+            new LoggerProvider($logProcessor, $clock, $contextStorage),
+        );
+
+        $telemetryContext = new TelemetryContext(
+            $telemetry->logger('flow-php'),
+            $telemetry->tracer('flow-php'),
+            $telemetry->meter('flow-php'),
+            telemetry_options(trace_transformations: false),
+        );
+
+        $config = config_builder()
+            ->withTelemetry($telemetry, telemetry_options(trace_transformations: false))
+            ->build();
+
+        $context = flow_context($config);
+
+        $telemetryContext->dataFrameStarted($context);
+
+        $transformer = new LimitTransformer(10);
+        $telemetryContext->transformationStarted($transformer);
+
+        $startedSpans = $spanProcessor->startedSpans();
+        self::assertCount(1, $startedSpans);
+        self::assertSame(DataFrame::class, $startedSpans[0]->name());
+    }
+
+    private function createFrozenClock(\DateTimeImmutable $now = new \DateTimeImmutable()) : ClockInterface
+    {
+        return new readonly class($now) implements ClockInterface {
+            public function __construct(private \DateTimeImmutable $now)
+            {
+            }
+
+            public function now() : \DateTimeImmutable
+            {
+                return $this->now;
+            }
+        };
+    }
+}
diff --git a/src/core/etl/tests/Flow/ETL/Tests/Unit/Execution/ReportCollectorTest.php b/src/core/etl/tests/Flow/ETL/Tests/Unit/Execution/StatisticsCollectorTest.php
similarity index 70%
rename from src/core/etl/tests/Flow/ETL/Tests/Unit/Execution/ReportCollectorTest.php
rename to src/core/etl/tests/Flow/ETL/Tests/Unit/Execution/StatisticsCollectorTest.php
index 71d36f83d4..355ec43064 100644
--- a/src/core/etl/tests/Flow/ETL/Tests/Unit/Execution/ReportCollectorTest.php
+++ b/src/core/etl/tests/Flow/ETL/Tests/Unit/Execution/StatisticsCollectorTest.php
@@ -4,24 +4,27 @@
 
 namespace Flow\ETL\Tests\Unit\Execution;
 
-use function Flow\ETL\DSL\{analyze, int_entry, row, rows, str_entry};
+use function Flow\ETL\DSL\{analyze, flow_context, int_entry, row, rows, str_entry};
 use Flow\Clock\FakeClock;
+use Flow\ETL\Config\ConfigBuilder;
 use Flow\ETL\Dataset\Report;
 use Flow\ETL\Dataset\Statistics\{Columns, HighResolutionTime};
-use Flow\ETL\Execution\ReportCollector;
+use Flow\ETL\Execution\StatisticsCollector;
 use Flow\ETL\Tests\FlowTestCase;
 
-final class ReportCollectorTest extends FlowTestCase
+final class StatisticsCollectorTest extends FlowTestCase
 {
     public function test_capture_collects_column_statistics_when_enabled() : void
     {
-        $collector = new ReportCollector(analyze()->withColumnStatistics());
+        $context = flow_context();
+        $collector = new StatisticsCollector(analyze()->withColumnStatistics(), $context);
 
         $collector->capture(rows(
             row(int_entry('id', 1), str_entry('name', 'Alice')),
             row(int_entry('id', 2), str_entry('name', 'Bob')),
         ));
 
+        $collector->end();
         $report = $collector->report();
 
         self::assertNotNull($report);
@@ -32,12 +35,14 @@ public function test_capture_collects_column_statistics_when_enabled() : void
 
     public function test_capture_collects_schema_when_enabled() : void
     {
-        $collector = new ReportCollector(analyze()->withSchema());
+        $context = flow_context();
+        $collector = new StatisticsCollector(analyze()->withSchema(), $context);
 
         $collector->capture(rows(
             row(int_entry('id', 1), str_entry('name', 'Alice')),
         ));
 
+        $collector->end();
         $report = $collector->report();
 
         self::assertNotNull($report);
@@ -49,7 +54,8 @@ public function test_capture_collects_schema_when_enabled() : void
 
     public function test_capture_increments_row_count_correctly() : void
     {
-        $collector = new ReportCollector(true);
+        $context = flow_context();
+        $collector = new StatisticsCollector(true, $context);
 
         $collector->capture(rows(
             row(int_entry('id', 1)),
@@ -59,6 +65,7 @@ public function test_capture_increments_row_count_correctly() : void
             row(int_entry('id', 3)),
         ));
 
+        $collector->end();
         $report = $collector->report();
 
         self::assertNotNull($report);
@@ -67,23 +74,27 @@ public function test_capture_increments_row_count_correctly() : void
 
     public function test_capture_is_noop_when_analyze_is_false() : void
     {
-        $collector = new ReportCollector(false);
+        $context = flow_context();
+        $collector = new StatisticsCollector(false, $context);
 
         $collector->capture(rows(
             row(int_entry('id', 1)),
         ));
 
+        $collector->end();
         self::assertNull($collector->report());
     }
 
     public function test_column_statistics_is_null_when_not_enabled() : void
     {
-        $collector = new ReportCollector(analyze());
+        $context = flow_context();
+        $collector = new StatisticsCollector(analyze(), $context);
 
         $collector->capture(rows(
             row(int_entry('id', 1)),
         ));
 
+        $collector->end();
         $report = $collector->report();
 
         self::assertNotNull($report);
@@ -92,28 +103,36 @@ public function test_column_statistics_is_null_when_not_enabled() : void
 
     public function test_report_returns_null_when_analyze_is_false() : void
     {
-        $collector = new ReportCollector(false);
+        $context = flow_context();
+        $collector = new StatisticsCollector(false, $context);
+        $collector->end();
 
         self::assertNull($collector->report());
     }
 
     public function test_report_returns_null_when_analyze_is_null() : void
     {
-        $collector = new ReportCollector(null);
+        $context = flow_context();
+        $collector = new StatisticsCollector(null, $context);
+        $collector->end();
 
         self::assertNull($collector->report());
     }
 
     public function test_report_returns_report_when_analyze_is_true() : void
     {
-        $collector = new ReportCollector(true);
+        $context = flow_context();
+        $collector = new StatisticsCollector(true, $context);
+        $collector->end();
 
         self::assertInstanceOf(Report::class, $collector->report());
     }
 
     public function test_report_returns_report_when_using_analyze_instance() : void
     {
-        $collector = new ReportCollector(analyze());
+        $context = flow_context();
+        $collector = new StatisticsCollector(analyze(), $context);
+        $collector->end();
 
         self::assertInstanceOf(Report::class, $collector->report());
     }
@@ -121,12 +140,15 @@ public function test_report_returns_report_when_using_analyze_instance() : void
     public function test_report_returns_report_with_correct_execution_time() : void
     {
         $clock = new FakeClock(new \DateTimeImmutable('2025-01-01 10:00:00 UTC'));
-        $collector = new ReportCollector(true, $clock);
+        $config = (new ConfigBuilder())->clock($clock)->build();
+        $context = flow_context($config);
+        $collector = new StatisticsCollector(true, $context);
 
         $clock->modify('+5 minutes');
         $collector->capture(rows(row(int_entry('id', 1))));
 
         $clock->modify('+5 minutes');
+        $collector->end();
         $report = $collector->report();
 
         self::assertNotNull($report);
@@ -143,10 +165,12 @@ public function test_report_returns_report_with_correct_execution_time() : void
 
     public function test_report_returns_report_with_high_resolution_time() : void
     {
-        $collector = new ReportCollector(true);
+        $context = flow_context();
+        $collector = new StatisticsCollector(true, $context);
 
         $collector->capture(rows(row(int_entry('id', 1))));
 
+        $collector->end();
         $report = $collector->report();
 
         self::assertNotNull($report);
@@ -155,10 +179,12 @@ public function test_report_returns_report_with_high_resolution_time() : void
 
     public function test_report_returns_report_with_memory_consumption() : void
     {
-        $collector = new ReportCollector(true);
+        $context = flow_context();
+        $collector = new StatisticsCollector(true, $context);
 
         $collector->capture(rows(row(int_entry('id', 1))));
 
+        $collector->end();
         $report = $collector->report();
 
         self::assertNotNull($report);
@@ -167,12 +193,14 @@ public function test_report_returns_report_with_memory_consumption() : void
 
     public function test_schema_is_null_when_not_enabled() : void
     {
-        $collector = new ReportCollector(analyze());
+        $context = flow_context();
+        $collector = new StatisticsCollector(analyze(), $context);
 
         $collector->capture(rows(
             row(int_entry('id', 1)),
         ));
 
+        $collector->end();
         $report = $collector->report();
 
         self::assertNotNull($report);
diff --git a/src/core/etl/tests/Flow/ETL/Tests/Unit/Pipeline/Optimizer/BatchSizeOptimizationTest.php b/src/core/etl/tests/Flow/ETL/Tests/Unit/Pipeline/Optimizer/BatchSizeOptimizationTest.php
index 15f9ad91c4..c08257c0ef 100644
--- a/src/core/etl/tests/Flow/ETL/Tests/Unit/Pipeline/Optimizer/BatchSizeOptimizationTest.php
+++ b/src/core/etl/tests/Flow/ETL/Tests/Unit/Pipeline/Optimizer/BatchSizeOptimizationTest.php
@@ -78,8 +78,8 @@ public function test_optimize_adds_batching_processor() : void
 
         $optimizedPipeline = (new BatchSizeOptimization(500))->optimize($loader, $pipeline);
 
-        self::assertCount(2, $optimizedPipeline->stages()->steps());
-        self::assertInstanceOf(BatchingProcessor::class, $optimizedPipeline->stages()->steps()[0]);
-        self::assertSame($loader, $optimizedPipeline->stages()->steps()[1]);
+        self::assertCount(2, $optimizedPipeline->segments()->steps());
+        self::assertInstanceOf(BatchingProcessor::class, $optimizedPipeline->segments()->steps()[0]);
+        self::assertSame($loader, $optimizedPipeline->segments()->steps()[1]);
     }
 }
diff --git a/src/core/etl/tests/Flow/ETL/Tests/Unit/Pipeline/Optimizer/LimitOptimizationTest.php b/src/core/etl/tests/Flow/ETL/Tests/Unit/Pipeline/Optimizer/LimitOptimizationTest.php
index 2e2e626741..5edd2a205c 100644
--- a/src/core/etl/tests/Flow/ETL/Tests/Unit/Pipeline/Optimizer/LimitOptimizationTest.php
+++ b/src/core/etl/tests/Flow/ETL/Tests/Unit/Pipeline/Optimizer/LimitOptimizationTest.php
@@ -56,7 +56,7 @@ public function test_optimization_for_a_pipeline_with_expanding_expression_trans
 
         self::assertInstanceOf(CSVExtractor::class, $pipeline->extractor());
         self::assertFalse($pipeline->extractor()->isLimited());
-        self::assertCount(2, $optimizedPipeline->stages()->steps());
+        self::assertCount(2, $optimizedPipeline->segments()->steps());
     }
 
     public function test_optimization_for_a_pipeline_with_expanding_transformations() : void
@@ -68,7 +68,7 @@ public function test_optimization_for_a_pipeline_with_expanding_transformations(
 
         self::assertInstanceOf(CSVExtractor::class, $pipeline->extractor());
         self::assertFalse($pipeline->extractor()->isLimited());
-        self::assertCount(2, $optimizedPipeline->stages()->steps());
+        self::assertCount(2, $optimizedPipeline->segments()->steps());
     }
 
     public function test_optimization_for_a_pipeline_with_limited_extractor() : void
@@ -82,8 +82,8 @@ public function test_optimization_for_a_pipeline_with_limited_extractor() : void
 
         self::assertInstanceOf(CSVExtractor::class, $pipeline->extractor());
         self::assertTrue($pipeline->extractor()->isLimited());
-        self::assertCount(2, $optimizedPipeline->stages()->steps());
-        self::assertInstanceOf(LimitTransformer::class, $optimizedPipeline->stages()->steps()[1]);
+        self::assertCount(2, $optimizedPipeline->segments()->steps());
+        self::assertInstanceOf(LimitTransformer::class, $optimizedPipeline->segments()->steps()[1]);
     }
 
     public function test_optimization_for_a_pipeline_without_expanding_transformations() : void
@@ -95,7 +95,7 @@ public function test_optimization_for_a_pipeline_without_expanding_transformatio
 
         self::assertInstanceOf(CSVExtractor::class, $pipeline->extractor());
         self::assertTrue($pipeline->extractor()->isLimited());
-        self::assertCount(1, $optimizedPipeline->stages()->steps());
+        self::assertCount(1, $optimizedPipeline->segments()->steps());
     }
 
     public function test_optimization_of_limit_on_empty_pipeline() : void
@@ -106,6 +106,6 @@ public function test_optimization_of_limit_on_empty_pipeline() : void
 
         self::assertInstanceOf(CSVExtractor::class, $pipeline->extractor());
         self::assertTrue($pipeline->extractor()->isLimited());
-        self::assertCount(0, $optimizedPipeline->stages()->steps());
+        self::assertCount(0, $optimizedPipeline->segments()->steps());
     }
 }
diff --git a/src/lib/filesystem/src/Flow/Filesystem/FilesystemTable.php b/src/lib/filesystem/src/Flow/Filesystem/FilesystemTable.php
index 40bc12c58f..7665e88a69 100644
--- a/src/lib/filesystem/src/Flow/Filesystem/FilesystemTable.php
+++ b/src/lib/filesystem/src/Flow/Filesystem/FilesystemTable.php
@@ -24,6 +24,14 @@ public function __construct(Filesystem ...$filesystems)
         $this->fstab = $fstab;
     }
 
