Generate schema.yaml for stable_tables_monitoring

[scholtzan]

Description

stable_tables_monitoring is generating a metadata.yaml and bigeye.yaml file for selected stable tables (like main), but no schema or query file. This is affecting stage deploys that cannot determine the schema without a query file.
This PR generates the schema.yaml files for these tables as part of the SQL generation. This fixes: #8895

Reviewer, please follow this checklist

[sean-rose]

r+wc

Also, now that #8909 has merged, merging main into this branch would hopefully generate an accurate SQL diff.

[sean-rose]

question: If Pool() isn't passed the number of processes to use it looks like it defaults to os.cpu_count() or 1, which could be reasonable (one process per CPU), but is that the desired behavior here?

[github-actions]

Integration report for "Generate schema.yaml for stable_tables_monitoring"

sql.diff

Click to expand!

Only in /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/firefox_desktop_stable/baseline_v1: schema.yaml
Only in /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix_nightly_stable/baseline_v1: schema.yaml
Only in /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix_stable/baseline_v1: schema.yaml
Only in /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fennec_aurora_stable/baseline_v1: schema.yaml
Only in /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_firefox_beta_stable/baseline_v1: schema.yaml
Only in /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_firefox_stable/baseline_v1: schema.yaml
Only in /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_focus_beta_stable/baseline_v1: schema.yaml
Only in /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_focus_nightly_stable/baseline_v1: schema.yaml
Only in /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_focus_stable/baseline_v1: schema.yaml
Only in /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_ios_fennec_stable/baseline_v1: schema.yaml
Only in /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_ios_firefox_stable/baseline_v1: schema.yaml
Only in /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_ios_firefoxbeta_stable/baseline_v1: schema.yaml
Only in /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_ios_focus_stable/baseline_v1: schema.yaml
Only in /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/telemetry_stable/main_v5: schema.yaml
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/fenix/broken_site_report/metadata.yaml /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/fenix/broken_site_report/metadata.yaml
--- /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/fenix/broken_site_report/metadata.yaml	2026-02-26 18:09:25.077283101 +0000
+++ /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/fenix/broken_site_report/metadata.yaml	2026-02-26 18:09:20.641209755 +0000
@@ -1,6 +1,10 @@
-friendly_name: Broken Site Report
+friendly_name: App-specific view for Glean ping "broken-site-report"
 description: |-
-  Please provide a description for the query
+  This a view that UNIONs the stable ping tables
+  across all channels of the Glean application "Firefox for Android"
+  (org_mozilla_firefox.broken_site_report, org_mozilla_firefox_beta.broken_site_report, org_mozilla_fenix.broken_site_report, org_mozilla_fenix_nightly.broken_site_report, org_mozilla_fennec_aurora.broken_site_report).
+
+  It is used by Looker.
 owners: []
 workgroup_access:
 - role: roles/bigquery.dataViewer
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/fenix/crash/metadata.yaml /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/fenix/crash/metadata.yaml
--- /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/fenix/crash/metadata.yaml	2026-02-26 18:09:25.083283201 +0000
+++ /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/fenix/crash/metadata.yaml	2026-02-26 18:09:20.641209755 +0000
@@ -1,6 +1,10 @@
-friendly_name: Crash
+friendly_name: App-specific view for Glean ping "crash"
 description: |-
-  Please provide a description for the query
+  This a view that UNIONs the stable ping tables
+  across all channels of the Glean application "Firefox for Android"
+  (org_mozilla_firefox.crash, org_mozilla_firefox_beta.crash, org_mozilla_fenix.crash, org_mozilla_fenix_nightly.crash, org_mozilla_fennec_aurora.crash).
