nastra commented on code in PR #16250:
URL: https://github.com/apache/iceberg/pull/16250#discussion_r3460171061


##########
docs/docs/metrics-reporting.md:
##########
@@ -120,6 +120,227 @@ This is the default when using the 
[`RESTCatalog`](https://github.com/apache/ice
 
 Sending metrics via REST can be controlled with the 
`rest-metrics-reporting-enabled` (defaults to `true`) property.
 
+### 
[`OtelMetricsReporter`](https://github.com/apache/iceberg/blob/main/core/src/main/java/org/apache/iceberg/metrics/OtelMetricsReporter.java)
+
+Exports 
[`ScanReport`](https://github.com/apache/iceberg/blob/main/core/src/main/java/org/apache/iceberg/metrics/ScanReport.java)
 and 
[`CommitReport`](https://github.com/apache/iceberg/blob/main/core/src/main/java/org/apache/iceberg/metrics/CommitReport.java)
 through the [OpenTelemetry](https://opentelemetry.io/) API as `iceberg.scan.*` 
and `iceberg.commit.*` metrics. Any OTLP-compatible backend (Prometheus, 
CloudWatch, Datadog, Grafana Cloud, Honeycomb, etc.) can receive them through a 
host-owned OpenTelemetry SDK.
+
+#### Host responsibilities
+
+`OtelMetricsReporter` does not own the OpenTelemetry SDK. It calls 
`GlobalOpenTelemetry.get().getMeter("org.apache.iceberg")` in `initialize(...)` 
and reports through whatever SDK the host application has registered. If no SDK 
has been registered, OpenTelemetry returns the no-op implementation and metric 
calls are silently dropped — the standard OpenTelemetry API contract.
+
+The host application is therefore responsible for:
+
+1. Adding the OpenTelemetry **API**, **SDK**, and a **metric exporter** 
matching the target backend to the runtime classpath. Iceberg core compiles 
against `opentelemetry-api` only; it does not bundle the SDK or any exporter.
+2. Building and registering an `OpenTelemetrySdk`, either via the 
[OpenTelemetry Java agent](https://opentelemetry.io/docs/zero-code/java/agent/) 
(which auto-instruments the SDK at JVM startup) or programmatically with 
`OpenTelemetrySdk.builder()...buildAndRegisterGlobal()`.
+3. Configuring the exporter's endpoint, credentials, batching, retry, and 
resource attributes — typically via the [standard OpenTelemetry environment 
variables](https://opentelemetry.io/docs/specs/otel/configuration/sdk-environment-variables/)
 (`OTEL_EXPORTER_OTLP_ENDPOINT`, `OTEL_SERVICE_NAME`, 
`OTEL_EXPORTER_OTLP_HEADERS`, ...).
+
+Because the host owns the SDK, Iceberg has no reporter-specific catalog 
properties for endpoint, protocol, headers, intervals, or resource attributes. 
The catalog only needs to know the reporter class:
+
+```
+metrics-reporter-impl=org.apache.iceberg.metrics.OtelMetricsReporter
+```
+
+#### Attribute set
+
+By default the reporter attaches the following attributes to every emitted 
metric point:
+
+| Metrics | Default attributes |
+|---|---|
+| Scan metrics (`iceberg.scan.*`) | `iceberg.table.name` |
+| Commit metrics (`iceberg.commit.*`) | `iceberg.table.name`, 
`iceberg.operation` |
+
+The attribute set is configurable via the `iceberg.otel.metrics.attributes` 
catalog property, which takes a comma-separated allowlist of attribute short 
names. Recognized names:
+
+- `table-name` — emits `iceberg.table.name`
+- `schema-id` — emits `iceberg.schema.id` (opt-in; useful for correlating scan 
performance with schema evolution)
+- `operation` — emits `iceberg.operation`
+
+Attributes whose short names are not listed are omitted from emitted metric 
points. To additionally include the schema id:
+
+```
+iceberg.otel.metrics.attributes=table-name,schema-id,operation
+```
+
+To omit `iceberg.table.name` entirely in deployments with a very large number 
of tables:
+
+```
+iceberg.otel.metrics.attributes=operation
+```
+
+To emit metrics with no attributes at all (single aggregate time series per 
metric):
+
+```
+iceberg.otel.metrics.attributes=
+```
+
+When the property is not set, the default attribute set above is used.
+
+The snapshot id is deliberately not exposed as a metric attribute because 
snapshot ids are monotonically increasing and unique per commit; including them 
would create a new time series for every commit and risk unbounded cardinality 
in any time-series backend.
+
+#### Packaging the exporter
+
+Pick one OTLP exporter (or any other OpenTelemetry exporter for your backend) 
and add it to the host's runtime classpath alongside the API and SDK. The 
OTLP/HTTP path works against any OpenTelemetry Collector or backend that 
accepts OTLP/HTTP; OTLP/gRPC is functionally equivalent over gRPC.
+
+Gradle (for a Spark application or any plain JVM app):
+
+```groovy
+dependencies {
+  // OpenTelemetry API + SDK
+  runtimeOnly "io.opentelemetry:opentelemetry-api:1.61.0"
+  runtimeOnly "io.opentelemetry:opentelemetry-sdk:1.61.0"
+
+  // Pick one exporter for your backend
+  runtimeOnly "io.opentelemetry:opentelemetry-exporter-otlp:1.61.0"
+  // or "io.opentelemetry:opentelemetry-exporter-prometheus:1.61.0-alpha"
+}
+```
+
+For Spark `spark-submit`, the same artifacts can be passed via `--packages`:
+
+```bash
+spark-submit \
+  --packages 
io.opentelemetry:opentelemetry-api:1.61.0,io.opentelemetry:opentelemetry-sdk:1.61.0,io.opentelemetry:opentelemetry-exporter-otlp:1.61.0
 \
+  ...
+```
+
+For Flink, add the same jars to the `lib/` directory of the Flink 
distribution. For Trino, OpenTelemetry is part of the platform classpath.
+
+#### Programmatic SDK registration
+
+A typical host bootstrap, executed once before the catalog is loaded:
+
+```java
+SdkMeterProvider meterProvider =
+    SdkMeterProvider.builder()
+        .setResource(
+            Resource.getDefault().toBuilder()
+                .put(AttributeKey.stringKey("service.name"), "my-iceberg-app")
+                .build())
+        .registerMetricReader(
+            PeriodicMetricReader.builder(
+                    OtlpHttpMetricExporter.builder()
+                        
.setEndpoint("http://collector.example:4318/v1/metrics";)
+                        .build())
+                .setInterval(Duration.ofSeconds(30))
+                .build())
+        .build();
+
+OpenTelemetrySdk.builder()
+    .setMeterProvider(meterProvider)
+    .buildAndRegisterGlobal();
+```
+
+When using the [OpenTelemetry Java 
agent](https://opentelemetry.io/docs/zero-code/java/agent/), the agent 
registers the SDK automatically and no programmatic bootstrap is required.
+
+#### Examples: routing metrics to common backends

Review Comment:
   this section seems to go beyond Iceberg's responsibility



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