Doc fixes (2026-10-15)

[scholtzan]

Doc fixes drafted by the doc-correctness platform. Each commit fixes one finding and carries its Finding-Id and sources. Internal sources are linked, never quoted. Reviewed: ✓ = a reviewer already confirmed the finding; new = this PR is its review.

Review: keep, edit, or drop commits; comment on lines that are wrong. Kept/edited/dropped commits and comments are read back as feedback.

File	Change	Sources	Reviewed	Finding
concepts/pipeline/artifact_deployment.md	Correct UDF deploy trigger from nightly to CircleCI/Jenkins	https://github.com/mozilla/telemetry-airflow/blob/main/dags/bqetl_artifact_deployment.py	new	df663f5a
concepts/pipeline/artifact_deployment.md	Replace retired publish_new_tables task with publish_tables_and_views	https://github.com/mozilla/telemetry-airflow/blob/main/dags/bqetl_artifact_deployment.py	new	dab45127
concepts/pipeline/artifact_deployment.md	Replace retired publish_views task with publish_tables_and_views	https://github.com/mozilla/telemetry-airflow/blob/main/dags/bqetl_artifact_deployment.py	new	55db0524
concepts/pipeline/event_pipeline.md	Note Glean API has replaced legacy Telemetry event APIs on Desktop	https://firefox-source-docs.mozilla.org/toolkit/components/telemetry/collection/events.html https://firefox-source-docs.mozilla.org/toolkit/components/telemetry/collection/webextension-api.html https://firefox-source-docs.mozilla.org/toolkit/components/telemetry/start/adding-a-new-probe.html	new	5cef8132
cookbooks/data_modeling.md	Mention shredder mitigation cookbook on index page	https://github.com/mozilla/data-docs/blob/main/src/cookbooks/data_modeling/shredder_mitigation.md	new	b787147c
cookbooks/data_monitoring/intro.md	Add note on code-based (bigconfig.yml/bqetl) monitoring setup	https://github.com/mozilla/bigquery-etl/blob/main/bigquery_etl/cli/monitoring.py	new	96558af2
cookbooks/scheduling_queries.md	Note Looker is now preferred over STMO for new dashboards	https://docs.telemetry.mozilla.org/introduction/tools https://docs.telemetry.mozilla.org/tools/stmo	new	0957007d
cookbooks/scheduling_queries.md	Document manual unpausing of new DAGs in Airflow UI	https://docs.telemetry.mozilla.org/concepts/airflow_gotchas.html	new	1741aaa6
datasets/active_profiles.md	Flag pipeline as likely retired/archived	https://github.com/mozilla/bigquery-etl/tree/HEAD/sql/moz-fx-data-shared-prod/telemetry_derived mozilla/telemetry-airflow#437 https://github.com/mozilla/telemetry-airflow/tree/HEAD/dags	new	b07dc198
datasets/batch_view/telemetry_aggregates/reference.md	Add decommission notice for telemetry_aggregates dataset	https://mozilla.github.io/telemetry-dashboard/new-pipeline/evo.html	new	8b6ff4e7
datasets/jetstream.md	Point to metric-hub for config-push trigger, note archive	https://github.com/mozilla/jetstream-config/blob/main/README.md https://github.com/mozilla/metric-hub/blob/main/jetstream/README.md	new	7e83e5e4
datasets/jetstream.md	Document days28 and preenrollment analysis windows	https://github.com/mozilla/experimenter-docs/blob/main/docs/data-analysis/jetstream/operations.md https://github.com/mozilla/jetstream/blob/main/jetstream/analysis.py https://github.com/mozilla/metric-hub/blob/main/lib/metric-config-parser/metric_config_parser/metric.py	new	11797fdc
datasets/new_data.md	Name Glean as the required path for new instrumentation	https://firefox-source-docs.mozilla.org/toolkit/components/telemetry/start/adding-a-new-probe.html https://mozilla.github.io/glean/book/user/adding-glean-to-your-project.html https://mozilla.github.io/glean/book/user/integrating-glean-for-product-managers.html	new	3429e401
datasets/non_desktop/day_2_7_activation/reference.md	Note table is deprecated and deleted	mozilla/bigquery-etl#9957	new	b24c0662
datasets/non_desktop/day_2_7_activation/reference.md	Mark code reference as removed from bigquery-etl	https://github.com/mozilla/bigquery-etl/blob/main/GRAVEYARD.md mozilla/bigquery-etl#9957	new	453ddd2f
datasets/search.md	Note new parallel Glean-based search pipeline	https://github.com/mozilla/bigquery-etl/blob/131aa993034a53540fca26627fc920d82a18f96b/sql/moz-fx-data-shared-prod/search_derived/search_clients_daily_glean_v1/README.md	new	f757cb0b
metrics/dimensions.md	Note that metric-hub is now the canonical dimension source	https://github.com/mozilla/metric-hub/blob/main/definitions/README.md	new	1c789bff
metrics/dimensions.md	Replace STMO query link bullet with metric-hub reference	https://github.com/mozilla/metric-hub/blob/main/definitions/README.md	new	82896ce0
metrics/metrics.md	Document active_users_aggregates, mobile_engagement, mobile_retention tables	https://github.com/mozilla/bigquery-etl/blob/main/sql/moz-fx-data-shared-prod/telemetry/active_users_aggregates/metadata.yaml https://github.com/mozilla/metric-hub/blob/9fb9ab647f1850ddd3d1c113f393cb8e5eefeedb/definitions/multi_product.toml	new	41a969f3
metrics/policy.md	Note Metric Hub as canonical metric metadata source	https://github.com/mozilla/data-docs/blob/main/src/concepts/metric_hub.md https://github.com/mozilla/metric-hub	new	2cf1b290
metrics/policy.md	Mention Confluence Metrics Inventory as supporting source	https://github.com/mozilla/data-docs/blob/main/src/metrics/metrics.md	new	1c349cb8
metrics/policy.md	Add deprecate-not-delete metric lifecycle policy	https://github.com/mozilla/data-docs/blob/main/src/concepts/metric_hub.md	new	e68e192b

Not included: 0 findings that need a banner, a new section (docs bug), or facts the research couldn't source.