+
+  It is used by Looker.
 owners: []
 workgroup_access:
 - role: roles/bigquery.dataViewer
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/firefox_crashreporter/crash/metadata.yaml /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/firefox_crashreporter/crash/metadata.yaml
--- /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/firefox_crashreporter/crash/metadata.yaml	2026-02-26 18:09:25.251285979 +0000
+++ /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/firefox_crashreporter/crash/metadata.yaml	2026-02-26 18:09:20.822212740 +0000
@@ -1,6 +1,14 @@
-friendly_name: Crash
+friendly_name: Historical Pings for `firefox-crashreporter/crash`
 description: |-
-  Please provide a description for the query
+  A historical view of pings sent for the
+  `firefox-crashreporter/crash`
+  document type.
+
+  This view is guaranteed to contain only complete days
+  (per `submission_timestamp`)
+  and to contain only one row per distinct `document_id` within a given date.
+
+  Clustering fields: `normalized_channel`, `sample_id`
 owners: []
 labels:
   authorized: true
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/firefox_desktop/broken_site_report/metadata.yaml /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/firefox_desktop/broken_site_report/metadata.yaml
--- /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/firefox_desktop/broken_site_report/metadata.yaml	2026-02-26 18:09:25.252285995 +0000
+++ /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/firefox_desktop/broken_site_report/metadata.yaml	2026-02-26 18:09:20.823212757 +0000
@@ -1,6 +1,14 @@
-friendly_name: Broken Site Report
+friendly_name: Historical Pings for `firefox-desktop/broken-site-report`
 description: |-
-  Please provide a description for the query
+  A historical view of pings sent for the
+  `firefox-desktop/broken-site-report`
+  document type.
+
+  This view is guaranteed to contain only complete days
+  (per `submission_timestamp`)
+  and to contain only one row per distinct `document_id` within a given date.
+
+  Clustering fields: `normalized_channel`, `sample_id`
 owners: []
 labels:
   authorized: true
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/firefox_desktop/crash/metadata.yaml /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/firefox_desktop/crash/metadata.yaml
--- /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/firefox_desktop/crash/metadata.yaml	2026-02-26 18:09:25.252285995 +0000
+++ /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/firefox_desktop/crash/metadata.yaml	2026-02-26 18:09:20.824212773 +0000
@@ -1,6 +1,14 @@
-friendly_name: Crash
+friendly_name: Historical Pings for `firefox-desktop/crash`
 description: |-
-  Please provide a description for the query
+  A historical view of pings sent for the
+  `firefox-desktop/crash`
+  document type.
+
+  This view is guaranteed to contain only complete days
+  (per `submission_timestamp`)
+  and to contain only one row per distinct `document_id` within a given date.
+
+  Clustering fields: `normalized_channel`, `sample_id`
 owners: []
 labels:
   authorized: true
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/firefox_desktop/newtab/metadata.yaml /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/firefox_desktop/newtab/metadata.yaml
--- /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/firefox_desktop/newtab/metadata.yaml	2026-02-26 18:09:25.311286971 +0000
+++ /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/firefox_desktop/newtab/metadata.yaml	2026-02-26 18:09:20.881213716 +0000
@@ -1,6 +1,14 @@
-friendly_name: Newtab
+friendly_name: Historical Pings for `firefox-desktop/newtab`
 description: |-
-  Please provide a description for the query
+  A historical view of pings sent for the
+  `firefox-desktop/newtab`
+  document type.
+
+  This view is guaranteed to contain only complete days
+  (per `submission_timestamp`)
+  and to contain only one row per distinct `document_id` within a given date.
+
+  Clustering fields: `normalized_channel`, `sample_id`
 owners: []
 workgroup_access:
 - role: roles/bigquery.dataViewer
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/firefox_desktop_stable/baseline_v1/schema.yaml /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/firefox_desktop_stable/baseline_v1/schema.yaml
--- /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/firefox_desktop_stable/baseline_v1/schema.yaml	1970-01-01 00:00:00.000000000 +0000
+++ /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/firefox_desktop_stable/baseline_v1/schema.yaml	2026-02-26 18:09:21.169218478 +0000
@@ -0,0 +1,715 @@
+fields:
+- name: additional_properties
+  type: STRING
+  mode: NULLABLE
+  description: A JSON string containing any payload properties not present in the
+    schema
+- name: client_info
+  type: RECORD
+  mode: NULLABLE
+  fields:
+  - name: android_sdk_version
+    type: STRING
+    mode: NULLABLE
+    description: The optional Android specific SDK version of the software running
+      on this hardware device.