+    /**
+     * @return array<Filesystem>
+     */
+    public function filesystems() : array
+    {
+        return array_values($this->fstab);
+    }
+
     public function for(Path|Protocol $path) : Filesystem
     {
         $protocol = $path instanceof Path ? $path->protocol() : $path;
diff --git a/src/lib/parquet/composer.json b/src/lib/parquet/composer.json
index 4685bb8af1..3d2e02bafb 100644
--- a/src/lib/parquet/composer.json
+++ b/src/lib/parquet/composer.json
@@ -14,7 +14,7 @@
         "php": "~8.3.0 || ~8.4.0 || ~8.5.0",
         "ext-bcmath": "*",
         "ext-zlib": "*",
-        "composer-runtime-api": "^2.1",
+        "composer-runtime-api": "^2.0",
         "flow-php/snappy": "self.version",
         "flow-php/filesystem": "self.version",
         "packaged/thrift": "^0.15.0"
diff --git a/src/lib/telemetry/src/Flow/Telemetry/Attributes.php b/src/lib/telemetry/src/Flow/Telemetry/Attributes.php
index 02751e9c7b..b76db06690 100644
--- a/src/lib/telemetry/src/Flow/Telemetry/Attributes.php
+++ b/src/lib/telemetry/src/Flow/Telemetry/Attributes.php
@@ -20,21 +20,29 @@
  *     'error' => $exception,
  * ]);
  * ```
+ *
+ * @phpstan-type TAttributeValue = array<bool|\DateTimeInterface|float|int|string|\Throwable>|bool|\DateTimeInterface|float|int|string|\Throwable
+ * @phpstan-type TAttributeValueMap = array<string, TAttributeValue>
  */
 final readonly class Attributes
 {
     /**
-     * @param array<string, array<bool|\DateTimeInterface|float|int|string|\Throwable>|bool|\DateTimeInterface|float|int|string|\Throwable> $values
+     * @var TAttributeValueMap
+     */
+    private array $values;
+
+    /**
+     * @param array<string, null|TAttributeValue> $values
      */
-    public function __construct(
-        private array $values = [],
-    ) {
+    public function __construct(array $values = [])
+    {
+        $this->values = \array_filter($values, static fn ($v) => $v !== null);
     }
 
     /**
      * Create Attributes from key-value pairs.
      *
-     * @param array<string, array<bool|\DateTimeInterface|float|int|string|\Throwable>|bool|\DateTimeInterface|float|int|string|\Throwable> $values
+     * @param array<string, null|TAttributeValue> $values
      */
     public static function create(array $values = []) : self
     {
@@ -52,7 +60,7 @@ public static function empty() : self
     /**
      * Create Attributes from normalized array.
      *
-     * @param array<string, array<bool|\DateTimeInterface|float|int|string|\Throwable>|bool|\DateTimeInterface|float|int|string|\Throwable> $data
+     * @param array<string, null|TAttributeValue> $data
      */
     public static function fromArray(array $data) : self
     {
@@ -70,7 +78,7 @@ public function count() : int
     /**
      * Get a specific attribute value.
      *
-     * @return null|array<bool|\DateTimeInterface|float|int|string|\Throwable>|bool|\DateTimeInterface|float|int|string|\Throwable
+     * @return null|TAttributeValue
      */
     public function get(string $key) : string|int|float|bool|\DateTimeInterface|\Throwable|array|null
     {
@@ -85,6 +93,47 @@ public function has(string $key) : bool
         return \array_key_exists($key, $this->values);
     }
 
+    /**
+     * Create a stable identity string from scalar attributes.
+     *
+     * Sorts attributes by key and joins them as key=value pairs separated by pipes.
+     * Useful for grouping/keying metrics by attribute set.
+     *
+     * Returns empty string for empty attributes.
+     */
+    public function id() : string
+    {
+        if (\count($this->values) === 0) {
+            return '';
+        }
+
+        $parts = [];
+
+        foreach ($this->values as $key => $value) {
+            if ($value === null || \is_array($value)) {
+                continue;
+            }
+
+            if ($value instanceof \DateTimeInterface) {
+                $parts[$key] = $key . '=' . $value->format('c');
+            } elseif ($value instanceof \Throwable) {
+                $parts[$key] = $key . '=' . $value->getMessage();
+            } elseif (\is_bool($value)) {
+                $parts[$key] = $key . '=' . ($value ? 'true' : 'false');
+            } else {
+                $parts[$key] = $key . '=' . (string) $value;
+            }
+        }
+
+        if (\count($parts) === 0) {
+            return '';
+        }
+
+        \ksort($parts);
+
+        return \implode('|', $parts);
+    }
+
     /**
      * Check if empty.
      */
@@ -109,6 +158,7 @@ public function merge(self $other) : self
      *
      * DateTimeInterface values are converted to ISO 8601 strings.
      * Throwable values are converted to structured arrays with type, message, and stacktrace.
+     * Null values are excluded from the result.
      *
      * @return array<string, array<bool|float|int|string>|bool|float|int|string>
      */
@@ -117,6 +167,10 @@ public function normalize() : array
         $result = [];
 
         foreach ($this->values as $key => $value) {
+            if ($value === null) {
+                continue;
+            }
+
             $result[$key] = $this->normalizeValue($value);
         }
 
@@ -128,7 +182,7 @@ public function normalize() : array
      *
      * If the key already exists, its value will be replaced.
      *
-     * @param array<bool|\DateTimeInterface|float|int|string|\Throwable>|bool|\DateTimeInterface|float|int|string|\Throwable $value
+     * @param TAttributeValue $value
      */
     public function with(string $key, string|int|float|bool|\DateTimeInterface|\Throwable|array $value) : self
     {
@@ -138,7 +192,7 @@ public function with(string $key, string|int|float|bool|\DateTimeInterface|\Thro
     /**
      * Normalize a single value.
      *
-     * @param array<bool|\DateTimeInterface|float|int|string|\Throwable>|bool|\DateTimeInterface|float|int|string|\Throwable $value
+     * @param TAttributeValue $value
      *
      * @return array<bool|float|int|string>|bool|float|int|string
      */
diff --git a/src/lib/telemetry/src/Flow/Telemetry/DSL/functions.php b/src/lib/telemetry/src/Flow/Telemetry/DSL/functions.php
index f2c7fa1684..20b01cfbc9 100644
--- a/src/lib/telemetry/src/Flow/Telemetry/DSL/functions.php
+++ b/src/lib/telemetry/src/Flow/Telemetry/DSL/functions.php
@@ -8,8 +8,8 @@
 use Flow\Telemetry\{Attributes, Resource, Telemetry};
 use Flow\Telemetry\Context\{Baggage, Context, ContextStorage, MemoryContextStorage, SpanId, TraceId};
 use Flow\Telemetry\InstrumentationScope;
-use Flow\Telemetry\Logger\{LogExporter, LogProcessor, LoggerProvider};
-use Flow\Telemetry\Logger\Processor\{BatchingLogProcessor, PassThroughLogProcessor};
+use Flow\Telemetry\Logger\{LogExporter, LogProcessor, LoggerProvider, Severity};
+use Flow\Telemetry\Logger\Processor\{BatchingLogProcessor, PassThroughLogProcessor, SeverityFilteringLogProcessor};
 use Flow\Telemetry\Meter\{AggregationTemporality, MeterProvider, MetricExporter, MetricProcessor};
 use Flow\Telemetry\Meter\Exemplar\{AlwaysOffExemplarFilter, AlwaysOnExemplarFilter, ExemplarFilter, TraceBasedExemplarFilter};
 use Flow\Telemetry\Meter\Processor\{BatchingMetricProcessor, PassThroughMetricProcessor};
@@ -109,10 +109,10 @@ function memory_context_storage(?Context $context = null) : MemoryContextStorage
 /**
  * Create a Resource.
  *
- * @param array<string, array<bool|float|int|string>|bool|float|int|string> $attributes Resource attributes
+ * @param array<string, array<bool|float|int|string>|bool|float|int|string>|Attributes $attributes Resource attributes
  */
 #[DocumentationDSL(module: Module::TELEMETRY, type: DSLType::TYPE)]
-function resource(array $attributes = []) : Resource
+function resource(array|Attributes $attributes = []) : Resource
 {
     return Resource::create($attributes);
 }
@@ -135,10 +135,10 @@ function span_context(TraceId $traceId, SpanId $spanId, ?SpanId $parentSpanId =
  *
  * @param string $name Event name
  * @param \DateTimeImmutable $timestamp Event timestamp
- * @param array<string, array<bool|float|int|string>|bool|float|int|string> $attributes Event attributes
+ * @param array<string, array<bool|float|int|string>|bool|float|int|string>|Attributes $attributes Event attributes
  */
 #[DocumentationDSL(module: Module::TELEMETRY, type: DSLType::TYPE)]
-function span_event(string $name, \DateTimeImmutable $timestamp, array $attributes = []) : GenericEvent
+function span_event(string $name, \DateTimeImmutable $timestamp, array|Attributes $attributes = []) : GenericEvent
 {
     return GenericEvent::create($name, $timestamp, $attributes);
 }
@@ -147,10 +147,10 @@ function span_event(string $name, \DateTimeImmutable $timestamp, array $attribut
  * Create a SpanLink.
  *
  * @param SpanContext $context The linked span context
- * @param array<string, array<bool|float|int|string>|bool|float|int|string> $attributes Link attributes
+ * @param array<string, array<bool|float|int|string>|bool|float|int|string>|Attributes $attributes Link attributes
  */
 #[DocumentationDSL(module: Module::TELEMETRY, type: DSLType::TYPE)]
-function span_link(SpanContext $context, array $attributes = []) : SpanLink
+function span_link(SpanContext $context, array|Attributes $attributes = []) : SpanLink
 {
     return SpanLink::create($context, $attributes);
 }
@@ -518,6 +518,23 @@ function pass_through_log_processor(LogExporter $exporter) : PassThroughLogProce
     return new PassThroughLogProcessor($exporter);
 }
 
+/**
+ * Create a SeverityFilteringLogProcessor.
+ *
+ * Filters log entries based on minimum severity level. Only entries at or above
+ * the configured threshold are passed to the wrapped processor.
+ *
+ * @param LogProcessor $processor The processor to wrap
+ * @param Severity $minimumSeverity Minimum severity level (default: INFO)
+ */
+#[DocumentationDSL(module: Module::TELEMETRY, type: DSLType::HELPER)]
+function severity_filtering_log_processor(
+    LogProcessor $processor,
+    Severity $minimumSeverity = Severity::INFO,
+) : SeverityFilteringLogProcessor {
+    return new SeverityFilteringLogProcessor($processor, $minimumSeverity);
+}
+
 /**
  * Create a ConsoleSpanExporter.
  *
diff --git a/src/lib/telemetry/src/Flow/Telemetry/InstrumentationScope.php b/src/lib/telemetry/src/Flow/Telemetry/InstrumentationScope.php
index 41e4d04c5c..fe06e208d1 100644
--- a/src/lib/telemetry/src/Flow/Telemetry/InstrumentationScope.php
+++ b/src/lib/telemetry/src/Flow/Telemetry/InstrumentationScope.php
@@ -71,15 +71,17 @@ public function normalize() : array
     /**
      * Create a new scope with additional attributes merged with existing ones.
      *
-     * @param array<string, array<bool|float|int|string>|bool|float|int|string> $attributes
+     * @param array<string, array<bool|float|int|string>|bool|float|int|string>|Attributes $attributes
      */
-    public function withAttributes(array $attributes) : self
+    public function withAttributes(Attributes|array $attributes) : self
     {
+        $attrs = $attributes instanceof Attributes ? $attributes : Attributes::create($attributes);
+
         return new self(
             $this->name,
             $this->version,
             $this->schemaUrl,
-            $this->attributes->merge(Attributes::create($attributes)),
+            $this->attributes->merge($attrs),
         );
     }
 
diff --git a/src/lib/telemetry/src/Flow/Telemetry/Logger/LogRecord.php b/src/lib/telemetry/src/Flow/Telemetry/Logger/LogRecord.php
index 1348af0353..4f65ec78dd 100644
--- a/src/lib/telemetry/src/Flow/Telemetry/Logger/LogRecord.php
+++ b/src/lib/telemetry/src/Flow/Telemetry/Logger/LogRecord.php
@@ -25,23 +25,29 @@
  *
  * $logger->emit($record);
  * ```
+ *
+ * @phpstan-import-type TAttributeValue from Attributes
+ * @phpstan-import-type TAttributeValueMap from Attributes
  */
 final readonly class LogRecord
 {
+    public Attributes $attributes;
+
     /**
      * @param Severity $severity The severity level
      * @param string $body The log message body
-     * @param Attributes $attributes Log record attributes
+     * @param Attributes|TAttributeValueMap $attributes Log record attributes
      * @param null|\DateTimeImmutable $timestamp When the event occurred
      * @param null|\DateTimeImmutable $observedTimestamp When the log was observed by collection
      */
     public function __construct(
         public Severity $severity = Severity::INFO,
         public string $body = '',
-        public Attributes $attributes = new Attributes(),
+        Attributes|array $attributes = new Attributes(),
         public ?\DateTimeImmutable $timestamp = null,
         public ?\DateTimeImmutable $observedTimestamp = null,
     ) {
+        $this->attributes = $attributes instanceof Attributes ? $attributes : Attributes::create($attributes);
     }
 
