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observability-onboarding【开发与工程】Onboard an application into Elastic Observability with the Elastic Distribution of OpenTelemetry (EDOT): route on language and runtime, detect and replace a classic Elastic APM agent, apply the required OTLP configuration, and then verify with ES|QL that traces, metrics, and logs actually arrive under the expected service name. Use when adding observ…
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elastic CLI (>= 0.2) with an Elasticsearch context for the verification
step, and an OTLP destination reachable from the application — either the Elastic
managed OTLP endpoint or an EDOT Collector. ES|QL verification requires Elasticsearch
8.11 or later. Covers Java, Python, .NET, and PHP runtimes.
metadata:
author: elastic
version: 0.3.0
universal: trueInstrument an application with the Elastic Distribution of OpenTelemetry (EDOT) and prove the telemetry arrived. The instrumentation change is only half the job: an application can be configured perfectly and still emit nothing, so this skill ends by querying Elasticsearch for the service's data rather than declaring success from a config diff.
The scope is application instrumentation with the EDOT SDKs. Deploying an EDOT Collector, collecting logs from files or infrastructure, and onboarding data through Elastic Agent, Fleet, or integration packages are separate ingest paths that this skill does not cover.
Once telemetry is flowing, use the observability-sre-triage skill to assess service health, observability-k8s-investigation for Kubernetes-layer failures, observability-service-reliability to define SLOs and alerts on the new signals, and observability-llm-obs for GenAI and agentic workloads.
This skill executes Elasticsearch operations through the elastic CLI. If the
elastic CLI is not installed, tell the user what it is needed for. Do
not guess credentials, call the HTTP API directly, or attempt other workarounds.
This skill references operations in HTTP-shorthand form (e.g., GET /, GET /_cat/indices, GET /{index}/_mapping,
GET /{index}/_settings/index.mode, POST /_query). The Operations table at the end of this document
maps each shorthand to the equivalent elastic CLI command — always use the CLI rather than calling the HTTP API
directly.
The CLI check above gates querying the cluster — it does not gate analysis. When the user has already supplied the evidence in their question (metric values, counts, status reasons, log lines, alert payloads, configuration), reason from that evidence and deliver the conclusion.
When you genuinely do need data the user has not provided, still say what you would check and how — name the specific query, index, and field that would settle the question — and then ask for CLI setup. An answer that names the check is useful without a cluster; one that only asks for setup is not.
Only the verification step in this skill talks to Elasticsearch; it runs through POST /_query. Everything else edits
application code and configuration in the user's workspace.
service.nameApplies to every response produced under this skill.
Identify the language and runtime. Read the project's dependency manifest — pom.xml or build.gradle,
requirements.txt or pyproject.toml, *.csproj, composer.json. The decision: which language reference to open.
Also note how the process starts (a Dockerfile ENTRYPOINT, a Kubernetes pod spec, a systemd unit), because that is
where the agent attaches and where the environment variables must be set.
| Runtime | Reference | How EDOT attaches |
|---|---|---|
| Java | references/java.md | -javaagent: flag or JAVA_TOOL_OPTIONS |
| Python | references/python.md | opentelemetry-instrument entrypoint wrapper |
| .NET | references/dotnet.md | builder.AddElasticOpenTelemetry() in startup |
| PHP | references/php.md | native extension via OS package, then full process restart |
For a language not listed, follow the same shape — the required configuration and the following verification step are language-independent — and use the upstream EDOT SDK documentation for the attach mechanism.
Detect a classic Elastic APM agent. The decision: instrument path or migrate path. Each language reference lists
the markers; the common ones are ELASTIC_APM_* environment variables and a language-specific Elastic APM package.
If any marker is present, take the migrate path — do not layer EDOT on top.
Resolve the telemetry destination. The decision: which URL goes in OTEL_EXPORTER_OTLP_ENDPOINT. Two valid
answers, and one common wrong one:
apm-server, ends in port 8200, or has an
/intake/v2/events path, it is the classic ingest endpoint and EDOT cannot use it. On the migrate path this is the
single most common mistake — the old ELASTIC_APM_SERVER_URL value must not be carried over.Apply the shared configuration below, then the language reference. The shared rules are the same for every runtime; the reference covers only what is language-specific.
Verify. Do not report success from the configuration alone — run the verification process.
Identical across every EDOT SDK. Set exactly three environment variables:
| Variable | Value |
|---|---|
OTEL_SERVICE_NAME | The service's name. This becomes service.name in Elasticsearch and is how every other Observability skill finds it. |
OTEL_EXPORTER_OTLP_ENDPOINT | The managed OTLP endpoint or EDOT Collector URL resolved in step 3. |
OTEL_EXPORTER_OTLP_HEADERS | The credential, in Authorization=ApiKey <key> or Authorization=Bearer <token> form. |
Two rules that hold for every language:
OTEL_TRACES_EXPORTER, OTEL_METRICS_EXPORTER, or OTEL_LOGS_EXPORTER. The defaults are already
correct. Setting them is the usual reason a service reports traces but no metrics or logs.Run this after every instrument or migrate change, and as the entry point when a user reports that an instrumented service is missing. Give the pipeline a minute or two after the deployment restarts before concluding anything.