+  - name: app_build
+    type: STRING
+    mode: NULLABLE
+    description: The build identifier generated by the CI system (e.g. "1234/A").
+      For language bindings that provide automatic detection for this value, (e.g.
+      Android/Kotlin), in the unlikely event that the build identifier can not be
+      retrieved from the OS, it is set to "inaccessible". For other language bindings,
+      if the value was not provided through configuration, this metric gets set to
+      `Unknown`.
+  - name: app_channel
+    type: STRING
+    mode: NULLABLE
+    description: The channel the application is being distributed on.
+  - name: app_display_version
+    type: STRING
+    mode: NULLABLE
+    description: The user visible version string (e.g. "1.0.3").  In the unlikely
+      event that the display version can not be retrieved, it is set to "inaccessible".
+  - name: architecture
+    type: STRING
+    mode: NULLABLE
+    description: The architecture of the device, (e.g. "arm", "x86").
+  - name: client_id
+    type: STRING
+    mode: NULLABLE
+    description: A UUID uniquely identifying the client.
+  - name: device_manufacturer
+    type: STRING
+    mode: NULLABLE
+    description: The manufacturer of the device the application is running on. Not
+      set if the device manufacturer can't be determined (e.g. on Desktop).
+  - name: device_model
+    type: STRING
+    mode: NULLABLE
+    description: The model of the device the application is running on. On Android,
+      this is Build.MODEL, the user-visible marketing name, like "Pixel 2 XL". Not
+      set if the device model can't be determined (e.g. on Desktop).
+  - name: first_run_date
+    type: STRING
+    mode: NULLABLE
+    description: The date of the first run of the application.
+  - name: locale
+    type: STRING
+    mode: NULLABLE
+    description: The locale of the application during initialization (e.g. "es-ES").
+      If the locale can't be determined on the system, the value is ["und"](https://unicode.org/reports/tr35/#Unknown_or_Invalid_Identifiers),
+      to indicate "undetermined".
+  - name: os
+    type: STRING
+    mode: NULLABLE
+    description: 'The name of the operating system. Possible values: Android, iOS,
+      Linux, Darwin, Windows, FreeBSD, NetBSD, OpenBSD, Solaris, unknown'
+  - name: os_version
+    type: STRING
+    mode: NULLABLE
+    description: The user-visible version of the operating system (e.g. "1.2.3").
+      If the version detection fails, this metric gets set to `Unknown`.
+  - name: telemetry_sdk_build
+    type: STRING
+    mode: NULLABLE
+    description: The version of the Glean SDK
+  - name: build_date
+    type: STRING
+    mode: NULLABLE
+    description: The date & time the application was built
+  - name: windows_build_number
+    type: INTEGER
+    mode: NULLABLE
+    description: The optional Windows build number, reported by Windows (e.g. 22000)
+      and not set for other platforms
+  - name: session_count
+    type: INTEGER
+    mode: NULLABLE
+    description: An optional running counter of the number of sessions for a client.
+  - name: session_id
+    type: STRING
+    mode: NULLABLE
+    description: An optional UUID uniquely identifying the client's current session.
+  - name: attribution
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: campaign
+      type: STRING
+      mode: NULLABLE
+      description: The attribution campaign (e.g. 'mozilla-org').
+    - name: content
+      type: STRING
+      mode: NULLABLE
+      description: The attribution content (e.g. 'firefoxview').
+    - name: medium
+      type: STRING
+      mode: NULLABLE
+      description: The attribution medium (e.g. 'organic' for a search engine).
+    - name: source
+      type: STRING
+      mode: NULLABLE
+      description: The attribution source (e.g. 'google-play').
+    - name: term
+      type: STRING
+      mode: NULLABLE
+      description: The attribution term (e.g. 'browser with developer tools for android').