     /**
@@ -50,7 +56,7 @@ public function __construct(
      * @param array{
      *     severity: int,
      *     body: string,
-     *     attributes: array<string, array<bool|float|int|string>|bool|float|int|string>,
+     *     attributes: TAttributeValueMap,
      *     timestamp: null|string,
      *     observedTimestamp: null|string
      * } $data Normalized LogRecord data
@@ -94,7 +100,7 @@ public function normalize() : array
      * Attributes provide additional context about the log event.
      *
      * @param string $key Attribute key
-     * @param array<bool|\DateTimeInterface|float|int|string|\Throwable>|bool|\DateTimeInterface|float|int|string|\Throwable $value Attribute value
+     * @param TAttributeValue $value Attribute value
      *
      * @return self New instance with attribute set
      */
@@ -112,16 +118,18 @@ public function setAttribute(string $key, string|int|float|bool|\DateTimeInterfa
     /**
      * Set multiple attributes at once.
      *
-     * @param array<string, array<bool|\DateTimeInterface|float|int|string|\Throwable>|bool|\DateTimeInterface|float|int|string|\Throwable> $attributes Key-value attribute pairs
+     * @param Attributes|TAttributeValueMap $attributes Key-value attribute pairs
      *
      * @return self New instance with attributes set
      */
-    public function setAttributes(array $attributes) : self
+    public function setAttributes(Attributes|array $attributes) : self
     {
+        $attrs = $attributes instanceof Attributes ? $attributes : Attributes::create($attributes);
+
         return new self(
             $this->severity,
             $this->body,
-            $this->attributes->merge(Attributes::create($attributes)),
+            $this->attributes->merge($attrs),
             $this->timestamp,
             $this->observedTimestamp,
         );
diff --git a/src/lib/telemetry/src/Flow/Telemetry/Logger/Logger.php b/src/lib/telemetry/src/Flow/Telemetry/Logger/Logger.php
index 4cdbf17863..55985a0a84 100644
--- a/src/lib/telemetry/src/Flow/Telemetry/Logger/Logger.php
+++ b/src/lib/telemetry/src/Flow/Telemetry/Logger/Logger.php
@@ -26,6 +26,9 @@
  * $logger->info('Processing started', ['items.count' => 100]);
  * $logger->error('Processing failed', ['error.message' => $e->getMessage()]);
  * ```
+ *
+ * @phpstan-import-type TAttributeValue from Attributes
+ * @phpstan-import-type TAttributeValueMap from Attributes
  */
 final class Logger
 {
@@ -45,11 +48,11 @@ public function __construct(
      * and debugging sessions.
      *
      * @param string $body The log message
-     * @param array<string, array<bool|float|int|string>|bool|float|int|string> $attributes Optional attributes
+     * @param Attributes|TAttributeValueMap $attributes Optional attributes
      */
-    public function debug(string $body, array $attributes = []) : void
+    public function debug(string $body, array|Attributes $attributes = []) : void
     {
-        $this->emit(new LogRecord(Severity::DEBUG, $body, Attributes::create($attributes)));
+        $this->emit(new LogRecord(Severity::DEBUG, $body, $attributes instanceof Attributes ? $attributes : Attributes::create($attributes)));
     }
 
     /**
@@ -80,11 +83,11 @@ public function emit(LogRecord $record) : void
      * running.
      *
      * @param string $body The log message
-     * @param array<string, array<bool|float|int|string>|bool|float|int|string> $attributes Optional attributes
+     * @param Attributes|TAttributeValueMap $attributes Optional attributes
      */
-    public function error(string $body, array $attributes = []) : void
+    public function error(string $body, array|Attributes $attributes = []) : void
     {
-        $this->emit(new LogRecord(Severity::ERROR, $body, Attributes::create($attributes)));
+        $this->emit(new LogRecord(Severity::ERROR, $body, $attributes instanceof Attributes ? $attributes : Attributes::create($attributes)));
     }
 
     /**
@@ -94,11 +97,19 @@ public function error(string $body, array $attributes = []) : void
      * to terminate or become unusable.
      *
      * @param string $body The log message
-     * @param array<string, array<bool|float|int|string>|bool|float|int|string> $attributes Optional attributes
+     * @param Attributes|TAttributeValueMap $attributes Optional attributes
+     */
+    public function fatal(string $body, array|Attributes $attributes = []) : void
+    {
+        $this->emit(new LogRecord(Severity::FATAL, $body, $attributes instanceof Attributes ? $attributes : Attributes::create($attributes)));
+    }
+
+    /**
+     * Flush all pending logs to the exporter.
      */
-    public function fatal(string $body, array $attributes = []) : void
+    public function flush() : bool
     {
-        $this->emit(new LogRecord(Severity::FATAL, $body, Attributes::create($attributes)));
+        return $this->processor->flush();
     }
 
     /**
@@ -108,11 +119,11 @@ public function fatal(string $body, array $attributes = []) : void
      * normal behavior.
      *
      * @param string $body The log message
-     * @param array<string, array<bool|float|int|string>|bool|float|int|string> $attributes Optional attributes
+     * @param Attributes|TAttributeValueMap $attributes Optional attributes
      */
-    public function info(string $body, array $attributes = []) : void
+    public function info(string $body, array|Attributes $attributes = []) : void
     {
-        $this->emit(new LogRecord(Severity::INFO, $body, Attributes::create($attributes)));
+        $this->emit(new LogRecord(Severity::INFO, $body, $attributes instanceof Attributes ? $attributes : Attributes::create($attributes)));
     }
 
     /**
@@ -138,11 +149,11 @@ public function processor() : LogProcessor
      * enabled during development or troubleshooting.
      *
      * @param string $body The log message
-     * @param array<string, array<bool|float|int|string>|bool|float|int|string> $attributes Optional attributes
+     * @param Attributes|TAttributeValueMap $attributes Optional attributes
      */
-    public function trace(string $body, array $attributes = []) : void
+    public function trace(string $body, array|Attributes $attributes = []) : void
     {
-        $this->emit(new LogRecord(Severity::TRACE, $body, Attributes::create($attributes)));
+        $this->emit(new LogRecord(Severity::TRACE, $body, $attributes instanceof Attributes ? $attributes : Attributes::create($attributes)));
     }
 
     /**
@@ -152,11 +163,11 @@ public function trace(string $body, array $attributes = []) : void
      * the application from functioning.
      *
      * @param string $body The log message
-     * @param array<string, array<bool|float|int|string>|bool|float|int|string> $attributes Optional attributes
+     * @param array<string, array<bool|float|int|string>|bool|float|int|string>|Attributes $attributes Optional attributes
      */
-    public function warn(string $body, array $attributes = []) : void
+    public function warn(string $body, array|Attributes $attributes = []) : void
     {
-        $this->emit(new LogRecord(Severity::WARN, $body, Attributes::create($attributes)));
+        $this->emit(new LogRecord(Severity::WARN, $body, $attributes instanceof Attributes ? $attributes : Attributes::create($attributes)));
     }
 
     /**
diff --git a/src/lib/telemetry/src/Flow/Telemetry/Logger/Processor/SeverityFilteringLogProcessor.php b/src/lib/telemetry/src/Flow/Telemetry/Logger/Processor/SeverityFilteringLogProcessor.php
new file mode 100644
index 0000000000..ba3896c032
--- /dev/null
+++ b/src/lib/telemetry/src/Flow/Telemetry/Logger/Processor/SeverityFilteringLogProcessor.php
@@ -0,0 +1,49 @@
+<?php
+
+declare(strict_types=1);
+
+namespace Flow\Telemetry\Logger\Processor;
+
+use Flow\Telemetry\Logger\{LogEntry, LogExporter, LogProcessor, Severity};
+
+/**
+ * Filters log entries based on minimum severity level.
+ *
+ * This processor wraps another LogProcessor and only passes through
+ * log entries that are at or above the configured minimum severity level.
+ * Entries below the threshold are silently discarded.
+ *
+ * Example usage:
+ * ```php
+ * // Only export WARN and above
+ * $processor = new SeverityFilteringLogProcessor(
+ *     new BatchingLogProcessor($exporter, 100),
+ *     Severity::WARN,
+ * );
+ * ```
+ */
+final readonly class SeverityFilteringLogProcessor implements LogProcessor
+{
+    public function __construct(
+        private LogProcessor $processor,
+        private Severity $minimumSeverity,
+    ) {
+    }
+
+    public function exporter() : LogExporter
+    {
+        return $this->processor->exporter();
+    }
+
+    public function flush() : bool
+    {
+        return $this->processor->flush();
+    }
+
+    public function process(LogEntry $entry) : void
+    {
+        if ($entry->record->severity->isAtLeast($this->minimumSeverity)) {
+            $this->processor->process($entry);
+        }
+    }
+}
diff --git a/src/lib/telemetry/src/Flow/Telemetry/Meter/Instrument/Counter.php b/src/lib/telemetry/src/Flow/Telemetry/Meter/Instrument/Counter.php
index 65c9fcfe06..251ab7a3c9 100644
--- a/src/lib/telemetry/src/Flow/Telemetry/Meter/Instrument/Counter.php
+++ b/src/lib/telemetry/src/Flow/Telemetry/Meter/Instrument/Counter.php
@@ -61,33 +61,36 @@ public function __construct(
      * Add a non-negative value to the counter.
      *
      * @param float|int $amount Amount to add (must be >= 0)
-     * @param array<string, bool|float|int|string> $attributes Categorization attributes
+     * @param array<string, array<bool|float|int|string>|bool|float|int|string>|Attributes $attributes Categorization attributes
      * @param null|SpanContext $context Optional span context for exemplar capture
      *
      * @throws \InvalidArgumentException If amount is negative
      */
-    public function add(int|float $amount, array $attributes = [], ?SpanContext $context = null) : void
+    public function add(int|float $amount, array|Attributes $attributes = [], ?SpanContext $context = null) : void
     {
         if ($amount < 0) {
             throw new \InvalidArgumentException('Counter amount must be >= 0, got ' . $amount);
         }
 
-        $key = $this->attributeKey($attributes);
+        $normalized = $attributes instanceof Attributes ? $attributes->normalize() : $attributes;
+        /** @var array<string, bool|float|int|string> $attrs */
+        $attrs = \array_filter($normalized, static fn ($v) : bool => \is_scalar($v));
+        $key = Attributes::create($attrs)->id();
 
         if (!isset($this->aggregations[$key])) {
             $this->aggregations[$key] = [
                 'sum' => 0,
-                'attributes' => $attributes,
+                'attributes' => $attrs,
                 'reservoir' => new SimpleFixedSizeExemplarReservoir(1),
             ];
         }
 
         $this->aggregations[$key]['sum'] += $amount;
 
-        if ($context !== null && $this->exemplarFilter->shouldSample($context, $amount, $attributes)) {
+        if ($context !== null && $this->exemplarFilter->shouldSample($context, $amount, $attrs)) {
             $this->aggregations[$key]['reservoir']->offer(
                 $amount,
-                $attributes,
+                $attrs,
                 $context,
                 $this->clock->now(),
             );
@@ -135,25 +138,4 @@ public function unit() : ?string
     {
         return $this->unit;
     }
-
-    /**
-     * Create a unique key from attributes for aggregation lookup.
-     *
-     * @param array<string, bool|float|int|string> $attributes
-     */
-    private function attributeKey(array $attributes) : string
-    {
-        if (\count($attributes) === 0) {
-            return '';
-        }
-
-        \ksort($attributes);
-        $parts = [];
-
-        foreach ($attributes as $key => $value) {
-            $parts[] = $key . '=' . (\is_bool($value) ? ($value ? 'true' : 'false') : (string) $value);
-        }
-
-        return \implode('|', $parts);
-    }
 }
diff --git a/src/lib/telemetry/src/Flow/Telemetry/Meter/Instrument/Gauge.php b/src/lib/telemetry/src/Flow/Telemetry/Meter/Instrument/Gauge.php
index 88fb168a52..ceabb8ee51 100644
--- a/src/lib/telemetry/src/Flow/Telemetry/Meter/Instrument/Gauge.php
+++ b/src/lib/telemetry/src/Flow/Telemetry/Meter/Instrument/Gauge.php
@@ -95,27 +95,30 @@ public function name() : string
      * Record a gauge value.
      *
      * @param float|int $value Current value to record
-     * @param array<string, bool|float|int|string> $attributes Categorization attributes
+     * @param array<string, array<bool|float|int|string>|bool|float|int|string>|Attributes $attributes Categorization attributes
      * @param null|SpanContext $context Optional span context for exemplar capture
      */
-    public function record(int|float $value, array $attributes = [], ?SpanContext $context = null) : void
+    public function record(int|float $value, array|Attributes $attributes = [], ?SpanContext $context = null) : void
     {
-        $key = $this->attributeKey($attributes);
+        $normalized = $attributes instanceof Attributes ? $attributes->normalize() : $attributes;
+        /** @var array<string, bool|float|int|string> $attrs */
+        $attrs = \array_filter($normalized, static fn ($v) : bool => \is_scalar($v));
+        $key = Attributes::create($attrs)->id();
 
         if (!isset($this->aggregations[$key])) {
             $this->aggregations[$key] = [
                 'value' => $value,
-                'attributes' => $attributes,
+                'attributes' => $attrs,
                 'reservoir' => new SimpleFixedSizeExemplarReservoir(1),
             ];
         } else {
             $this->aggregations[$key]['value'] = $value;
         }
 
-        if ($context !== null && $this->exemplarFilter->shouldSample($context, $value, $attributes)) {
+        if ($context !== null && $this->exemplarFilter->shouldSample($context, $value, $attrs)) {
             $this->aggregations[$key]['reservoir']->offer(
                 $value,
-                $attributes,
+                $attrs,
                 $context,
                 $this->clock->now(),
