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+---
+stage: Growth
+group: Product Intelligence
+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
+---
+
+# Metrics Dictionary Guide
+
+This guide describes Metrics Dictionary and how it's implemented
+
+## Metrics Definition and validation
+
+We are using [JSON Schema](https://gitlab.com/gitlab-org/gitlab/-/blob/master/config/metrics/schema.json) to validate the metrics definition.
+
+This process is meant to ensure consistent and valid metrics defined for Service Ping. All metrics *must*:
+
+- Comply with the defined [JSON schema](https://gitlab.com/gitlab-org/gitlab/-/blob/master/config/metrics/schema.json).
+- Have a unique `key_path` .
+- Have an owner.
+
+All metrics are stored in YAML files:
+
+- [`config/metrics`](https://gitlab.com/gitlab-org/gitlab/-/tree/master/config/metrics)
+
+Each metric is defined in a separate YAML file consisting of a number of fields:
+
+| Field | Required | Additional information |
+|---------------------|----------|----------------------------------------------------------------|
+| `key_path` | yes | JSON key path for the metric, location in Service Ping payload. |
+| `name` | no | Metric name suggestion. Can replace the last part of `key_path`. |
+| `description` | yes | |
+| `product_section` | yes | The [section](https://gitlab.com/gitlab-com/www-gitlab-com/-/blob/master/data/sections.yml). |
+| `product_stage` | no | The [stage](https://gitlab.com/gitlab-com/www-gitlab-com/blob/master/data/stages.yml) for the metric. |
+| `product_group` | yes | The [group](https://gitlab.com/gitlab-com/www-gitlab-com/blob/master/data/stages.yml) that owns the metric. |
+| `product_category` | no | The [product category](https://gitlab.com/gitlab-com/www-gitlab-com/blob/master/data/categories.yml) for the metric. |
+| `value_type` | yes | `string`; one of [`string`, `number`, `boolean`, `object`](https://json-schema.org/understanding-json-schema/reference/type.html). |
+| `status` | yes | `string`; [status](#metric-statuses) of the metric, may be set to `data_available`, `implemented`, `not_used`, `deprecated`, `removed`, `broken`. |
+| `time_frame` | yes | `string`; may be set to a value like `7d`, `28d`, `all`, `none`. |
+| `data_source` | yes | `string`; may be set to a value like `database`, `redis`, `redis_hll`, `prometheus`, `system`. |
+| `data_category` | yes | `string`; [categories](#data-category) of the metric, may be set to `Operational`, `Optional`, `Subscription`, `Standard`. |
+| `instrumentation_class` | no | `string`; [the class that implements the metric](metrics_instrumentation.md). |
+| `distribution` | yes | `array`; may be set to one of `ce, ee` or `ee`. The [distribution](https://about.gitlab.com/handbook/marketing/strategic-marketing/tiers/#definitions) where the tracked feature is available. |
+| `tier` | yes | `array`; may be set to one of `free, premium, ultimate`, `premium, ultimate` or `ultimate`. The [tier]( https://about.gitlab.com/handbook/marketing/strategic-marketing/tiers/) where the tracked feature is available. |
+| `milestone` | no | The milestone when the metric is introduced. |
+| `milestone_removed` | no | The milestone when the metric is removed. |
+| `introduced_by_url` | no | The URL to the Merge Request that introduced the metric. |
+| `repair_issue_url` | no | The URL of the issue that was created to repair a metric with a `broken` status. |
+| `options` | no | `object`: options information needed to calculate the metric value. |
+| `skip_validation` | no | This should **not** be set. [Used for imported metrics until we review, update and make them valid](https://gitlab.com/groups/gitlab-org/-/epics/5425). |
+
+### Metric statuses
+
+Metric definitions can have one of the following statuses:
+
+- `data_available`: Metric data is available and used in a Sisense dashboard.
+- `implemented`: Metric is implemented but data is not yet available. This is a temporary
+ status for newly added metrics awaiting inclusion in a new release.
+- `broken`: Metric reports broken data (for example, -1 fallback), or does not report data at all. A metric marked as `broken` must also have the `repair_issue_url` attribute.
+- `not_used`: Metric is not used in any dashboard.
+- `deprecated`: Metric is deprecated and possibly planned to be removed.