+  - name: distribution
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: name
+      type: STRING
+      mode: NULLABLE
+      description: The distribution name (e.g. 'MozillaOnline').
+- name: document_id
+  type: STRING
+  mode: NULLABLE
+  description: The document ID specified in the URI when the client sent this message
+- name: events
+  type: RECORD
+  mode: REPEATED
+  fields:
+  - name: category
+    type: STRING
+    mode: NULLABLE
+  - name: extra
+    type: RECORD
+    mode: REPEATED
+    fields:
+    - name: key
+      type: STRING
+      mode: NULLABLE
+    - name: value
+      type: STRING
+      mode: NULLABLE
+  - name: name
+    type: STRING
+    mode: NULLABLE
+  - name: timestamp
+    type: INTEGER
+    mode: NULLABLE
+- name: metadata
+  type: RECORD
+  mode: NULLABLE
+  fields:
+  - name: geo
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: city
+      type: STRING
+      mode: NULLABLE
+    - name: country
+      type: STRING
+      mode: NULLABLE
+      description: An ISO 3166-1 alpha-2 country code
+    - name: db_version
+      type: STRING
+      mode: NULLABLE
+      description: The specific geo database version used for this lookup
+    - name: subdivision1
+      type: STRING
+      mode: NULLABLE
+      description: First major country subdivision, typically a state, province, or
+        county
+    - name: subdivision2
+      type: STRING
+      mode: NULLABLE
+      description: Second major country subdivision; not applicable for most countries
+    description: Results of a geographic lookup based on the client's IP address
+  - name: header
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: date
+      type: STRING
+      mode: NULLABLE
+      description: Date HTTP header
+    - name: dnt
+      type: STRING
+      mode: NULLABLE
+      description: DNT (Do Not Track) HTTP header
+    - name: x_debug_id
+      type: STRING
+      mode: NULLABLE
+      description: X-Debug-Id HTTP header
+    - name: x_pingsender_version
+      type: STRING
+      mode: NULLABLE
+      description: X-PingSender-Version HTTP header
+    - name: x_source_tags
+      type: STRING
+      mode: NULLABLE
+      description: X-Source-Tags HTTP header
+    - name: x_telemetry_agent
+      type: STRING
+      mode: NULLABLE
+      description: X-Telemetry-Agent HTTP header
+    - name: x_foxsec_ip_reputation
+      type: STRING
+      mode: NULLABLE
+      description: X-Foxsec-IP-Reputation header
+    - name: x_lb_tags
+      type: STRING
+      mode: NULLABLE
+      description: X-LB-Tags HTTP header
+    description: Headers included in the client's HTTP request
+  - name: isp
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: db_version
+      type: STRING
+      mode: NULLABLE
+      description: The specific geo ISP database version used for this lookup
+    - name: name
+      type: STRING
+      mode: NULLABLE
+      description: The name of the ISP associated with the client's IP address
+    - name: organization
+      type: STRING
+      mode: NULLABLE
+      description: The name of a specific business entity associated with the client's
+        IP address when available; otherwise the ISP name
+    description: Results of ISP lookup based on the client's IP address
+  - name: user_agent
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: browser
+      type: STRING
+      mode: NULLABLE
+    - name: os
+      type: STRING
+      mode: NULLABLE
+    - name: version
+      type: STRING
+      mode: NULLABLE
+    description: Parsed components of the client's user agent string
+- name: metrics
+  type: RECORD
+  mode: NULLABLE
+  fields:
+  - name: counter
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: glean_validation_metrics_ping_count
+      type: INTEGER
+      mode: NULLABLE
+      description: The number of metrics pings sent during the lifetime of this baseline
+        ping.
+    - name: browser_engagement_active_ticks
+      type: INTEGER
+      mode: NULLABLE
+      description: 'The number of five-second intervals (''ticks'') the user was considered
+
+        ''active''.
+
+
+        ''active'' means keyboard or mouse interaction with the application.
+
+        It doesn''t take into account whether or not the window has focus or is in
+
+        the foreground, only if it is receiving these interaction events.
+
+
+        Migrated from Telemetry''s `browser.engagement.active_ticks`.