             );
@@ -126,25 +129,4 @@ public function unit() : ?string
     {
         return $this->unit;
     }
-
-    /**
-     * Create a unique key from attributes for aggregation lookup.
-     *
-     * @param array<string, bool|float|int|string> $attributes
-     */
-    private function attributeKey(array $attributes) : string
-    {
-        if (\count($attributes) === 0) {
-            return '';
-        }
-
-        \ksort($attributes);
-        $parts = [];
-
-        foreach ($attributes as $key => $value) {
-            $parts[] = $key . '=' . (\is_bool($value) ? ($value ? 'true' : 'false') : (string) $value);
-        }
-
-        return \implode('|', $parts);
-    }
 }
diff --git a/src/lib/telemetry/src/Flow/Telemetry/Meter/Instrument/Histogram.php b/src/lib/telemetry/src/Flow/Telemetry/Meter/Instrument/Histogram.php
index 47f554f1f3..ee715452de 100644
--- a/src/lib/telemetry/src/Flow/Telemetry/Meter/Instrument/Histogram.php
+++ b/src/lib/telemetry/src/Flow/Telemetry/Meter/Instrument/Histogram.php
@@ -125,12 +125,15 @@ public function name() : string
      * Record a value in the histogram.
      *
      * @param float|int $value Value to record
-     * @param array<string, bool|float|int|string> $attributes Categorization attributes
+     * @param array<string, array<bool|float|int|string>|bool|float|int|string>|Attributes $attributes Categorization attributes
      * @param null|SpanContext $context Optional span context for exemplar capture
      */
-    public function record(int|float $value, array $attributes = [], ?SpanContext $context = null) : void
+    public function record(int|float $value, array|Attributes $attributes = [], ?SpanContext $context = null) : void
     {
-        $key = $this->attributeKey($attributes);
+        $normalized = $attributes instanceof Attributes ? $attributes->normalize() : $attributes;
+        /** @var array<string, bool|float|int|string> $attrs */
+        $attrs = \array_filter($normalized, static fn ($v) : bool => \is_scalar($v));
+        $key = Attributes::create($attrs)->id();
         $floatValue = (float) $value;
 
         if (!isset($this->aggregations[$key])) {
@@ -141,7 +144,7 @@ public function record(int|float $value, array $attributes = [], ?SpanContext $c
                 'max' => $floatValue,
                 'bucketCounts' => \array_fill(0, \count($this->boundaries) + 1, 0),
                 'reservoir' => new AlignedHistogramBucketExemplarReservoir(\count($this->boundaries) + 1),
-                'attributes' => $attributes,
+                'attributes' => $attrs,
             ];
         }
 
@@ -153,10 +156,10 @@ public function record(int|float $value, array $attributes = [], ?SpanContext $c
         $bucketIndex = $this->findBucketIndex($floatValue);
         $this->aggregations[$key]['bucketCounts'][$bucketIndex]++;
 
-        if ($context !== null && $this->exemplarFilter->shouldSample($context, $floatValue, $attributes)) {
+        if ($context !== null && $this->exemplarFilter->shouldSample($context, $floatValue, $attrs)) {
             $this->aggregations[$key]['reservoir']->offer(
                 $floatValue,
-                $attributes,
+                $attrs,
                 $context,
                 $this->clock->now(),
                 $bucketIndex,
@@ -169,27 +172,6 @@ public function unit() : ?string
         return $this->unit;
     }
 
-    /**
-     * Create a unique key from attributes for aggregation lookup.
-     *
-     * @param array<string, bool|float|int|string> $attributes
-     */
-    private function attributeKey(array $attributes) : string
-    {
-        if (\count($attributes) === 0) {
-            return '';
-        }
-
-        \ksort($attributes);
-        $parts = [];
-
-        foreach ($attributes as $key => $value) {
-            $parts[] = $key . '=' . (\is_bool($value) ? ($value ? 'true' : 'false') : (string) $value);
-        }
-
-        return \implode('|', $parts);
-    }
-
     /**
      * Find the bucket index for a given value.
      *
diff --git a/src/lib/telemetry/src/Flow/Telemetry/Meter/Instrument/Throughput.php b/src/lib/telemetry/src/Flow/Telemetry/Meter/Instrument/Throughput.php
new file mode 100644
index 0000000000..733b8e8486
--- /dev/null
+++ b/src/lib/telemetry/src/Flow/Telemetry/Meter/Instrument/Throughput.php
@@ -0,0 +1,157 @@
+<?php
+
+declare(strict_types=1);
+
+namespace Flow\Telemetry\Meter\Instrument;
+
+use Flow\Telemetry\Attributes;
+use Flow\Telemetry\{InstrumentationScope, Resource};
+use Flow\Telemetry\Meter\{AggregationTemporality, Metric, MetricType, TimeUnit};
+use Flow\Telemetry\Meter\Exemplar\{ExemplarFilter, ExemplarReservoir, SimpleFixedSizeExemplarReservoir, TraceBasedExemplarFilter};
+use Flow\Telemetry\Tracer\SpanContext;
+use Psr\Clock\ClockInterface;
+
+/**
+ * Throughput instrument for tracking rate of items processed over time.
+ *
+ * Throughput tracks accumulated count and calculates rate (count/time unit).
+ * Unlike Gauge which replaces values, Throughput accumulates via add() calls.
+ * The timer starts from the first add() call for each attribute combination.
+ *
+ * Example usage:
+ * ```php
+ * $throughput = $meter->createThroughput('dataframe_throughput', 'rows', 'Rows processed per second');
+ * $throughput->add(100, ['source' => 'csv']); // Process 100 rows
+ * $throughput->add(150, ['source' => 'csv']); // Process 150 more rows
+ * $metrics = $throughput->collect(); // Returns rate as value (rows/s)
+ * ```
+ */
+final class Throughput implements Instrument
+{
+    /**
+     * Aggregations by attribute key.
+     *
+     * @var array<string, array{count: int, startTimeNs: int, startedAt: \DateTimeImmutable, attributes: array<string, bool|float|int|string>, reservoir: ExemplarReservoir}>
+     */
+    private array $aggregations = [];
+
+    /**
+     * @param string $name Instrument name
+     * @param resource $resource The resource context for this instrument
+     * @param InstrumentationScope $scope Instrumentation scope that created this instrument
+     * @param ClockInterface $clock Clock for timestamps
+     * @param AggregationTemporality $temporality Aggregation temporality
+     * @param ExemplarFilter $exemplarFilter Filter for exemplar sampling
+     * @param null|string $unit Unit of measurement (e.g., 'rows', 'bytes')
+     * @param null|string $description Human-readable description
+     * @param null|int $ratePrecision Number of decimal places for rate calculation (default: 2, null for no rounding)
+     * @param TimeUnit $timeUnit Time unit for rate calculation (default: SECONDS)
+     */
+    public function __construct(
+        private readonly string $name,
+        private readonly Resource $resource,
+        private readonly InstrumentationScope $scope,
+        private readonly ClockInterface $clock,
+        private readonly AggregationTemporality $temporality = AggregationTemporality::CUMULATIVE,
+        private readonly ExemplarFilter $exemplarFilter = new TraceBasedExemplarFilter(),
+        private readonly ?string $unit = null,
+        private readonly ?string $description = null,
+        private readonly ?int $ratePrecision = 2,
+        private readonly TimeUnit $timeUnit = TimeUnit::SECONDS,
+    ) {
+    }
+
+    /**
+     * Add to the accumulated count.
+     *
+     * @param int $count Number of items to add
+     * @param array<string, array<bool|float|int|string>|bool|float|int|string>|Attributes $attributes Categorization attributes
+     * @param null|SpanContext $context Optional span context for exemplar capture
+     */
+    public function add(int $count, array|Attributes $attributes = [], ?SpanContext $context = null) : void
+    {
+        $normalized = $attributes instanceof Attributes ? $attributes->normalize() : $attributes;
+        /** @var array<string, bool|float|int|string> $attrs */
+        $attrs = \array_filter($normalized, static fn ($v) : bool => \is_scalar($v));
+        $key = Attributes::create($attrs)->id();
+
+        if (!isset($this->aggregations[$key])) {
+            $this->aggregations[$key] = [
+                'count' => 0,
+                'startTimeNs' => \hrtime(true),
+                'startedAt' => $this->clock->now(),
+                'attributes' => $attrs,
+                'reservoir' => new SimpleFixedSizeExemplarReservoir(1),
+            ];
+        }
+
+        $this->aggregations[$key]['count'] += $count;
+
+        if ($context !== null && $this->exemplarFilter->shouldSample($context, $count, $attrs)) {
+            $this->aggregations[$key]['reservoir']->offer(
+                $count,
+                $attrs,
+                $context,
+                $this->clock->now(),
+            );
+        }
+    }
+
+    public function collect() : array
+    {
+        $metrics = [];
+        $fullUnit = $this->unit !== null
+            ? $this->unit . '/' . $this->timeUnit->value
+            : null;
+
+        foreach ($this->aggregations as $data) {
+            $durationNs = \hrtime(true) - $data['startTimeNs'];
+            $durationInTimeUnit = $this->timeUnit->fromNanoseconds($durationNs);
+            $rawRate = $durationInTimeUnit > 0
+                ? $data['count'] / $durationInTimeUnit
+                : 0.0;
+
+            $rate = $this->ratePrecision !== null
+                ? \round($rawRate, $this->ratePrecision)
+                : $rawRate;
+
+            $exemplars = $data['reservoir']->collect();
+
+            $metrics[] = new Metric(
+                name: $this->name,
+                type: MetricType::GAUGE,
+                value: $rate,
+                attributes: Attributes::create($data['attributes']),
+                timestamp: $this->clock->now(),
+                resource: $this->resource,
+                scope: $this->scope,
+                unit: $fullUnit,
+                description: $this->description,
+                temporality: $this->temporality,
+                exemplars: $exemplars,
+                startTimestamp: $data['startedAt'],
+            );
+        }
+
+        $this->aggregations = [];
+
+        return $metrics;
+    }
+
+    public function description() : ?string
+    {
+        return $this->description;
+    }
+
+    public function name() : string
+    {
+        return $this->name;
+    }
+
+    public function unit() : ?string
+    {
+        return $this->unit !== null
+            ? $this->unit . '/' . $this->timeUnit->value
+            : null;
+    }
+}
diff --git a/src/lib/telemetry/src/Flow/Telemetry/Meter/Instrument/UpDownCounter.php b/src/lib/telemetry/src/Flow/Telemetry/Meter/Instrument/UpDownCounter.php
index e5f92e3787..0397f59910 100644
--- a/src/lib/telemetry/src/Flow/Telemetry/Meter/Instrument/UpDownCounter.php
+++ b/src/lib/telemetry/src/Flow/Telemetry/Meter/Instrument/UpDownCounter.php
@@ -61,27 +61,30 @@ public function __construct(
      * Add a value to the counter (can be negative).
      *
      * @param float|int $amount Amount to add (positive or negative)
-     * @param array<string, bool|float|int|string> $attributes Categorization attributes
+     * @param array<string, array<bool|float|int|string>|bool|float|int|string>|Attributes $attributes Categorization attributes
      * @param null|SpanContext $context Optional span context for exemplar capture
      */
-    public function add(int|float $amount, array $attributes = [], ?SpanContext $context = null) : void
+    public function add(int|float $amount, array|Attributes $attributes = [], ?SpanContext $context = null) : void
     {
-        $key = $this->attributeKey($attributes);
+        $normalized = $attributes instanceof Attributes ? $attributes->normalize() : $attributes;
+        /** @var array<string, bool|float|int|string> $attrs */
+        $attrs = \array_filter($normalized, static fn ($v) : bool => \is_scalar($v));
+        $key = Attributes::create($attrs)->id();
 
         if (!isset($this->aggregations[$key])) {
             $this->aggregations[$key] = [
                 'sum' => 0,
-                'attributes' => $attributes,
+                'attributes' => $attrs,
                 'reservoir' => new SimpleFixedSizeExemplarReservoir(1),
             ];
         }
 
         $this->aggregations[$key]['sum'] += $amount;
 
-        if ($context !== null && $this->exemplarFilter->shouldSample($context, $amount, $attributes)) {
+        if ($context !== null && $this->exemplarFilter->shouldSample($context, $amount, $attrs)) {
             $this->aggregations[$key]['reservoir']->offer(
                 $amount,
-                $attributes,
+                $attrs,
                 $context,
                 $this->clock->now(),
             );
@@ -129,25 +132,4 @@ public function unit() : ?string
     {
         return $this->unit;
     }
-
-    /**
-     * Create a unique key from attributes for aggregation lookup.
-     *
-     * @param array<string, bool|float|int|string> $attributes
-     */
-    private function attributeKey(array $attributes) : string
-    {
-        if (\count($attributes) === 0) {
-            return '';
-        }
-
-        \ksort($attributes);
-        $parts = [];
-
-        foreach ($attributes as $key => $value) {
-            $parts[] = $key . '=' . (\is_bool($value) ? ($value ? 'true' : 'false') : (string) $value);
-        }
-
-        return \implode('|', $parts);
-    }
 }
diff --git a/src/lib/telemetry/src/Flow/Telemetry/Meter/Meter.php b/src/lib/telemetry/src/Flow/Telemetry/Meter/Meter.php
index a5d25fbb3b..b83ae96b38 100644
--- a/src/lib/telemetry/src/Flow/Telemetry/Meter/Meter.php
+++ b/src/lib/telemetry/src/Flow/Telemetry/Meter/Meter.php
@@ -6,7 +6,7 @@
 
 use Flow\Telemetry\{InstrumentationScope, Resource};
 use Flow\Telemetry\Meter\Exemplar\{ExemplarFilter, TraceBasedExemplarFilter};
-use Flow\Telemetry\Meter\Instrument\{Counter, Gauge, Histogram, Instrument, UpDownCounter};
+use Flow\Telemetry\Meter\Instrument\{Counter, Gauge, Histogram, Instrument, Throughput, UpDownCounter};
 use Psr\Clock\ClockInterface;
 
 /**
@@ -32,7 +32,7 @@
 final class Meter
 {
     /**
-     * Cached instruments by key (name:type).
