[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/event_pipeline.md	Add events_daily dataset bullet with mozfun.event_analysis note	https://docs.telemetry.mozilla.org/datasets/bigquery/events_daily/reference https://github.com/mozilla/bigquery-etl/blob/d481c145cffa1fa5cefe0324a47eee4cba963dfe/sql/mozfun/event_analysis/README.md https://github.com/mozilla/bigquery-etl/blob/main/sql_generators/glean_usage/events_stream.py	new	b93e0ecf
concepts/segments.md	Note newer clients_last_seen_v2 view and its added columns	https://github.com/mozilla/bigquery-etl/blob/main/sql/moz-fx-data-shared-prod/telemetry/clients_last_seen_v2/view.sql	new	a7235663
concepts/terminology.md	Note Looker as preferred over STMO for dashboards	https://docs.telemetry.mozilla.org/introduction/tools	new	2917b69b
contributing/structure.md	List additional src/ subfolders now present in the repo	https://github.com/mozilla/data-docs/tree/HEAD/src https://github.com/mozilla/data-docs/tree/HEAD/src/contributing https://github.com/mozilla/data-docs/tree/HEAD/src/historical https://github.com/mozilla/data-docs/tree/HEAD/src/metrics https://github.com/mozilla/data-docs/tree/HEAD/src/reference	new	0a9fd129
cookbooks/clients_last_seen_bits.md	Mention additional undocumented bit pattern fields	https://github.com/mozilla/bigquery-etl/blob/main/sql/moz-fx-data-shared-prod/telemetry_derived/clients_last_seen_v2/schema.yaml	new	fc7f82b6
cookbooks/data_monitoring/intro.md	Warn against ad hoc local bigconfig apply/deploy	https://github.com/mozilla/bigquery-etl/blob/main/docs/reference/bigconfig.md	new	c9510106
cookbooks/live_data.md	Update live table latency characterization to under 1 hour	https://docs.telemetry.mozilla.org/cookbooks/live_data	new	cba81bac
cookbooks/looker/event_counts_explore.md	Mention new glean_event_counts explore for Firefox Desktop	https://github.com/mozilla/looker-hub/blob/main/firefox_desktop/explores/glean_event_counts.explore.lkml	new	64bca86a
cookbooks/looker/performance_caching.md	Note 24h default max_cache_age on generated datagroups	https://github.com/mozilla/lookml-generator/blob/main/generator/views/datagroups.py	new	cfa846fe
datasets/batch_view/addons/reference.md	Document partitioning, filter requirement, expiration, clustering	https://github.com/mozilla/bigquery-etl/blob/main/sql/moz-fx-data-shared-prod/telemetry_derived/addons_v2/metadata.yaml	new	4710e569
datasets/batch_view/addons/reference.md	Update DAG definition source to dags.yaml	https://github.com/mozilla/bigquery-etl/blob/main/dags.yaml	new	a947d94d
datasets/batch_view/clients_daily/reference.md	Note clients_daily view now joins in event-ping/crash data	https://github.com/mozilla/bigquery-etl/blob/main/sql/moz-fx-data-shared-prod/telemetry/clients_daily/view.sql	new	bb3dfd11
datasets/search/client_ltv/reference.md	Note model replaced by Markov-chain state framework	https://github.com/mozilla/bigquery-etl/blob/main/sql/moz-fx-data-shared-prod/firefox_desktop_derived/ltv_states_v1/query.sql https://github.com/mozilla/bigquery-etl/blob/main/sql/mozfun/ltv/desktop_states_v1/udf.sql	new	19767b23
datasets/search/search_clients_last_seen/reference.md	Add mobile search clients last seen dataset section	https://github.com/mozilla/bigquery-etl/blob/main/sql/moz-fx-data-shared-prod/search_derived/mobile_search_clients_last_seen_v1/metadata.yaml	new	cfcd79ea
metrics.md	Point obsolete warning to new Metrics page and GUD	https://docs.telemetry.mozilla.org/metrics/metrics https://mozilla.github.io/gud/	new	fcdf76c7
metrics.md	Note canonical definitions now live in Metric Hub/BigQuery	https://github.com/mozilla/bigquery-etl/blob/main/sql/moz-fx-data-shared-prod/telemetry/active_users_aggregates/schema.yaml https://github.com/mozilla/metric-hub/tree/HEAD/definitions	new	14ad00d3
metrics.md	Note legacy retention metric deprecated in favor of Retained (DAU)	https://mozilla.github.io/metric-hub/default_configs/firefox_desktop/	new	f97d69aa
metrics/metrics.md	Update Day 2-7 activation definition to include search requirement	https://github.com/mozilla/bigquery-etl/blob/main/sql_generators/mobile_kpi_support_metrics/templates/new_profile_activation_clients.view.sql	new	66294436
tools/spark.md	Note built-in connector on Dataproc 2.1+ and metadata upgrade flag	https://github.com/GoogleCloudDataproc/spark-bigquery-connector	new	2b2ed076

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