+
+        '
+    - name: browser_engagement_uri_count
+      type: INTEGER
+      mode: NULLABLE
+      description: 'The number of total non-unique http(s) URIs visited, including
+        page
+
+        reloads, after the session has been restored. URIs on minimized or
+
+        background tabs may also be counted. Private browsing uris are included.
+
+
+        Migrated from Telemetry''s
+
+        `browser.engagement.total_uri_count_normal_and_private_mode`.
+
+        '
+  - name: jwe
+    type: RECORD
+    mode: REPEATED
+    fields:
+    - name: key
+      type: STRING
+      mode: NULLABLE
+    - name: value
+      type: STRING
+      mode: NULLABLE
+  - name: labeled_counter
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: glean_error_invalid_label
+      type: RECORD
+      mode: REPEATED
+      fields:
+      - name: key
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: INTEGER
+        mode: NULLABLE
+      description: 'Counts the number of times a metric was set with an invalid label.
+
+        The labels are the `category.name` identifier of the metric.
+
+        '
+    - name: glean_error_invalid_overflow
+      type: RECORD
+      mode: REPEATED
+      fields:
+      - name: key
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: INTEGER
+        mode: NULLABLE
+      description: 'Counts the number of times a metric was set a value that overflowed.
+
+        The labels are the `category.name` identifier of the metric.
+
+        '
+    - name: glean_error_invalid_state
+      type: RECORD
+      mode: REPEATED
+      fields:
+      - name: key
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: INTEGER
+        mode: NULLABLE
+      description: 'Counts the number of times a timing metric was used incorrectly.
+
+        The labels are the `category.name` identifier of the metric.
+
+        '
+    - name: glean_error_invalid_value
+      type: RECORD
+      mode: REPEATED
+      fields:
+      - name: key
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: INTEGER
+        mode: NULLABLE
+      description: 'Counts the number of times a metric was set to an invalid value.
+
+        The labels are the `category.name` identifier of the metric.
+
+        '
+    - name: glean_validation_pings_submitted
+      type: RECORD
+      mode: REPEATED
+      fields:
+      - name: key
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: INTEGER
+        mode: NULLABLE
+      description: "A count of the built-in pings submitted, by ping type.\n\nThis\
+        \ metric appears in both the metrics and baseline pings.\n\n- On the metrics\
+        \ ping, the counts include the number of pings sent since\n  the last metrics\
+        \ ping (including the last metrics ping)\n- On the baseline ping, the counts\
+        \ include the number of pings send since\n  the last baseline ping (including\
+        \ the last baseline ping)\n\nNote: Previously this also recorded the number\
+        \ of submitted custom pings.\nNow it only records counts for the Glean built-in\
+        \ pings.\n"
+  - name: string
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: glean_baseline_locale
+      type: STRING
+      mode: NULLABLE
+      description: 'The locale of the application during initialization (e.g. "es-ES").
+
+        If the locale can''t be determined on the system, the value is
+
+        ["und"](https://unicode.org/reports/tr35/#Unknown_or_Invalid_Identifiers),
+
+        to indicate "undetermined".
+
+        '
+    - name: glean_client_annotation_experimentation_id
+      type: STRING
+      mode: NULLABLE
+      description: 'An experimentation identifier derived and provided by the application
+
+        for the purpose of experimentation enrollment.
+
+        '
+    - name: usage_distribution_id
+      type: STRING
+      mode: NULLABLE
+      description: 'The distribution id associated with the install of Firefox.