+     * Cached instruments by key (name:ClassName).
      *
      * @var array<string, Instrument>
      */
@@ -74,6 +74,26 @@ public function collect() : array
         return $metrics;
     }
 
+    /**
+     * Complete an instrument and pass its metrics to the processor.
+     *
+     * Collects all aggregated metrics from the instrument, passes them
+     * to the processor, and removes the instrument from this meter.
+     * Use this for bounded operations where the instrument lifecycle
+     * is tied to a specific task (e.g., DataFrame processing).
+     *
+     * @param Instrument $instrument The instrument to complete
+     */
+    public function complete(Instrument $instrument) : void
+    {
+        foreach ($instrument->collect() as $metric) {
+            $this->processor->process($metric);
+        }
+
+        $key = $instrument->name() . ':' . $instrument::class;
+        unset($this->instruments[$key]);
+    }
+
     /**
      * Create or get a Counter instrument.
      *
@@ -89,7 +109,7 @@ public function createCounter(
         ?string $unit = null,
         ?string $description = null,
     ) : Counter {
-        $key = $name . ':counter';
+        $key = $name . ':' . Counter::class;
 
         if (!array_key_exists($key, $this->instruments)) {
             $this->instruments[$key] = new Counter(
@@ -123,7 +143,7 @@ public function createGauge(
         ?string $unit = null,
         ?string $description = null,
     ) : Gauge {
-        $key = $name . ':gauge';
+        $key = $name . ':' . Gauge::class;
 
         if (!array_key_exists($key, $this->instruments)) {
             $this->instruments[$key] = new Gauge(
@@ -158,7 +178,7 @@ public function createHistogram(
         ?string $description = null,
         ?array $boundaries = null,
     ) : Histogram {
-        $key = $name . ':histogram';
+        $key = $name . ':' . Histogram::class;
 
         if (!array_key_exists($key, $this->instruments)) {
             $this->instruments[$key] = new Histogram(
@@ -178,6 +198,47 @@ public function createHistogram(
         return $this->instruments[$key];
     }
 
+    /**
+     * Create or get a Throughput instrument.
+     *
+     * Throughput tracks accumulated count and calculates rate (count/time unit).
+     * The timer starts from the first add() call for each attribute combination.
+     * Use for: rows processed per second, bytes transferred per second.
+     *
+     * @param string $name Metric name (e.g., 'dataframe_throughput', 'transfer_rate')
+     * @param null|string $unit Unit of measurement (e.g., 'rows', 'bytes')
+     * @param null|string $description Human-readable description
+     * @param null|int $ratePrecision Number of decimal places for rate calculation (default: 2, null for no rounding)
+     * @param TimeUnit $timeUnit Time unit for rate calculation (default: SECONDS)
+     */
+    public function createThroughput(
+        string $name,
+        ?string $unit = null,
+        ?string $description = null,
+        ?int $ratePrecision = 2,
+        TimeUnit $timeUnit = TimeUnit::SECONDS,
+    ) : Throughput {
+        $key = $name . ':' . Throughput::class;
+
+        if (!array_key_exists($key, $this->instruments)) {
+            $this->instruments[$key] = new Throughput(
+                $name,
+                $this->resource,
+                $this->scope,
+                $this->clock,
+                $this->temporality,
+                $this->exemplarFilter,
+                $unit,
+                $description,
+                $ratePrecision,
+                $timeUnit,
+            );
+        }
+
+        /** @var Throughput */
+        return $this->instruments[$key];
+    }
+
     /**
      * Create or get an UpDownCounter instrument.
      *
@@ -193,7 +254,7 @@ public function createUpDownCounter(
         ?string $unit = null,
         ?string $description = null,
     ) : UpDownCounter {
-        $key = $name . ':updowncounter';
+        $key = $name . ':' . UpDownCounter::class;
 
         if (!array_key_exists($key, $this->instruments)) {
             $this->instruments[$key] = new UpDownCounter(
@@ -212,6 +273,18 @@ public function createUpDownCounter(
         return $this->instruments[$key];
     }
 
+    /**
+     * Collect all metrics and flush to processor.
+     */
+    public function flush() : bool
+    {
+        foreach ($this->collect() as $metric) {
+            $this->processor->process($metric);
+        }
+
+        return $this->processor->flush();
+    }
+
     /**
      * Get the instrumentation scope.
      */
diff --git a/src/lib/telemetry/src/Flow/Telemetry/Meter/Metric.php b/src/lib/telemetry/src/Flow/Telemetry/Meter/Metric.php
index e8d7d0fc7d..63ecb7f059 100644
--- a/src/lib/telemetry/src/Flow/Telemetry/Meter/Metric.php
+++ b/src/lib/telemetry/src/Flow/Telemetry/Meter/Metric.php
@@ -31,13 +31,14 @@
      * @param MetricType $type Type of metric instrument
      * @param float|int $value Recorded value
      * @param Attributes $attributes Categorization attributes
-     * @param \DateTimeImmutable $timestamp When the measurement was recorded
+     * @param \DateTimeImmutable $timestamp When the measurement was recorded (end of measurement period)
      * @param resource $resource The resource context for this metric
      * @param InstrumentationScope $scope The instrumentation scope that created this metric
      * @param null|string $unit Unit of measurement
      * @param null|string $description Human-readable description
      * @param AggregationTemporality $temporality How the metric is aggregated over time
      * @param array<Exemplar> $exemplars Sample measurements with trace context for drill-down
+     * @param null|\DateTimeImmutable $startTimestamp When the measurement period started (for rate/throughput metrics)
      */
     public function __construct(
         public string $name,
@@ -51,6 +52,7 @@ public function __construct(
         public ?string $description = null,
         public AggregationTemporality $temporality = AggregationTemporality::CUMULATIVE,
         public array $exemplars = [],
+        public ?\DateTimeImmutable $startTimestamp = null,
     ) {
     }
 
diff --git a/src/lib/telemetry/src/Flow/Telemetry/Meter/TimeUnit.php b/src/lib/telemetry/src/Flow/Telemetry/Meter/TimeUnit.php
new file mode 100644
index 0000000000..ac759ef7ca
--- /dev/null
+++ b/src/lib/telemetry/src/Flow/Telemetry/Meter/TimeUnit.php
@@ -0,0 +1,25 @@
+<?php
+
+declare(strict_types=1);
+
+namespace Flow\Telemetry\Meter;
+
+enum TimeUnit : string
+{
+    case MICROSECONDS = 'µs';
+    case MILLISECONDS = 'ms';
+    case MINUTES = 'min';
+    case NANOSECONDS = 'ns';
+    case SECONDS = 'sec';
+
+    public function fromNanoseconds(int $nanoseconds) : float
+    {
+        return match ($this) {
+            self::NANOSECONDS => (float) $nanoseconds,
+            self::MICROSECONDS => $nanoseconds / 1_000,
+            self::MILLISECONDS => $nanoseconds / 1_000_000,
+            self::SECONDS => $nanoseconds / 1_000_000_000,
+            self::MINUTES => $nanoseconds / 60_000_000_000,
+        };
+    }
+}
diff --git a/src/lib/telemetry/src/Flow/Telemetry/Provider/Console/ConsoleMetricExporter.php b/src/lib/telemetry/src/Flow/Telemetry/Provider/Console/ConsoleMetricExporter.php
index 15b81c6666..a91d242757 100644
--- a/src/lib/telemetry/src/Flow/Telemetry/Provider/Console/ConsoleMetricExporter.php
+++ b/src/lib/telemetry/src/Flow/Telemetry/Provider/Console/ConsoleMetricExporter.php
@@ -101,6 +101,15 @@ private function buildMetricLines(array $metrics) : array
             $line .= $value . '  ';
             $line .= $this->output->dim($unit);
 
+            if (!$metric->attributes->isEmpty()) {
+                $attrParts = [];
+
+                foreach ($metric->attributes->normalize() as $key => $attrValue) {
+                    $attrParts[] = $key . '=' . (\is_scalar($attrValue) ? (string) $attrValue : \json_encode($attrValue));
+                }
+                $line .= '  ' . $this->output->dim('{' . \implode(', ', $attrParts) . '}');
+            }
+
             if (\count($metric->exemplars) > 0) {
                 $exemplar = $metric->exemplars[0];
                 $traceIdShort = \substr($exemplar->traceId->toHex(), 0, 8);
diff --git a/src/lib/telemetry/src/Flow/Telemetry/Resource.php b/src/lib/telemetry/src/Flow/Telemetry/Resource.php
index 460585a743..ec81eb0969 100644
--- a/src/lib/telemetry/src/Flow/Telemetry/Resource.php
+++ b/src/lib/telemetry/src/Flow/Telemetry/Resource.php
@@ -35,11 +35,11 @@ public function __construct(
     /**
      * Create a new Resource with the given attributes.
      *
-     * @param array<string, array<bool|float|int|string>|bool|float|int|string> $attributes
+     * @param array<string, array<bool|float|int|string>|bool|float|int|string>|Attributes $attributes
      */
-    public static function create(array $attributes = []) : self
+    public static function create(Attributes|array $attributes = []) : self
     {
-        return new self(Attributes::create($attributes));
+        return new self($attributes instanceof Attributes ? $attributes : Attributes::create($attributes));
     }
 
     /**
diff --git a/src/lib/telemetry/src/Flow/Telemetry/Telemetry.php b/src/lib/telemetry/src/Flow/Telemetry/Telemetry.php
index 7626904c0c..84edc02be6 100644
--- a/src/lib/telemetry/src/Flow/Telemetry/Telemetry.php
+++ b/src/lib/telemetry/src/Flow/Telemetry/Telemetry.php
@@ -48,34 +48,26 @@ public function __construct(
     /**
      * Flush all pending telemetry data.
      *
-     * Collects metrics from all cached meters, then flushes all processors.
+     * Flushes all cached tracers, meters, and loggers.
      * Returns true only if all flush operations succeed.
      */
     public function flush() : bool
     {
-        $spanFlushed = true;
-        $metricFlushed = true;
-        $logFlushed = true;
-
-        foreach ($this->meters as $meter) {
-            foreach ($meter->collect() as $metric) {
-                $meter->processor()->process($metric);
-            }
-        }
+        $success = true;
 
         foreach ($this->tracers as $tracer) {
-            $spanFlushed = $spanFlushed && $tracer->processor()->flush();
+            $success = $tracer->flush() && $success;
         }
 
         foreach ($this->meters as $meter) {
-            $metricFlushed = $metricFlushed && $meter->processor()->flush();
+            $success = $meter->flush() && $success;
         }
 
         foreach ($this->loggers as $logger) {
-            $logFlushed = $logFlushed && $logger->processor()->flush();
+            $success = $logger->flush() && $success;
         }
 
-        return $spanFlushed && $metricFlushed && $logFlushed;
+        return $success;
     }
 
     /**
@@ -91,7 +83,7 @@ public function flush() : bool
      */
     public function logger(string $name, string $version = 'unknown', ?string $schemaUrl = null, ?Attributes $attributes = null) : Logger
     {
-        $key = $name . '@' . $version . '@' . ($schemaUrl ?? '') . '@' . ($attributes !== null ? \spl_object_id($attributes) : '');
+        $key = $name . '@' . $version . '@' . ($schemaUrl ?? '') . '@' . ($attributes?->id() ?? '');
 
         if (!\array_key_exists($key, $this->loggers)) {
             $this->loggers[$key] = $this->loggerProvider->logger($this->resource, $name, $version, $schemaUrl, $attributes);
@@ -113,7 +105,7 @@ public function logger(string $name, string $version = 'unknown', ?string $schem
      */
     public function meter(string $name, string $version = 'unknown', ?string $schemaUrl = null, ?Attributes $attributes = null) : Meter
     {
-        $key = $name . '@' . $version . '@' . ($schemaUrl ?? '') . '@' . ($attributes !== null ? \spl_object_id($attributes) : '');
+        $key = $name . '@' . $version . '@' . ($schemaUrl ?? '') . '@' . ($attributes?->id() ?? '');
 
         if (!\array_key_exists($key, $this->meters)) {
             $this->meters[$key] = $this->meterProvider->meter($this->resource, $name, $version, $schemaUrl, $attributes);
@@ -190,7 +182,7 @@ public function shutdown() : bool
      */
     public function tracer(string $name, string $version = 'unknown', ?string $schemaUrl = null, ?Attributes $attributes = null) : Tracer
     {
-        $key = $name . '@' . $version . '@' . ($schemaUrl ?? '') . '@' . ($attributes !== null ? \spl_object_id($attributes) : '');
+        $key = $name . '@' . $version . '@' . ($schemaUrl ?? '') . '@' . ($attributes?->id() ?? '');
 
         if (!\array_key_exists($key, $this->tracers)) {
             $this->tracers[$key] = $this->tracerProvider->tracer($this->resource, $name, $version, $schemaUrl, $attributes);
diff --git a/src/lib/telemetry/src/Flow/Telemetry/Tracer/GenericEvent.php b/src/lib/telemetry/src/Flow/Telemetry/Tracer/GenericEvent.php
index 6be6b0d72c..6ae0955bec 100644
--- a/src/lib/telemetry/src/Flow/Telemetry/Tracer/GenericEvent.php
+++ b/src/lib/telemetry/src/Flow/Telemetry/Tracer/GenericEvent.php
@@ -17,6 +17,8 @@
  * $event = GenericEvent::create('user.login', $clock->now(), ['user.id' => '12345']);
  * echo $event->name(); // "user.login"
  * ```
+ *
+ * @phpstan-import-type TAttributeValueMap from Attributes
  */
 final readonly class GenericEvent implements SpanEvent
 {
@@ -32,11 +34,11 @@ public function __construct(
      *
      * @param string $name Event name
      * @param \DateTimeImmutable $timestamp Event timestamp
-     * @param array<string, array<bool|\DateTimeInterface|float|int|string|\Throwable>|bool|\DateTimeInterface|float|int|string|\Throwable> $attributes Event attributes
+     * @param Attributes|TAttributeValueMap $attributes Event attributes
      */
-    public static function create(string $name, \DateTimeImmutable $timestamp, array $attributes = []) : self
+    public static function create(string $name, \DateTimeImmutable $timestamp, Attributes|array $attributes = []) : self
     {
-        return new self($name, $timestamp, Attributes::create($attributes));
+        return new self($name, $timestamp, $attributes instanceof Attributes ? $attributes : Attributes::create($attributes));
     }
 