+- `removed`: Metric was removed, but it may appear in Service Ping payloads sent from instances running on older versions of GitLab.
+
+### Metric value_type
+
+Metric definitions can have one of the following values for `value_type`:
+
+- `boolean`
+- `number`
+- `string`
+- `object`: A metric with `value_type: object` must have `value_json_schema` with a link to the JSON schema for the object.
+In general, we avoid complex objects and prefer one of the `boolean`, `number`, or `string` value types.
+An example of a metric that uses `value_type: object` is `topology` (`/config/metrics/settings/20210323120839_topology.yml`),
+which has a related schema in `/config/metrics/objects_schemas/topology_schema.json`.
+
+### Metric time_frame
+
+- `7d`: The metric data applies to the most recent 7-day interval. For example, the following metric counts the number of users that create epics over a 7-day interval: `ee/config/metrics/counts_7d/20210305145820_g_product_planning_epic_created_weekly.yml`.
+- `28d`: The metric data applies to the most recent 28-day interval. For example, the following metric counts the number of unique users that create issues over a 28-day interval: `config/metrics/counts_28d/20210216181139_issues.yml`.
+- `all`: The metric data applies for the whole time the metric has been active (all-time interval). For example, the following metric counts all users that create issues: `/config/metrics/counts_all/20210216181115_issues.yml`.
+- `none`: The metric collects a type of data that's not tracked over time, such as settings and configuration information. Therefore, a time interval is not applicable. For example, `uuid` has no time interval applicable: `config/metrics/license/20210201124933_uuid.yml`.
+
+### Metric name
+
+To improve metric discoverability by a wider audience, each metric with
+instrumentation added at an appointed `key_path` receives a `name` attribute
+filled with the name suggestion, corresponding to the metric `data_source` and instrumentation.
+Metric name suggestions can contain two types of elements:
+
+1. **User input prompts**: Enclosed by `<>`, these pieces should be replaced or
+ removed when you create a metrics YAML file.
+1. **Fixed suggestion**: Plaintext parts generated according to well-defined algorithms.
+ They are based on underlying instrumentation, and should not be changed.
+
+For a metric name to be valid, it must not include any prompt, and no fixed suggestions
+should be changed.
+
+### Data category
+
+We use the following categories to classify a metric:
+
+- `Operational`: Required data for operational purposes.
+- `Optional`: Data that is optional to collect. This can be [enabled or disabled](../service_ping/index.md#disable-service-ping) in the Admin Area.
+- `Subscription`: Data related to licensing.
+- `Standard`: Standard set of identifiers that are included when collecting data.
+
+### Metric name suggestion examples
+
+#### Metric with `data_source: database`
+
+For a metric instrumented with SQL:
+
+```sql
+SELECT COUNT(DISTINCT user_id) FROM clusters WHERE clusters.management_project_id IS NOT NULL
+```
+
+- **Suggested name**: `count_distinct_user_id_from_<adjective describing: '(clusters.management_project_id IS NOT NULL)'>_clusters`
+- **Prompt**: `<adjective describing: '(clusters.management_project_id IS NOT NULL)'>`
+ should be replaced with an adjective that best represents filter conditions, such as `project_management`
+- **Final metric name**: For example, `count_distinct_user_id_from_project_management_clusters`
+
+For metric instrumented with SQL:
+
+```sql
+SELECT COUNT(DISTINCT clusters.user_id)
+FROM clusters_applications_helm
+INNER JOIN clusters ON clusters.id = clusters_applications_helm.cluster_id
+WHERE clusters_applications_helm.status IN (3, 5)
+```
+
+- **Suggested name**: `count_distinct_user_id_from_<adjective describing: '(clusters_applications_helm.status IN (3, 5))'>_clusters_<with>_<adjective describing: '(clusters_applications_helm.status IN (3, 5))'>_clusters_applications_helm`
+- **Prompt**: `<adjective describing: '(clusters_applications_helm.status IN (3, 5))'>`
+ should be replaced with an adjective that best represents filter conditions
+- **Final metric name**: `count_distinct_user_id_from_clusters_with_available_clusters_applications_helm`
+
+In the previous example, the prompt is irrelevant, and user can remove it. The second
+occurrence corresponds with the `available` scope defined in `Clusters::Concerns::ApplicationStatus`.