+
+        '
+    - name: startup_profile_selection_reason
+      type: STRING
+      mode: NULLABLE
+      description: "How the profile was selected during startup. One of the following\
+        \ reasons:\n  unknown:\n    Generally should not happen, set as a default\
+        \ in case no other reason\n    occured.\n  profile-manager:\n    The profile\
+        \ was selected by the profile manager.\n  profile-selector:\n    The profile\
+        \ was selected by the profile selector window.\n  profile-reset:\n    The\
+        \ profile was selected for reset, normally this would mean a restart.\n  restart:\n\
+        \    The user restarted the application, the same profile as previous will\n\
+        \    be used.\n  argument-profile:\n    The profile was selected by the --profile\
+        \ command line argument.\n  argument-p:\n    The profile was selected by the\
+        \ -p command line argument.\n  firstrun-claimed-default:\n    A first run\
+        \ of a dedicated profiles build chose the old default\n    profile to be the\
+        \ default for this install.\n  firstrun-skipped-default:\n    A first run\
+        \ of a dedicated profiles build skipped over the old default\n    profile\
+        \ and created a new profile.\n  restart-claimed-default:\n    A first run\
+        \ of a dedicate"
+  - name: timespan
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: glean_baseline_duration
+      type: RECORD
+      mode: NULLABLE
+      fields:
+      - name: time_unit
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: INTEGER
+        mode: NULLABLE
+      description: 'The duration of the last foreground session.
+
+        '
+  - name: datetime
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: glean_validation_first_run_hour
+      type: STRING
+      mode: NULLABLE
+      description: 'The hour of the first run of the application.
+
+        '
+  - name: labeled_rate
+    type: RECORD
+    mode: REPEATED
+    fields:
+    - name: key
+      type: STRING
+      mode: NULLABLE
+    - name: value
+      type: RECORD
+      mode: REPEATED
+      fields:
+      - name: key
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: RECORD
+        mode: NULLABLE
+        fields:
+        - name: denominator
+          type: INTEGER
+          mode: NULLABLE
+        - name: numerator
+          type: INTEGER
+          mode: NULLABLE
+  - name: url
+    type: RECORD
+    mode: REPEATED
+    fields:
+    - name: key
+      type: STRING
+      mode: NULLABLE
+    - name: value
+      type: STRING
+      mode: NULLABLE
+  - name: text
+    type: RECORD
+    mode: REPEATED
+    fields:
+    - name: key
+      type: STRING
+      mode: NULLABLE
+    - name: value
+      type: STRING
+      mode: NULLABLE
+  - name: uuid
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: legacy_telemetry_client_id
+      type: STRING
+      mode: NULLABLE
+      description: 'The client_id according to Telemetry.
+
+        Might not always have a value due to being too early for it to have
+
+        loaded.
+
+        Value may be the canary client id `c0ffeec0-ffee-c0ff-eec0-ffeec0ffeec0`
+
+        in pings near when the data upload pref is disabled (if Telemetry gets
+
+        to go first), or between when a client_id has been removed and when it
+
+        has been regenerated.
+
+        Does not need to be sent in the Glean "deletion-request" ping.
+
+        '
+    - name: legacy_telemetry_profile_group_id
+      type: STRING
+      mode: NULLABLE
+      description: 'The profile_group_id according to Telemetry.
+
+        Might not always have a value due to being too early for it to have
+
+        loaded.
+
+        Does not need to be sent in the Glean "deletion-request" ping.
+
+        '
+  - name: boolean
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: usage_is_default_browser
+      type: BOOLEAN
+      mode: NULLABLE
+      description: 'Whether Firefox is set as the default browser.
+
+        '
+    - name: policies_is_enterprise
+      type: BOOLEAN
+      mode: NULLABLE
+      description: 'Attempt to determine if the user is an enterprise user based on
+        various signals. This metric was generated to correspond to the Legacy Telemetry
+        scalar policies.is_enterprise.