     /**
diff --git a/src/lib/telemetry/src/Flow/Telemetry/Tracer/Sampler/SamplingResult.php b/src/lib/telemetry/src/Flow/Telemetry/Tracer/Sampler/SamplingResult.php
index a3e2eecba2..f1dbb53fcf 100644
--- a/src/lib/telemetry/src/Flow/Telemetry/Tracer/Sampler/SamplingResult.php
+++ b/src/lib/telemetry/src/Flow/Telemetry/Tracer/Sampler/SamplingResult.php
@@ -4,6 +4,7 @@
 
 namespace Flow\Telemetry\Tracer\Sampler;
 
+use Flow\Telemetry\Attributes;
 use Flow\Telemetry\Context\TraceState;
 
 /**
@@ -26,16 +27,22 @@
  */
 final readonly class SamplingResult
 {
+    /**
+     * @var array<string, array<bool|float|int|string>|bool|float|int|string>
+     */
+    public array $attributes;
+
     /**
      * @param SamplingDecision $decision The sampling decision
-     * @param array<string, array<bool|float|int|string>|bool|float|int|string> $attributes Additional span attributes from the sampler
+     * @param array<string, array<bool|float|int|string>|bool|float|int|string>|Attributes $attributes Additional span attributes from the sampler
      * @param null|TraceState $traceState Updated trace state, or null to keep existing
      */
     public function __construct(
         public SamplingDecision $decision,
-        public array $attributes = [],
+        array|Attributes $attributes = [],
         public ?TraceState $traceState = null,
     ) {
+        $this->attributes = $attributes instanceof Attributes ? $attributes->normalize() : $attributes;
     }
 