+It can be used as the right adjective to replace prompt.
+
+The `<with>` represents a suggested conjunction for the suggested name of the joined relation.
+The person documenting the metric can use it by either:
+
+- Removing the surrounding `<>`.
+- Using a different conjunction, such as `having` or `including`.
+
+#### Metric with `data_source: redis` or `redis_hll`
+
+For metrics instrumented with a Redis-based counter, the suggested name includes
+only the single prompt to be replaced by the person working with metrics YAML.
+
+- **Prompt**: `<please fill metric name, suggested format is: {subject}_{verb}{ing|ed}_{object} eg: users_creating_epics or merge_requests_viewed_in_single_file_mode>`
+- **Final metric name**: We suggest the metric name should follow the format of
+ `{subject}_{verb}{ing|ed}_{object}`, such as `user_creating_epics`, `users_triggering_security_scans`,
+ or `merge_requests_viewed_in_single_file_mode`
+
+#### Metric with `data_source: prometheus` or `system`
+
+For metrics instrumented with Prometheus or coming from the operating system,
+the suggested name includes only the single prompt by person working with metrics YAML.
+
+- **Prompt**: `<please fill metric name>`
+- **Final metric name**: Due to the variety of cases that can apply to this kind of metric,
+ no naming convention exists. Each person instrumenting a metric should use their
+ best judgment to come up with a descriptive name.
+
+### Example YAML metric definition
+
+The linked [`uuid`](https://gitlab.com/gitlab-org/gitlab/-/blob/master/config/metrics/license/uuid.yml)
+YAML file includes an example metric definition, where the `uuid` metric is the GitLab
+instance unique identifier.
+
+```yaml
+key_path: uuid
+description: GitLab instance unique identifier
+product_category: collection
+product_section: growth
+product_stage: growth
+product_group: group::product intelligence
+value_type: string
+status: data_available
+milestone: 9.1
+introduced_by_url: https://gitlab.com/gitlab-org/gitlab/-/merge_requests/1521
+time_frame: none
+data_source: database
+distribution:
+- ce
+- ee
+tier:
+- free
+- premium
+- ultimate
+```
+
+## Create a new metric definition
+
+The GitLab codebase provides a dedicated [generator](https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/generators/gitlab/usage_metric_definition_generator.rb) to create new metric definitions.
+
+For uniqueness, the generated file includes a timestamp prefix, in ISO 8601 format.
+
+The generator takes the key path argument and 2 options and creates the metric YAML definition in corresponding location:
+
+- `--ee`, `--no-ee` Indicates if metric is for EE.
+- `--dir=DIR` indicates the metric directory. It must be one of: `counts_7d`, `7d`, `counts_28d`, `28d`, `counts_all`, `all`, `settings`, `license`.
+
+```shell
+bundle exec rails generate gitlab:usage_metric_definition counts.issues --dir=7d
+create config/metrics/counts_7d/issues.yml
+```
+
+NOTE:
+To create a metric definition used in EE, add the `--ee` flag.
+
+```shell
+bundle exec rails generate gitlab:usage_metric_definition counts.issues --ee --dir=7d
+create ee/config/metrics/counts_7d/issues.yml
+```
+
+## Metrics added dynamic to Service Ping payload
+
+The [Redis HLL metrics](index.md#known-events-are-added-automatically-in-service-data-payload) are added automatically to Service Ping payload.
+
+A YAML metric definition is required for each metric. A dedicated generator is provided to create metric definitions for Redis HLL events.
+
+The generator takes `category` and `event` arguments, as the root key will be `redis_hll_counters`, and creates two metric definitions for weekly and monthly timeframes:
+
+```shell
+bundle exec rails generate gitlab:usage_metric_definition:redis_hll issues i_closed
+create config/metrics/counts_7d/i_closed_weekly.yml
+create config/metrics/counts_28d/i_closed_monthly.yml
+```
+
+To create a metric definition used in EE, add the `--ee` flag.
+
+```shell
+bundle exec rails generate gitlab:usage_metric_definition:redis_hll issues users_closing_issues --ee
+create config/metrics/counts_7d/i_closed_weekly.yml
+create config/metrics/counts_28d/i_closed_monthly.yml
+```