+
+        '
+  - name: object
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: glean_attribution_ext
+      type: JSON
+      mode: NULLABLE
+      description: "Extended attribution information.\nMapped to client_info.attribution.ext\
+        \ in datasets.\n* `experiment`: name/id of the enrolled funnel experiment\n\
+        * `variation`: name/id of the variation cohort used in the enrolled funnel\
+        \ experiment\n* `ua`: identifier derived from the user agent downloading the\
+        \ installer\n        e.g. chrome, Google Chrome 123\n* `dltoken`: Unique token\
+        \ created at Firefox download time.\n             e.g. c18f86a3-f228-4d98-91bb-f90135c0aa9c\n\
+        * `msstoresignedin`: only present if the installation was done through the\
+        \ Microsoft Store,\n                     and was able to retrieve the \"campaign\
+        \ ID\" it was first installed with.\n                     This value is \"\
+        true\" if the user was signed into the Microsoft Store\n                 \
+        \    when they first installed, and false otherwise.\n* `msclkid`: only present\
+        \ if the installation was done through the Microsoft Store, and the\n    \
+        \         install is attributable to a Microsoft Store Ads Campaign ID. This\
+        \ differs\n             from a Campaign ID originating "
+    - name: glean_distribution_ext
+      type: JSON
+      mode: NULLABLE
+      description: 'Extended distribution information.
+
+        Mapped to client_info.distribution.ext in datasets.
+
+        * `distributionVersion`: pref `distribution.version`, `null` on failure
+
+        * `partnerId`: pref `mozilla.partner.id`, `null` on failure
+
+        * `distributor`:  pref `app.distributor`, `null` on failure
+
+        * `distributorChannel`: pref `app.distributor.channel`, `null` on failure
+
+        * `partnerNames`: list from prefs `app.partner.<name>=<name>`
+
+        '
+  - name: string_list
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: glean_ping_uploader_capabilities
+      type: STRING
+      mode: REPEATED
+- name: normalized_app_name
+  type: STRING
+  mode: NULLABLE
+  description: Set to "Other" if this message contained an unrecognized app name
+- name: normalized_channel
+  type: STRING
+  mode: NULLABLE
+  description: Set to "Other" if this message contained an unrecognized channel name
+- name: normalized_country_code
+  type: STRING
+  mode: NULLABLE
+  description: An ISO 3166-1 alpha-2 country code
+- name: normalized_os
+  type: STRING
+  mode: NULLABLE
+  description: Set to "Other" if this message contained an unrecognized OS name
+- name: normalized_os_version
+  type: STRING
+  mode: NULLABLE
+- name: ping_info
+  type: RECORD
+  mode: NULLABLE
+  fields:
+  - name: end_time
+    type: STRING
+    mode: NULLABLE
+  - name: experiments
+    type: RECORD
+    mode: REPEATED
+    fields:
+    - name: key
+      type: STRING
+      mode: NULLABLE
+    - name: value
+      type: RECORD
+      mode: NULLABLE
+      fields:
+      - name: branch
+        type: STRING
+        mode: NULLABLE
+      - name: extra
+        type: RECORD
+        mode: NULLABLE
+        fields:
+        - name: type
+          type: STRING
+          mode: NULLABLE
+        - name: enrollment_id
+          type: STRING
+          mode: NULLABLE
+  - name: ping_type
+    type: STRING
+    mode: NULLABLE
+  - name: reason
+    type: STRING
+    mode: NULLABLE
+  - name: seq
+    type: INTEGER
+    mode: NULLABLE
+  - name: start_time
+    type: STRING
+    mode: NULLABLE
+  - name: server_knobs_config
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: event_threshold
+      type: INTEGER
+      mode: NULLABLE
+      description: Optional threshold for event buffering before an events ping is
+        collected and submitted
+    - name: metrics_enabled
+      type: RECORD
+      mode: REPEATED
+      fields:
+      - name: key
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: BOOLEAN
+        mode: NULLABLE
+      description: Map of metric identifiers (category.name) to boolean values indicating
+        whether the metric is enabled
+    - name: pings_enabled
+      type: RECORD
+      mode: REPEATED
+      fields:
+      - name: key
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: BOOLEAN
+        mode: NULLABLE
+      description: Map of ping names to boolean values indicating whether the ping
+        is enabled
+    description: The Server Knobs configuration applied via applyServerKnobsConfig.
+      Contains the complete configuration including metrics_enabled, pings_enabled,
+      and event_threshold settings.