Confirm documents are landing for the service. Query POST /_query, scoping to the service name that was set in
OTEL_SERVICE_NAME. The decision: is anything arriving at all, and across which signals.
FROM traces-*,metrics-*,logs-* METADATA _index
| WHERE @timestamp > NOW() - 15 minutes AND service.name == "<service>"
| STATS docs = COUNT(*), last_seen = MAX(@timestamp) BY _index
| SORT docs DESC
| LIMIT 20
A healthy result has rows from a traces data stream, a metrics data stream, and a logs data stream, with last_seen
inside the last minute or two. Missing signals are diagnostic, not cosmetic: traces only, with no metrics or logs,
usually means an OTEL_*_EXPORTER variable was set.
If nothing came back, find out what name the service is reporting under. An empty result is ambiguous between "no
telemetry at all" and "telemetry arriving under a different name" — a typo in OTEL_SERVICE_NAME, or the SDK default
of unknown_service. Drop the service filter and look at what is actually arriving.
FROM traces-*,metrics-*,logs-*
| WHERE @timestamp > NOW() - 15 minutes
| STATS docs = COUNT(*), last_seen = MAX(@timestamp) BY service.name
| SORT docs DESC
| LIMIT 25
The decision: if the service appears under an unexpected name, fix OTEL_SERVICE_NAME. If it does not appear at all,
the exporter is not reaching the destination — go back to step 3 of the routing process and re-check the endpoint and
credential.
Confirm EDOT is the reporter, not something else. This is what distinguishes a correct migration from a half-finished one, and vanilla OpenTelemetry from EDOT.
FROM traces-*
| WHERE @timestamp > NOW() - 15 minutes AND service.name == "<service>"
| STATS spans = COUNT(*) BY telemetry.sdk.language, telemetry.sdk.name, telemetry.distro.name, telemetry.distro.version
| SORT spans DESC
| LIMIT 10
telemetry.distro.name is elastic when an EDOT SDK is reporting. A null distro with
telemetry.sdk.name == "opentelemetry" means the application is on the upstream OpenTelemetry SDK rather than EDOT.
Two rows for one service — one with the Elastic distro and one without, or two different telemetry.sdk.language
values — means more than one agent is attached, or an old deployment is still running.
Diagnose from the shape of the result.
| Verification result | Most likely cause |
|---|---|
| No rows for the service, and the name is absent everywhere | Exporter never reached the destination — wrong endpoint or bad credential |
| Service appears under a different name | OTEL_SERVICE_NAME unset or misspelled; SDK fell back to its default |
| Traces only, no metrics or logs | An OTEL_*_EXPORTER variable was set and overrode the default |
Rows present but last_seen is stale | The process exited, or the deployment was rolled back |
| Two distro values for one service | Classic agent and EDOT both attached, or an old replica still running |
If the field names above are absent from the mapping, confirm what is available with GET /<index>/_mapping before
concluding the telemetry is wrong.
"Add observability to my Spring Boot service" — read pom.xml to confirm Java, check for co.elastic.apm and
ELASTIC_APM_* markers, and finding none, take the instrument path in references/java.md. Add the -javaagent flag
to the container entrypoint, set the three environment variables against the managed OTLP endpoint, then run the
verification query and report which signals arrived.
"We're moving off the Elastic APM agent to EDOT, we're on .NET" — this is the migrate path. Remove the
Elastic.Apm.* packages, the AddAllElasticApm() call, and the ElasticApm block from appsettings.json in the same
change that adds Elastic.OpenTelemetry and builder.AddElasticOpenTelemetry(). Translate the configuration rather
than copying it — in particular do not reuse ELASTIC_APM_SERVER_URLS as the OTLP endpoint. Verify with step 3 and
confirm exactly one distro is reporting.
"I instrumented my Python app but nothing shows up in Elastic" — start at the verification process, not at the
configuration. Run step 1; if it is empty, run step 2 to see whether the service is reporting under a different name. If
the service is absent entirely, the two candidates are an unwrapped entrypoint (opentelemetry-instrument missing) and
an endpoint still pointing at APM Server. Check the entrypoint first — it is the more common of the two.
"Our service sends traces but we have no logs or metrics" — this is the OTEL_*_EXPORTER signature. Confirm it with
step 1, which will show a traces data stream and nothing else, then remove the OTEL_TRACES_EXPORTER,
OTEL_METRICS_EXPORTER, or OTEL_LOGS_EXPORTER variable from the deployment and re-verify.
ELASTIC_APM_SERVER_URL points at APM Server;
OTEL_EXPORTER_OTLP_ENDPOINT must point at the managed OTLP endpoint or an EDOT Collector.OTEL_* tuning is occasionally justified, but the exporter
variables specifically should be left at their defaults.OTEL_EXPORTER_OTLP_HEADERS belongs in the
deployment's secret mechanism.apm-agent-devs team.| HTTP API (shorthand) | elastic CLI command |
|---|---|
GET / | elastic es info |
POST /_query | elastic es esql query --format tsv --query '<esql>' |
GET /<index>/_mapping | elastic es indices get-mapping --index '<index>' |