     /**
@@ -49,9 +56,9 @@ public static function drop() : self
     /**
      * Create a result indicating the span should be recorded and exported.
      *
-     * @param array<string, array<bool|float|int|string>|bool|float|int|string> $attributes
+     * @param array<string, array<bool|float|int|string>|bool|float|int|string>|Attributes $attributes
      */
-    public static function recordAndSample(array $attributes = [], ?TraceState $traceState = null) : self
+    public static function recordAndSample(array|Attributes $attributes = [], ?TraceState $traceState = null) : self
     {
         return new self(SamplingDecision::RECORD_AND_SAMPLE, $attributes, $traceState);
     }
@@ -59,9 +66,9 @@ public static function recordAndSample(array $attributes = [], ?TraceState $trac
     /**
      * Create a result indicating the span should be recorded but not exported.
      *
-     * @param array<string, array<bool|float|int|string>|bool|float|int|string> $attributes
+     * @param array<string, array<bool|float|int|string>|bool|float|int|string>|Attributes $attributes
      */
-    public static function recordOnly(array $attributes = [], ?TraceState $traceState = null) : self
+    public static function recordOnly(array|Attributes $attributes = [], ?TraceState $traceState = null) : self
     {
         return new self(SamplingDecision::RECORD_ONLY, $attributes, $traceState);
     }
diff --git a/src/lib/telemetry/src/Flow/Telemetry/Tracer/Span.php b/src/lib/telemetry/src/Flow/Telemetry/Tracer/Span.php
index f477b4891b..9011634d31 100644
--- a/src/lib/telemetry/src/Flow/Telemetry/Tracer/Span.php
+++ b/src/lib/telemetry/src/Flow/Telemetry/Tracer/Span.php
@@ -23,6 +23,9 @@
  * ```
  *
  * @see https://opentelemetry.io/docs/specs/otel/trace/api/#span
+ *
+ * @phpstan-import-type TAttributeValue from Attributes
+ * @phpstan-import-type TAttributeValueMap from Attributes
  */
 final class Span
 {
@@ -310,17 +313,18 @@ public function recordEvent(SpanEvent $event) : self
      *
      * @param \Throwable $exception The exception to record
      * @param \DateTimeImmutable $timestamp The timestamp when the exception occurred
-     * @param array<string, array<bool|float|int|string>|bool|float|int|string> $attributes Additional attributes
+     * @param Attributes|TAttributeValueMap $attributes Additional attributes
      *
      * @return $this
      */
-    public function recordException(\Throwable $exception, \DateTimeImmutable $timestamp, array $attributes = []) : self
+    public function recordException(\Throwable $exception, \DateTimeImmutable $timestamp, Attributes|array $attributes = []) : self
     {
-        $eventAttributes = \array_merge([
+        $attrs = $attributes instanceof Attributes ? $attributes : Attributes::create($attributes);
+        $eventAttributes = Attributes::create([
             'exception.type' => $exception::class,
             'exception.message' => $exception->getMessage(),
             'exception.stacktrace' => $exception->getTraceAsString(),
-        ], $attributes);
+        ])->merge($attrs);
 
         $this->events[] = GenericEvent::create('exception', $timestamp, $eventAttributes);
 
@@ -358,7 +362,7 @@ public function scope() : InstrumentationScope
     /**
      * Set a single attribute.
      *
-     * @param array<bool|\DateTimeInterface|float|int|string|\Throwable>|bool|\DateTimeInterface|float|int|string|\Throwable $value
+     * @param TAttributeValue $value
      *
      * @return $this
      */
@@ -372,13 +376,14 @@ public function setAttribute(string $key, string|int|float|bool|\DateTimeInterfa
     /**
      * Set multiple attributes at once.
      *
-     * @param array<string, array<bool|\DateTimeInterface|float|int|string|\Throwable>|bool|\DateTimeInterface|float|int|string|\Throwable> $attributes
+     * @param Attributes|TAttributeValueMap $attributes
      *
      * @return $this
      */
-    public function setAttributes(array $attributes) : self
+    public function setAttributes(Attributes|array $attributes) : self
     {
-        $this->attributes = $this->attributes->merge(Attributes::create($attributes));
+        $attrs = $attributes instanceof Attributes ? $attributes : Attributes::create($attributes);
+        $this->attributes = $this->attributes->merge($attrs);
 
         return $this;
     }
diff --git a/src/lib/telemetry/src/Flow/Telemetry/Tracer/SpanLink.php b/src/lib/telemetry/src/Flow/Telemetry/Tracer/SpanLink.php
index 655e538398..9b31950c24 100644
--- a/src/lib/telemetry/src/Flow/Telemetry/Tracer/SpanLink.php
+++ b/src/lib/telemetry/src/Flow/Telemetry/Tracer/SpanLink.php
@@ -19,6 +19,8 @@
  * ```php
  * $link = SpanLink::create($otherSpanContext, ['reason' => 'batch']);
  * ```
+ *
+ * @phpstan-import-type TAttributeValueMap from Attributes
  */
 final readonly class SpanLink
 {
@@ -32,11 +34,11 @@ public function __construct(
      * Create a SpanLink with the given context and optional attributes.
      *
      * @param SpanContext $context The linked span's context
-     * @param array<string, array<bool|\DateTimeInterface|float|int|string|\Throwable>|bool|\DateTimeInterface|float|int|string|\Throwable> $attributes Link attributes
+     * @param Attributes|TAttributeValueMap $attributes Link attributes
      */
-    public static function create(SpanContext $context, array $attributes = []) : self
+    public static function create(SpanContext $context, Attributes|array $attributes = []) : self
     {
-        return new self($context, Attributes::create($attributes));
+        return new self($context, $attributes instanceof Attributes ? $attributes : Attributes::create($attributes));
     }
 
     /**
diff --git a/src/lib/telemetry/src/Flow/Telemetry/Tracer/Tracer.php b/src/lib/telemetry/src/Flow/Telemetry/Tracer/Tracer.php
index 07709ba793..bd250f7c94 100644
--- a/src/lib/telemetry/src/Flow/Telemetry/Tracer/Tracer.php
+++ b/src/lib/telemetry/src/Flow/Telemetry/Tracer/Tracer.php
@@ -4,8 +4,8 @@
 
 namespace Flow\Telemetry\Tracer;
 
+use Flow\Telemetry\{Attributes, InstrumentationScope, Resource};
 use Flow\Telemetry\Context\{Context, ContextStorage, SpanId, TraceFlags};
-use Flow\Telemetry\{InstrumentationScope, Resource};
 use Flow\Telemetry\Tracer\Sampler\Sampler;
 use Psr\Clock\ClockInterface;
 
@@ -111,6 +111,14 @@ public function context() : Context
         return $this->contextStorage->current();
     }
 
+    /**
+     * Flush all pending spans to the exporter.
+     */
+    public function flush() : bool
+    {
+        return $this->processor->flush();
+    }
+
     /**
      * Get the instrumentation scope.
      */
@@ -143,21 +151,33 @@ public function processor() : SpanProcessor
      *
      * @param string $name The span name
      * @param SpanKind $kind The span kind
-     * @param array<string, array<bool|float|int|string>|bool|float|int|string> $attributes Initial attributes
+     * @param array<string, array<bool|float|int|string>|bool|float|int|string>|Attributes $attributes Initial attributes
      * @param array<SpanLink> $links Links to other spans
+     * @param null|false|SpanContext $parentContext Explicit parent control:
+     *                                              - null (default): automatic detection from stack/context
+     *                                              - SpanContext: use as explicit parent
+     *                                              - false: create root span (no parent)
      */
     public function span(
         string $name,
         SpanKind $kind = SpanKind::INTERNAL,
-        array $attributes = [],
+        Attributes|array $attributes = [],
         array $links = [],
+        SpanContext|false|null $parentContext = null,
     ) : Span {
         $context = $this->contextStorage->current();
         $parentSpanId = null;
         $parentSpanContext = null;
         $parentIsRemote = false;
 
-        if (!$this->spanStack->isEmpty()) {
+        if ($parentContext === false) {
+            $parentSpanId = null;
+            $parentSpanContext = null;
+        } elseif ($parentContext !== null) {
+            $parentSpanContext = $parentContext;
+            $parentSpanId = $parentContext->spanId;
+            $parentIsRemote = $parentContext->isRemote;
+        } elseif (!$this->spanStack->isEmpty()) {
             $parentSpanContext = $this->spanStack->top();
             $parentSpanId = $parentSpanContext->spanId;
         } elseif ($context->activeSpanId() !== null) {
@@ -178,9 +198,8 @@ public function span(
         $startTime = $this->clock->now();
         $span = new Span($name, $spanContext, $kind, $startTime, $this->resource, $this->scope, $isRecording);
 
-        foreach ($attributes as $key => $value) {
-            $span->setAttribute($key, $value);
-        }
+        $attributesToSet = $attributes instanceof Attributes ? $attributes : Attributes::create($attributes);
+        $span->setAttributes($attributesToSet);
 
         foreach ($links as $link) {
             $span->addLink($link);
@@ -198,9 +217,7 @@ public function span(
                 $traceState = $samplingResult->traceState;
             }
 
-            foreach ($samplingResult->attributes as $key => $value) {
-                $attributes[$key] = $value;
-            }
+            $attributesToSet = $attributesToSet->merge(Attributes::create($samplingResult->attributes));
 
             if (!$isRecording || !$samplingResult->decision->isSampled()) {
                 $spanContext = $parentIsRemote
@@ -208,10 +225,7 @@ public function span(
                     : SpanContext::create($traceId, $spanId, $parentSpanId, $traceFlags, $traceState);
 
                 $span = new Span($name, $spanContext, $kind, $startTime, $this->resource, $this->scope, $isRecording);
-
-                foreach ($attributes as $key => $value) {
-                    $span->setAttribute($key, $value);
-                }
+                $span->setAttributes($attributesToSet);
 
                 foreach ($links as $link) {
                     $span->addLink($link);
@@ -241,14 +255,15 @@ public function span(
      * @param string $name The span name
      * @param callable(): T $callback The callable to execute
      * @param SpanKind $kind The span kind
+     * @param null|false|SpanContext $parentContext Explicit parent control (see span() for details)
      *
      * @throws \Throwable Rethrows any exception from the callback
      *
      * @return T The callback result
      */
-    public function trace(string $name, callable $callback, SpanKind $kind = SpanKind::INTERNAL) : mixed
+    public function trace(string $name, callable $callback, SpanKind $kind = SpanKind::INTERNAL, SpanContext|false|null $parentContext = null) : mixed
     {
-        $span = $this->span($name, $kind);
+        $span = $this->span($name, $kind, [], [], $parentContext);
 
         try {
             $result = $callback();
diff --git a/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/AttributesTest.php b/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/AttributesTest.php
index fba05f71b6..d69018ce6b 100644
--- a/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/AttributesTest.php
+++ b/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/AttributesTest.php
@@ -5,10 +5,97 @@
 namespace Flow\Telemetry\Tests\Unit;
 
 use Flow\Telemetry\Attributes;
+use PHPUnit\Framework\Attributes\DataProvider;
 use PHPUnit\Framework\TestCase;
 
 final class AttributesTest extends TestCase
 {
+    public static function id_provider() : \Generator
+    {
+        yield 'empty attributes' => [
+            [],
+            '',
+        ];
+
+        yield 'single string' => [
+            ['name' => 'Alice'],
+            'name=Alice',
+        ];
+
+        yield 'single int' => [
+            ['count' => 42],
+            'count=42',
+        ];
+
+        yield 'single float' => [
+            ['ratio' => 3.14],
+            'ratio=3.14',
+        ];
+
+        yield 'bool true' => [
+            ['enabled' => true],
+            'enabled=true',
+        ];
+
+        yield 'bool false' => [
+            ['enabled' => false],
+            'enabled=false',
+        ];
+
+        yield 'multiple scalars sorted by key' => [
+            ['z' => 'last', 'a' => 'first', 'm' => 'middle'],
+            'a=first|m=middle|z=last',
+        ];
+
+        yield 'mixed types sorted by key' => [
+            ['method' => 'GET', 'status' => 200, 'cached' => true],
+            'cached=true|method=GET|status=200',
+        ];
+
+        yield 'null values are excluded' => [
+            ['key' => 'value', 'empty' => null],
+            'key=value',
+        ];
+
+        yield 'array values are excluded' => [
+            ['tags' => ['a', 'b'], 'name' => 'test'],
+            'name=test',
+        ];
+
+        yield 'all non-scalar values excluded results in empty id' => [
+            ['tags' => ['a', 'b']],
+            '',
+        ];
+
+        yield 'datetime is formatted as ISO 8601' => [
+            ['ts' => new \DateTimeImmutable('2024-01-15T10:30:00+00:00')],
+            'ts=2024-01-15T10:30:00+00:00',
+        ];
+
+        yield 'throwable uses message' => [
+            ['error' => new \RuntimeException('something broke')],
+            'error=something broke',
+        ];
+
+        yield 'same keys different order produce same id' => [
+            ['b' => '2', 'a' => '1'],
+            'a=1|b=2',
+        ];
+    }
+
+    public function test_constructor_filters_null_values() : void
+    {
+        $attributes = Attributes::create([
+            'key1' => 'value1',
+            'key2' => null,
+            'key3' => 0,
+            'key4' => '',
+            'key5' => null,
+        ]);
+
+        self::assertSame(['key1' => 'value1', 'key3' => 0, 'key4' => ''], $attributes->normalize());
+    }
+
     public function test_count_returns_correct_number() : void
     {
         $attributes = Attributes::create(['a' => '1', 'b' => '2', 'c' => '3']);
@@ -86,6 +173,23 @@ public function test_has_returns_true_for_existing() : void
         self::assertTrue($attributes->has('key'));
     }
 
+    /**
+     * @param array<string, null|array<bool|\DateTimeInterface|float|int|string|\Throwable>|bool|\DateTimeInterface|float|int|string|\Throwable> $values
+     */
+    #[DataProvider('id_provider')]
+    public function test_id(array $values, string $expectedId) : void
+    {
+        self::assertSame($expectedId, Attributes::create($values)->id());
+    }
+
+    public function test_id_is_stable_regardless_of_insertion_order() : void
+    {
+        $a = Attributes::create(['x' => '1', 'y' => '2', 'z' => '3']);
+        $b = Attributes::create(['z' => '3', 'x' => '1', 'y' => '2']);
+
+        self::assertSame($a->id(), $b->id());
+    }
+
     public function test_is_empty_for_empty_attributes() : void
     {
         $attributes = Attributes::empty();
diff --git a/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Logger/MemoryLoggerProviderTest.php b/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Logger/MemoryLoggerProviderTest.php
index 475e597f3d..371713a131 100644
--- a/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Logger/MemoryLoggerProviderTest.php
+++ b/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Logger/MemoryLoggerProviderTest.php
@@ -4,11 +4,11 @@
 
 namespace Flow\Telemetry\Tests\Unit\Logger;
 
+use Flow\Telemetry\{Attributes, Resource};
 use Flow\Telemetry\Context\MemoryContextStorage;
 use Flow\Telemetry\Logger\{Logger, LoggerProvider, Severity};
 use Flow\Telemetry\Provider\Memory\MemoryLogProcessor;
 use Flow\Telemetry\Provider\Void\VoidLogExporter;
-use Flow\Telemetry\Resource;
 use Flow\Telemetry\Tests\Mother\{ClockMother, ResourceMother};
 use PHPUnit\Framework\TestCase;
 
@@ -31,6 +31,18 @@ public function test_creates_new_logger_each_time() : void
         self::assertNotSame($logger1, $logger2);
     }
 
+    public function test_logger_accepts_attributes_object() : void
+    {
+        $processor = $this->createProcessor();
+        $provider = new LoggerProvider($processor, ClockMother::frozen(), new MemoryContextStorage());
+        $logger = $provider->logger($this->resource, 'service', '1.0');
+
+        $logger->info('message with attributes', Attributes::create(['key' => 'value']));
+
+        self::assertCount(1, $processor->entries());
+        self::assertSame('value', $processor->entries()[0]->record->attributes->normalize()['key']);
+    }
+
     public function test_logger_returns_logger_instance() : void
     {
         $provider = new LoggerProvider($this->createProcessor(), ClockMother::frozen(), new MemoryContextStorage());
diff --git a/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Logger/Processor/SeverityFilteringLogProcessorTest.php b/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Logger/Processor/SeverityFilteringLogProcessorTest.php
new file mode 100644
index 0000000000..60d16fec69
--- /dev/null
+++ b/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Logger/Processor/SeverityFilteringLogProcessorTest.php
@@ -0,0 +1,160 @@
+<?php
+
+declare(strict_types=1);
+
+namespace Flow\Telemetry\Tests\Unit\Logger\Processor;
+
+use Flow\Telemetry\{InstrumentationScope, Resource};
+use Flow\Telemetry\Logger\{LogEntry, LogExporter, LogProcessor, LogRecord, Severity};
+use Flow\Telemetry\Logger\Processor\SeverityFilteringLogProcessor;
+use Flow\Telemetry\Tests\Mother\ResourceMother;
+use PHPUnit\Framework\TestCase;
+
+final class SeverityFilteringLogProcessorTest extends TestCase
+{
+    private Resource $resource;
+
+    protected function setUp() : void
+    {
+        $this->resource = ResourceMother::default();
+    }
+
+    public function test_exporter_returns_wrapped_processor_exporter() : void
+    {
+        $exporter = $this->createMock(LogExporter::class);
+        $wrappedProcessor = $this->createMock(LogProcessor::class);
+        $wrappedProcessor->expects(self::once())
+            ->method('exporter')
+            ->willReturn($exporter);
+
+        $processor = new SeverityFilteringLogProcessor($wrappedProcessor, Severity::INFO);
+
+        self::assertSame($exporter, $processor->exporter());
+    }
+
+    public function test_filters_multiple_entries_correctly() : void
+    {
+        $wrappedProcessor = $this->createMock(LogProcessor::class);
+        $wrappedProcessor->expects(self::exactly(3))
+            ->method('process');
+
+        $processor = new SeverityFilteringLogProcessor($wrappedProcessor, Severity::WARN);
+
+        $processor->process($this->createEntry(Severity::TRACE, 'trace message'));
+        $processor->process($this->createEntry(Severity::DEBUG, 'debug message'));
+        $processor->process($this->createEntry(Severity::INFO, 'info message'));
+        $processor->process($this->createEntry(Severity::WARN, 'warn message'));
+        $processor->process($this->createEntry(Severity::ERROR, 'error message'));
+        $processor->process($this->createEntry(Severity::FATAL, 'fatal message'));
+    }
+
+    public function test_filters_out_log_below_minimum_severity_level() : void
+    {
+        $wrappedProcessor = $this->createMock(LogProcessor::class);
+        $wrappedProcessor->expects(self::never())
+            ->method('process');
+
+        $processor = new SeverityFilteringLogProcessor($wrappedProcessor, Severity::WARN);
+
+        $processor->process($this->createEntry(Severity::INFO, 'info message'));
+    }
+
+    public function test_filters_trace_when_minimum_is_debug() : void
+    {
+        $wrappedProcessor = $this->createMock(LogProcessor::class);
+        $wrappedProcessor->expects(self::never())
+            ->method('process');
+
+        $processor = new SeverityFilteringLogProcessor($wrappedProcessor, Severity::DEBUG);
+
+        $processor->process($this->createEntry(Severity::TRACE, 'trace message'));
+    }
+
+    public function test_flush_delegates_to_wrapped_processor() : void
+    {
+        $wrappedProcessor = $this->createMock(LogProcessor::class);
+        $wrappedProcessor->expects(self::once())
+            ->method('flush')
+            ->willReturn(true);
+
+        $processor = new SeverityFilteringLogProcessor($wrappedProcessor, Severity::INFO);
+
+        self::assertTrue($processor->flush());
+    }
+
+    public function test_flush_returns_false_when_wrapped_processor_fails() : void
+    {
+        $wrappedProcessor = $this->createMock(LogProcessor::class);
+        $wrappedProcessor->expects(self::once())
+            ->method('flush')
+            ->willReturn(false);
+
+        $processor = new SeverityFilteringLogProcessor($wrappedProcessor, Severity::INFO);
+
+        self::assertFalse($processor->flush());
+    }
+
