185 lines
7.3 KiB
Markdown
185 lines
7.3 KiB
Markdown
---
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stage: Platforms
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group: Scalability
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info: To determine the technical writer assigned to the Stage/Group associated with this page, see https://about.gitlab.com/handbook/engineering/ux/technical-writing/#assignments
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---
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# GitLab Application Service Level Indicators (SLIs)
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> [Introduced](https://gitlab.com/groups/gitlab-com/gl-infra/-/epics/525) in GitLab 14.4
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It is possible to define [Service Level Indicators(SLIs)](https://en.wikipedia.org/wiki/Service_level_indicator)
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directly in the Ruby codebase. This keeps the definition of operations
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and their success close to the implementation and allows the people
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building features to easily define how these features should be
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monitored.
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Defining an SLI causes 2
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[Prometheus counters](https://prometheus.io/docs/concepts/metric_types/#counter)
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to be emitted from the rails application:
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- `gitlab_sli:<sli name>:total`: incremented for each operation.
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- `gitlab_sli:<sli_name>:success_total`: incremented for successful
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operations.
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## Existing SLIs
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1. [`rails_request_apdex`](rails_request_apdex.md)
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## Defining a new SLI
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An SLI can be defined using the `Gitlab::Metrics::Sli::Apdex` or
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`Gitlab::Metrics::Sli::ErrorRate` class. These work in broadly the same way, but
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for clarity, they define different metric names:
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1. `Gitlab::Metrics::Sli::Apdex.new('foo')` defines:
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1. `gitlab_sli:foo_apdex:total` for the total number of measurements.
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1. `gitlab_sli:foo_apdex:success_total` for the number of successful
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measurements.
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1. `Gitlab::Metrics::Sli::ErrorRate.new('foo')` defines:
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1. `gitlab_sli:foo:total` for the total number of measurements.
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1. `gitlab_sli:foo:error_total` for the number of error
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measurements - as this is an error rate, it's more natural to talk about
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errors divided by the total.
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As shown in this example, they can share a base name (`foo` in this example). We
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recommend this when they refer to the same operation.
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Before the first scrape, it is important to have
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[initialized the SLI with all possible label-combinations](https://prometheus.io/docs/practices/instrumentation/#avoid-missing-metrics).
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This avoid confusing results when using these counters in calculations.
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To initialize an SLI, use the `.initialize_sli` class method, for
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example:
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```ruby
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Gitlab::Metrics::Sli::Apdex.initialize_sli(:received_email, [
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{
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feature_category: :team_planning,
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email_type: :create_issue
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},
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{
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feature_category: :service_desk,
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email_type: :service_desk
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},
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{
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feature_category: :code_review,
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email_type: :create_merge_request
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}
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])
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```
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Metrics must be initialized before they get scraped for the first time.
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This currently happens during the `on_master_start` [life-cycle event](https://gitlab.com/gitlab-org/gitlab/blob/master/lib/gitlab/cluster/lifecycle_events.rb).
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Since this delays application readiness until metrics initialization returns, make sure the overhead
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this adds is understood and acceptable.
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## Tracking operations for an SLI
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Tracking an operation in the newly defined SLI can be done like this:
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```ruby
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Gitlab::Metrics::Sli::Apdex[:received_email].increment(
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labels: {
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feature_category: :service_desk,
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email_type: :service_desk
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},
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success: issue_created?
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)
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```
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Calling `#increment` on this SLI will increment the total Prometheus counter
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```prometheus
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gitlab_sli:received_email_apdex:total{ feature_category='service_desk', email_type='service_desk' }
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```
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If the `success:` argument passed is truthy, then the success counter will also
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be incremented:
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```prometheus
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gitlab_sli:received_email_apdex:success_total{ feature_category='service_desk', email_type='service_desk' }
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```
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For error rate SLIs, the equivalent argument is called `error:`:
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```ruby
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Gitlab::Metrics::Sli::ErrorRate[:merge].increment(
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labels: {
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merge_type: :fast_forward
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},
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error: !merge_success?
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)
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```
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## Using the SLI in service monitoring and alerts
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When the application is emitting metrics for a new SLI, they need
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to be consumed from the [metrics catalog](https://gitlab.com/gitlab-com/runbooks/-/tree/master/metrics-catalog)
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to result in alerts, and included in the error budget for stage
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groups and GitLab.com's overall availability.
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Start by adding the new SLI to the
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[Application-SLI library](https://gitlab.com/gitlab-com/runbooks/-/blob/d109886dfd5170793eeb8de3d69aafd4a9da78f6/metrics-catalog/gitlab-slis/library.libsonnet#L4).
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After that, add the following information:
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- `name`: the name of the SLI as defined in code. For example
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`received_email`.
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- `significantLabels`: an array of Prometheus labels that belong to the
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metrics. For example: `["email_type"]`. If the significant labels
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for the SLI include `feature_category`, the metrics will also
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feed into the
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[error budgets for stage groups](../stage_group_observability/index.md#error-budget).
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- `featureCategory`: if the SLI applies to a single feature category,
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you can specify it statically through this field to feed the SLI
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into the error budgets for stage groups.
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- `description`: a Markdown string explaining the SLI. It will
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be shown on dashboards and alerts.
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- `kind`: the kind of indicator. Only `sliDefinition.apdexKind` is supported at the moment.
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Reach out in
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[this issue](https://gitlab.com/gitlab-com/gl-infra/scalability/-/issues/1395)
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if you want to implement an SLI for success or error rates.
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When done, run `make generate` to generate recording rules for
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the new SLI. This command creates recordings for all services
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emitting these metrics aggregated over `significantLabels`.
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Open up a merge request with these changes and request review from a Scalability
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team member.
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When these changes are merged, and the aggregations in
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[Thanos](https://thanos.gitlab.net) recorded, query Thanos to see
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the success ratio of the new aggregated metrics. For example:
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```prometheus
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sum by (environment, stage, type)(gitlab_sli_aggregation:rails_request_apdex:apdex:success:rate_1h)
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/
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sum by (environment, stage, type)(gitlab_sli_aggregation:rails_request_apdex:apdex:weight:rate_1h)
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```
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This shows the success ratio, which can guide you to set an
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appropriate SLO when adding this SLI to a service.
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Then, add the SLI to the appropriate service
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catalog file. For example, the [`web` service](https://gitlab.com/gitlab-com/runbooks/-/blob/2b7be37a006c236bd684a4e6a1fbf4c66158292a/metrics-catalog/services/web.jsonnet#L198):
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```jsonnet
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rails_requests:
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sliLibrary.get('rails_request_apdex')
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.generateServiceLevelIndicator({ job: 'gitlab-rails' })
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```
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To pass extra selectors and override properties of the SLI, see the
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[service monitoring documentation](https://gitlab.com/gitlab-com/runbooks/blob/master/metrics-catalog/README.md).
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SLIs with statically defined feature categories can already receive
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alerts about the SLI in specified Slack channels. For more information, read the
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[alert routing documentation](https://gitlab.com/gitlab-com/runbooks/-/blob/master/docs/uncategorized/alert-routing.md).
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In [this project](https://gitlab.com/groups/gitlab-com/gl-infra/-/epics/614)
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we are extending this so alerts for SLIs with a `feature_category`
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label in the source metrics can also be routed.
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For any question, please don't hesitate to create an issue in
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[the Scalability issue tracker](https://gitlab.com/gitlab-com/gl-infra/scalability/-/issues)
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or come find us in
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[#g_scalability](https://gitlab.slack.com/archives/CMMF8TKR9) on Slack.
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