istio.io/content/en/docs/tasks/observability/metrics/classify-metrics/index.md

6.7 KiB

title description weight keywords owner test
Classifying Metrics Based on Request or Response This task shows you how to improve telemetry by grouping requests and responses by their type. 27
telemetry
metrics
classify
request-based
openapispec
swagger
istio/wg-policies-and-telemetry-maintainers no

It's useful to visualize telemetry based on the type of requests and responses handled by services in your mesh. For example, a bookseller tracks the number of times book reviews are requested. A book review request has this structure:

{{< text plain >}} GET /reviews/{review_id} {{< /text >}}

Counting the number of review requests must account for the unbounded element review_id. GET /reviews/1 followed by GET /reviews/2 should count as two requests to get reviews.

Istio lets you create classification rules using the AttributeGen plugin that groups requests into a fixed number of logical operations. For example, you can create an operation named GetReviews, which is a common way to identify operations using the Open API Spec operationId. This information is injected into request processing as istio_operationId attribute with value equal to GetReviews. You can use the attribute as a dimension in Istio standard metrics. Similarly, you can track metrics based on other operations like ListReviews and CreateReviews.

Classify metrics by request

You can classify requests based on their type, for example ListReview, GetReview, CreateReview.

  1. Create a file, for example attribute_gen_service.yaml, and save it with the following contents. This adds the istio.attributegen plugin. It also creates an attribute, istio_operationId and populates it with values for the categories to count as metrics.

    This configuration is service-specific since request paths are typically service-specific.

    {{< text yaml >}} apiVersion: extensions.istio.io/v1alpha1 kind: WasmPlugin metadata: name: istio-attributegen-filter spec: selector: matchLabels: app: reviews url: https://storage.googleapis.com/istio-build/proxy/attributegen-359dcd3a19f109c50e97517fe6b1e2676e870c4d.wasm imagePullPolicy: Always phase: AUTHN pluginConfig: attributes:

    • output_attribute: "istio_operationId" match:
      • value: "ListReviews" condition: "request.url_path == '/reviews' && request.method == 'GET'"
      • value: "GetReview" condition: "request.url_path.matches('^/reviews/:alnum:*$') && request.method == 'GET'"
      • value: "CreateReview" condition: "request.url_path == '/reviews/' && request.method == 'POST'"

apiVersion: telemetry.istio.io/v1alpha1 kind: Telemetry metadata: name: custom-tags spec: metrics: - overrides: - match: metric: REQUEST_COUNT mode: CLIENT_AND_SERVER tagOverrides: request_operation: value: istio_operationId providers: - name: prometheus {{< /text >}}

  1. Apply your changes using the following command:

    {{< text bash >}} $ kubectl -n istio-system apply -f attribute_gen_service.yaml {{< /text >}}

  2. After the changes take effect, visit Prometheus and look for the new or changed dimensions, for example istio_requests_total in reviews pods.

Classify metrics by response

You can classify responses using a similar process as requests. Do note that the response_code dimension already exists by default. The example below will change how it is populated.

  1. Create a file, for example attribute_gen_service.yaml, and save it with the following contents. This adds the istio.attributegen plugin and generates the istio_responseClass attribute used by the stats plugin.

    This example classifies various responses, such as grouping all response codes in the 200 range as a 2xx dimension.

    {{< text yaml >}} apiVersion: extensions.istio.io/v1alpha1 kind: WasmPlugin metadata: name: istio-attributegen-filter spec: selector: matchLabels: app: productpage url: https://storage.googleapis.com/istio-build/proxy/attributegen-359dcd3a19f109c50e97517fe6b1e2676e870c4d.wasm imagePullPolicy: Always phase: AUTHN pluginConfig: attributes:

    • output_attribute: istio_responseClass match:
      • value: 2xx condition: response.code >= 200 && response.code <= 299
      • value: 3xx condition: response.code >= 300 && response.code <= 399
      • value: "404" condition: response.code == 404
      • value: "429" condition: response.code == 429
      • value: "503" condition: response.code == 503
      • value: 5xx condition: response.code >= 500 && response.code <= 599
      • value: 4xx condition: response.code >= 400 && response.code <= 499

apiVersion: telemetry.istio.io/v1alpha1 kind: Telemetry metadata: name: custom-tags spec: metrics: - overrides: - match: metric: REQUEST_COUNT mode: CLIENT_AND_SERVER tagOverrides: response_code: value: istio_responseClass providers: - name: prometheus {{< /text >}}

  1. Apply your changes using the following command:

    {{< text bash >}} $ kubectl -n istio-system apply -f attribute_gen_service.yaml {{< /text >}}

Verify the results

  1. Generate metrics by sending traffic to your application.

  2. Visit Prometheus and look for the new or changed dimensions, for example 2xx. Alternatively, use the following command to verify that Istio generates the data for your new dimension:

    {{< text bash >}} $ kubectl exec pod-name -c istio-proxy -- curl -sS 'localhost:15000/stats/prometheus' | grep istio_ {{< /text >}}

    In the output, locate the metric (e.g. istio_requests_total) and verify the presence of the new or changed dimension.

Troubleshooting

If classification does not occur as expected, check the following potential causes and resolutions.

Review the Envoy proxy logs for the pod that has the service on which you applied the configuration change. Check that there are no errors reported by the service in the Envoy proxy logs on the pod, (pod-name), where you configured classification by using the following command:

{{< text bash >}} $ kubectl logs pod-name -c istio-proxy | grep -e "Config Error" -e "envoy wasm" {{< /text >}}

Additionally, ensure that there are no Envoy proxy crashes by looking for signs of restarts in the output of the following command:

{{< text bash >}} $ kubectl get pods pod-name {{< /text >}}

Cleanup

Remove the yaml configuration file.

{{< text bash >}} $ kubectl -n istio-system delete -f attribute_gen_service.yaml {{< /text >}}