+    public function test_only_fatal_when_minimum_is_fatal() : void
+    {
+        $wrappedProcessor = $this->createMock(LogProcessor::class);
+        $wrappedProcessor->expects(self::once())
+            ->method('process');
+
+        $processor = new SeverityFilteringLogProcessor($wrappedProcessor, Severity::FATAL);
+
+        $processor->process($this->createEntry(Severity::TRACE, 'trace'));
+        $processor->process($this->createEntry(Severity::DEBUG, 'debug'));
+        $processor->process($this->createEntry(Severity::INFO, 'info'));
+        $processor->process($this->createEntry(Severity::WARN, 'warn'));
+        $processor->process($this->createEntry(Severity::ERROR, 'error'));
+        $processor->process($this->createEntry(Severity::FATAL, 'fatal'));
+    }
+
+    public function test_passes_all_levels_when_minimum_is_trace() : void
+    {
+        $wrappedProcessor = $this->createMock(LogProcessor::class);
+        $wrappedProcessor->expects(self::exactly(6))
+            ->method('process');
+
+        $processor = new SeverityFilteringLogProcessor($wrappedProcessor, Severity::TRACE);
+
+        $processor->process($this->createEntry(Severity::TRACE, 'trace'));
+        $processor->process($this->createEntry(Severity::DEBUG, 'debug'));
+        $processor->process($this->createEntry(Severity::INFO, 'info'));
+        $processor->process($this->createEntry(Severity::WARN, 'warn'));
+        $processor->process($this->createEntry(Severity::ERROR, 'error'));
+        $processor->process($this->createEntry(Severity::FATAL, 'fatal'));
+    }
+
+    public function test_passes_through_log_above_minimum_severity_level() : void
+    {
+        $wrappedProcessor = $this->createMock(LogProcessor::class);
+        $wrappedProcessor->expects(self::once())
+            ->method('process');
+
+        $processor = new SeverityFilteringLogProcessor($wrappedProcessor, Severity::WARN);
+
+        $processor->process($this->createEntry(Severity::ERROR, 'error message'));
+    }
+
+    public function test_passes_through_log_at_minimum_severity_level() : void
+    {
+        $wrappedProcessor = $this->createMock(LogProcessor::class);
+        $wrappedProcessor->expects(self::once())
+            ->method('process');
+
+        $processor = new SeverityFilteringLogProcessor($wrappedProcessor, Severity::WARN);
+
+        $processor->process($this->createEntry(Severity::WARN, 'warning message'));
+    }
+
+    private function createEntry(Severity $severity, string $body) : LogEntry
+    {
+        return new LogEntry(
+            (new LogRecord())->setSeverity($severity)->setBody($body),
+            $this->resource,
+            new InstrumentationScope('test', '1.0.0'),
+            new \DateTimeImmutable(),
+        );
+    }
+}
diff --git a/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Meter/Instrument/ThroughputTest.php b/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Meter/Instrument/ThroughputTest.php
new file mode 100644
index 0000000000..8f6486620d
--- /dev/null
+++ b/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Meter/Instrument/ThroughputTest.php
@@ -0,0 +1,376 @@
+<?php
+
+declare(strict_types=1);
+
+namespace Flow\Telemetry\Tests\Unit\Meter\Instrument;
+
+use Flow\Telemetry\Attributes;
+use Flow\Telemetry\Meter\Instrument\Throughput;
+use Flow\Telemetry\Meter\{MetricType, TimeUnit};
+use Flow\Telemetry\Tests\Mother\{ClockMother, InstrumentationScopeMother, ResourceMother, SpanContextMother};
+use PHPUnit\Framework\TestCase;
+
+final class ThroughputTest extends TestCase
+{
+    public function test_add_accumulates_counts() : void
+    {
+        $throughput = new Throughput(
+            'test.throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+        );
+
+        $throughput->add(100);
+        $throughput->add(150);
+        $throughput->add(50);
+
+        $metrics = $throughput->collect();
+
+        self::assertCount(1, $metrics);
+        self::assertIsFloat($metrics[0]->value);
+    }
+
+    public function test_attributes_object_normalized() : void
+    {
+        $throughput = new Throughput(
+            'test.throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+        );
+
+        $throughput->add(50, Attributes::create(['source' => 'parquet', 'version' => 2]));
+        $metrics = $throughput->collect();
+
+        self::assertCount(1, $metrics);
+        self::assertSame('parquet', $metrics[0]->attributes->get('source'));
+        self::assertSame(2, $metrics[0]->attributes->get('version'));
+    }
+
+    public function test_collect_returns_metric_with_rate() : void
+    {
+        $throughput = new Throughput(
+            'test.throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+            ratePrecision: null,
+        );
+
+        $throughput->add(1000);
+
+        $metrics = $throughput->collect();
+
+        self::assertCount(1, $metrics);
+        self::assertIsFloat($metrics[0]->value);
+        self::assertGreaterThan(0, $metrics[0]->value);
+    }
+
+    public function test_creates_instance_with_metadata() : void
+    {
+        $throughput = new Throughput(
+            'dataframe_throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+            unit: 'rows',
+            description: 'Rows processed per second',
+        );
+
+        self::assertSame('dataframe_throughput', $throughput->name());
+        self::assertSame('rows/sec', $throughput->unit());
+        self::assertSame('Rows processed per second', $throughput->description());
+    }
+
+    public function test_custom_attributes_included_in_metric() : void
+    {
+        $throughput = new Throughput(
+            'test.throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+        );
+
+        $throughput->add(100, ['source' => 'csv', 'pipeline' => 'main']);
+        $metrics = $throughput->collect();
+
+        self::assertCount(1, $metrics);
+        self::assertSame('csv', $metrics[0]->attributes->get('source'));
+        self::assertSame('main', $metrics[0]->attributes->get('pipeline'));
+    }
+
+    public function test_custom_attributes_preserved_in_metric() : void
+    {
+        $throughput = new Throughput(
+            'test.throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+        );
+
+        $throughput->add(100, ['source' => 'csv']);
+        $metrics = $throughput->collect();
+
+        self::assertCount(1, $metrics);
+        self::assertSame('csv', $metrics[0]->attributes->get('source'));
+    }
+
+    public function test_default_time_unit_is_seconds() : void
+    {
+        $throughput = new Throughput(
+            'test.throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+            unit: 'rows',
+        );
+
+        self::assertSame('rows/sec', $throughput->unit());
+    }
+
+    public function test_different_attribute_sets_produce_separate_metrics() : void
+    {
+        $throughput = new Throughput(
+            'test.throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+        );
+
+        $throughput->add(100, ['source' => 'csv']);
+        $throughput->add(200, ['source' => 'parquet']);
+        $throughput->add(50, ['source' => 'json']);
+
+        $metrics = $throughput->collect();
+
+        self::assertCount(3, $metrics);
+
+        $metricsBySource = [];
+
+        foreach ($metrics as $metric) {
+            $source = $metric->attributes->get('source');
+            self::assertIsString($source);
+            /** @var string $source */
+            $metricsBySource[$source] = $metric;
+        }
+
+        self::assertArrayHasKey('csv', $metricsBySource);
+        self::assertArrayHasKey('parquet', $metricsBySource);
+        self::assertArrayHasKey('json', $metricsBySource);
+    }
+
+    public function test_exemplar_captured_when_span_context_provided() : void
+    {
+        $throughput = new Throughput(
+            'test.throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+        );
+
+        $spanContext = SpanContextMother::create();
+        $throughput->add(100, ['source' => 'csv'], $spanContext);
+
+        $metrics = $throughput->collect();
+
+        self::assertCount(1, $metrics);
+        self::assertCount(1, $metrics[0]->exemplars);
+        self::assertSame($spanContext->traceId, $metrics[0]->exemplars[0]->traceId);
+        self::assertSame($spanContext->spanId, $metrics[0]->exemplars[0]->spanId);
+    }
+
+    public function test_metric_metadata_preserved() : void
+    {
+        $throughput = new Throughput(
+            'dataframe_throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+            unit: 'rows',
+            description: 'Rows processed per second',
+        );
+
+        $throughput->add(100);
+        $metrics = $throughput->collect();
+
+        self::assertCount(1, $metrics);
+        self::assertSame('dataframe_throughput', $metrics[0]->name);
+        self::assertSame('rows/sec', $metrics[0]->unit);
+        self::assertSame('Rows processed per second', $metrics[0]->description);
+    }
+
+    public function test_no_metrics_when_no_add_calls() : void
+    {
+        $throughput = new Throughput(
+            'test.throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+        );
+
+        $metrics = $throughput->collect();
+
+        self::assertCount(0, $metrics);
+    }
+
+    public function test_no_rounding_when_rate_precision_is_null() : void
+    {
+        $throughput = new Throughput(
+            'test.throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+            ratePrecision: null,
+        );
+
+        $throughput->add(1000);
+        $metrics = $throughput->collect();
+
+        self::assertIsFloat($metrics[0]->value);
+    }
+
+    public function test_rate_precision_applied_to_value() : void
+    {
+        $throughput = new Throughput(
+            'test.throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+            ratePrecision: 0,
+        );
+
+        $throughput->add(1000);
+        $metrics = $throughput->collect();
+
+        $rateString = (string) $metrics[0]->value;
+        $rateDecimalPlaces = \strlen(\substr(\strrchr($rateString, '.') ?: '', 1));
+        self::assertLessThanOrEqual(0, $rateDecimalPlaces);
+    }
+
+    public function test_returns_correct_metric_type() : void
+    {
+        $throughput = new Throughput(
+            'test.throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+        );
+
+        $throughput->add(1);
+        $metrics = $throughput->collect();
+
+        self::assertSame(MetricType::GAUGE, $metrics[0]->type);
+    }
+
+    public function test_same_attributes_aggregated_together() : void
+    {
+        $throughput = new Throughput(
+            'test.throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+        );
+
+        $throughput->add(100, ['source' => 'csv']);
+        $throughput->add(150, ['source' => 'csv']);
+        $throughput->add(50, ['source' => 'csv']);
+
+        $metrics = $throughput->collect();
+
+        self::assertCount(1, $metrics);
+        self::assertSame('csv', $metrics[0]->attributes->get('source'));
+        self::assertIsFloat($metrics[0]->value);
+    }
+
+    public function test_time_unit_affects_unit_string() : void
+    {
+        $throughput = new Throughput(
+            'test.throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+            unit: 'rows',
+            timeUnit: TimeUnit::MILLISECONDS,
+        );
+
+        self::assertSame('rows/ms', $throughput->unit());
+    }
+
+    public function test_unit_is_null_when_measurement_unit_is_null() : void
+    {
+        $throughput = new Throughput(
+            'test.throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+        );
+
+        self::assertNull($throughput->unit());
+    }
+
+    public function test_uses_custom_rate_precision() : void
+    {
+        $throughput = new Throughput(
+            'test.throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+            ratePrecision: 4,
+        );
+
+        $throughput->add(1000);
+        $metrics = $throughput->collect();
+
+        $valueString = (string) $metrics[0]->value;
+        $decimalPlaces = \strlen(\substr(\strrchr($valueString, '.') ?: '', 1));
+
+        self::assertLessThanOrEqual(4, $decimalPlaces);
+    }
+
+    public function test_uses_custom_time_unit_milliseconds() : void
+    {
+        $throughput = new Throughput(
+            'test.throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+            unit: 'bytes',
+            timeUnit: TimeUnit::MILLISECONDS,
+        );
+
+        self::assertSame('bytes/ms', $throughput->unit());
+    }
+
+    public function test_uses_custom_time_unit_minutes() : void
+    {
+        $throughput = new Throughput(
+            'test.throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+            unit: 'requests',
+            timeUnit: TimeUnit::MINUTES,
+        );
+
+        self::assertSame('requests/min', $throughput->unit());
+    }
+
+    public function test_uses_default_precision_of_two_decimal_places() : void
+    {
+        $throughput = new Throughput(
+            'test.throughput',
+            ResourceMother::default(),
+            InstrumentationScopeMother::default(),
+            ClockMother::frozen(),
+        );
+
+        $throughput->add(1000);
+        $metrics = $throughput->collect();
+
+        $valueString = (string) $metrics[0]->value;
+        $decimalPlaces = \strlen(\substr(\strrchr($valueString, '.') ?: '', 1));
+
+        self::assertLessThanOrEqual(2, $decimalPlaces);
+    }
+}
diff --git a/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Meter/MeterTest.php b/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Meter/MeterTest.php
index 7d716117b0..0ee3d20242 100644
--- a/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Meter/MeterTest.php
+++ b/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Meter/MeterTest.php
@@ -7,6 +7,7 @@
 use Flow\Telemetry\InstrumentationScope;
 use Flow\Telemetry\Meter\Instrument\{Counter, Gauge, Histogram, UpDownCounter};
 use Flow\Telemetry\Meter\{Meter, MetricType};
+use Flow\Telemetry\Provider\Memory\{MemoryMetricExporter, MemoryMetricProcessor};
 use Flow\Telemetry\Provider\Void\VoidMetricProcessor;
 use Flow\Telemetry\Tests\Mother\{ClockMother, ResourceMother};
 use PHPUnit\Framework\Attributes\DataProvider;
@@ -68,6 +69,63 @@ public function test_collect_clears_aggregated_values() : void
         self::assertCount(0, $secondCollect);
     }
 
+    public function test_complete_collects_metrics_and_passes_to_processor() : void
+    {
+        $processor = new MemoryMetricProcessor(new MemoryMetricExporter());
+        $meter = new Meter(ResourceMother::default(), new InstrumentationScope('test-meter', '1.0.0'), $processor, ClockMother::frozen());
+
+        $counter = $meter->createCounter('requests.total', 'requests', 'Total requests');
+        $counter->add(10, ['method' => 'GET']);
+        $counter->add(5, ['method' => 'POST']);
+
+        $meter->complete($counter);
+
+        $processedMetrics = $processor->metrics();
+        self::assertCount(2, $processedMetrics);
+
+        $getMetrics = \array_filter($processedMetrics, static fn ($m) => $m->attributes->get('method') === 'GET');
+        $postMetrics = \array_filter($processedMetrics, static fn ($m) => $m->attributes->get('method') === 'POST');
+
+        self::assertCount(1, $getMetrics);
+        self::assertCount(1, $postMetrics);
+        self::assertSame(10, \array_values($getMetrics)[0]->value);
+        self::assertSame(5, \array_values($postMetrics)[0]->value);
+    }
+
+    public function test_complete_removes_instrument_from_cache() : void
+    {
+        $meter = new Meter(ResourceMother::default(), new InstrumentationScope('test-meter', '1.0.0'), new VoidMetricProcessor(), ClockMother::frozen());
+
+        $counter1 = $meter->createCounter('requests');
+        $counter1->add(100);
+
+        $meter->complete($counter1);
+
+        $counter2 = $meter->createCounter('requests');
+
+        self::assertNotSame($counter1, $counter2);
+    }
+
+    public function test_complete_with_instrument_not_created_by_this_meter() : void
+    {
+        $processorA = new MemoryMetricProcessor(new MemoryMetricExporter());
+        $processorB = new MemoryMetricProcessor(new MemoryMetricExporter());
+
+        $meterA = new Meter(ResourceMother::default(), new InstrumentationScope('meter-a', '1.0.0'), $processorA, ClockMother::frozen());
+        $meterB = new Meter(ResourceMother::default(), new InstrumentationScope('meter-b', '1.0.0'), $processorB, ClockMother::frozen());
+
+        $counterFromA = $meterA->createCounter('requests');
+        $counterFromA->add(50);
+
+        $meterB->complete($counterFromA);
+
+        self::assertCount(1, $processorB->metrics());
+        self::assertSame(50, $processorB->metrics()[0]->value);
+
+        $counterFromB = $meterB->createCounter('requests');
+        self::assertNotSame($counterFromA, $counterFromB);
+    }
+
     #[DataProvider('validCounterAmountProvider')]
     public function test_counter_accepts_non_negative_amounts(int|float $amount) : void
     {
diff --git a/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Meter/TimeUnitTest.php b/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Meter/TimeUnitTest.php
new file mode 100644
index 0000000000..7f359c7832
--- /dev/null
+++ b/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Meter/TimeUnitTest.php
@@ -0,0 +1,45 @@
+<?php
+
+declare(strict_types=1);
+
+namespace Flow\Telemetry\Tests\Unit\Meter;
+
+use Flow\Telemetry\Meter\TimeUnit;
+use PHPUnit\Framework\TestCase;
+
+final class TimeUnitTest extends TestCase
+{
+    public function test_converts_nanoseconds_to_microseconds() : void
+    {
+        self::assertEqualsWithDelta(1_000.0, TimeUnit::MICROSECONDS->fromNanoseconds(1_000_000), 0.001);
+    }
+
+    public function test_converts_nanoseconds_to_milliseconds() : void
+    {
+        self::assertEqualsWithDelta(1_000.0, TimeUnit::MILLISECONDS->fromNanoseconds(1_000_000_000), 0.001);
+    }
+
+    public function test_converts_nanoseconds_to_minutes() : void
+    {
+        self::assertEqualsWithDelta(1.0, TimeUnit::MINUTES->fromNanoseconds(60_000_000_000), 0.001);
+    }
+
+    public function test_converts_nanoseconds_to_seconds() : void
+    {
+        self::assertEqualsWithDelta(2.5, TimeUnit::SECONDS->fromNanoseconds(2_500_000_000), 0.001);
+    }
+
+    public function test_has_correct_string_values() : void
+    {
+        self::assertSame('ns', TimeUnit::NANOSECONDS->value);
+        self::assertSame('µs', TimeUnit::MICROSECONDS->value);
+        self::assertSame('ms', TimeUnit::MILLISECONDS->value);
+        self::assertSame('sec', TimeUnit::SECONDS->value);
+        self::assertSame('min', TimeUnit::MINUTES->value);
+    }
+
+    public function test_returns_nanoseconds_as_float() : void
+    {
+        self::assertSame(1_000_000.0, TimeUnit::NANOSECONDS->fromNanoseconds(1_000_000));
+    }
+}
diff --git a/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Provider/Console/ConsoleMetricExporterTest.php b/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Provider/Console/ConsoleMetricExporterTest.php
index 0ade6363db..0961193970 100644
--- a/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Provider/Console/ConsoleMetricExporterTest.php
+++ b/src/lib/telemetry/tests/Flow/Telemetry/Tests/Unit/Provider/Console/ConsoleMetricExporterTest.php
@@ -17,6 +17,28 @@ public function test_export_empty_metrics_returns_true() : void
         self::assertTrue($this->createExporter()->export([]));
     }
 
+    public function test_export_outputs_attributes() : void
+    {
+        $stream = $this->createStream();
+        $exporter = $this->createExporter($stream);
+
+        $exporter->export([
+            new Metric(
+                name: 'test.metric',
+                type: MetricType::COUNTER,
+                value: 1,
+                attributes: Attributes::create(['source' => 'csv', 'pipeline' => 'main']),
+                timestamp: new \DateTimeImmutable(),
+                resource: ResourceMother::default(),
+                scope: InstrumentationScopeMother::default(),
+            ),
+        ]);
+
+        $output = $this->getOutput($stream);
+        self::assertStringContainsString('source=csv', $output);
+        self::assertStringContainsString('pipeline=main', $output);
+    }
+
     public function test_export_outputs_counter_with_icon() : void
     {
         $stream = $this->createStream();
diff --git a/web/landing/resources/api.json b/web/landing/resources/api.json
index f0ac9843d4..788e8ac457 100644
--- a/web/landing/resources/api.json
+++ b/web/landing/resources/api.json
@@ -1 +1 @@
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