+- name: sample_id
+  type: INTEGER
+  mode: NULLABLE
+  description: Hashed version of client_id (if present) useful for partitioning; ranges
+    from 0 to 99
+- name: submission_timestamp
+  type: TIMESTAMP
+  mode: NULLABLE
+  description: Time when the ingestion edge server accepted this message
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix/broken_site_report/metadata.yaml /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix/broken_site_report/metadata.yaml
--- /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix/broken_site_report/metadata.yaml	2026-02-26 18:09:26.149300828 +0000
+++ /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix/broken_site_report/metadata.yaml	2026-02-26 18:09:21.706227358 +0000
@@ -1,6 +1,14 @@
-friendly_name: Broken Site Report
+friendly_name: Historical Pings for `org-mozilla-fenix/broken-site-report`
 description: |-
-  Please provide a description for the query
+  A historical view of pings sent for the
+  `org-mozilla-fenix/broken-site-report`
+  document type.
+
+  This view is guaranteed to contain only complete days
+  (per `submission_timestamp`)
+  and to contain only one row per distinct `document_id` within a given date.
+
+  Clustering fields: `normalized_channel`, `sample_id`
 owners: []
 labels:
   authorized: true
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix/crash/metadata.yaml /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix/crash/metadata.yaml
--- /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix/crash/metadata.yaml	2026-02-26 18:09:26.149300828 +0000
+++ /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix/crash/metadata.yaml	2026-02-26 18:09:21.706227358 +0000
@@ -1,6 +1,14 @@
-friendly_name: Crash
+friendly_name: Historical Pings for `org-mozilla-fenix/crash`
 description: |-
-  Please provide a description for the query
+  A historical view of pings sent for the
+  `org-mozilla-fenix/crash`
+  document type.
+
+  This view is guaranteed to contain only complete days
+  (per `submission_timestamp`)
+  and to contain only one row per distinct `document_id` within a given date.
+
+  Clustering fields: `normalized_channel`, `sample_id`
 owners: []
 labels:
   authorized: true
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix_nightly/broken_site_report/metadata.yaml /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix_nightly/broken_site_report/metadata.yaml
--- /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix_nightly/broken_site_report/metadata.yaml	2026-02-26 18:09:26.218301969 +0000
+++ /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix_nightly/broken_site_report/metadata.yaml	2026-02-26 18:09:21.770228416 +0000
@@ -1,6 +1,14 @@
-friendly_name: Broken Site Report
+friendly_name: Historical Pings for `org-mozilla-fenix-nightly/broken-site-report`
 description: |-
-  Please provide a description for the query
+  A historical view of pings sent for the
+  `org-mozilla-fenix-nightly/broken-site-report`
+  document type.
+
+  This view is guaranteed to contain only complete days
+  (per `submission_timestamp`)
+  and to contain only one row per distinct `document_id` within a given date.
+
+  Clustering fields: `normalized_channel`, `sample_id`
 owners: []
 labels:
   authorized: true
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix_nightly/crash/metadata.yaml /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix_nightly/crash/metadata.yaml
--- /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix_nightly/crash/metadata.yaml	2026-02-26 18:09:26.210301837 +0000
+++ /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix_nightly/crash/metadata.yaml	2026-02-26 18:09:21.771228433 +0000
@@ -1,6 +1,14 @@
-friendly_name: Crash
+friendly_name: Historical Pings for `org-mozilla-fenix-nightly/crash`
 description: |-
-  Please provide a description for the query
+  A historical view of pings sent for the
+  `org-mozilla-fenix-nightly/crash`
+  document type.
+
+  This view is guaranteed to contain only complete days
+  (per `submission_timestamp`)
+  and to contain only one row per distinct `document_id` within a given date.
+
+  Clustering fields: `normalized_channel`, `sample_id`
 owners: []
 labels:
   authorized: true
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix_nightly_stable/baseline_v1/schema.yaml /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix_nightly_stable/baseline_v1/schema.yaml
--- /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix_nightly_stable/baseline_v1/schema.yaml	1970-01-01 00:00:00.000000000 +0000
+++ /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix_nightly_stable/baseline_v1/schema.yaml	2026-02-26 18:09:21.823229293 +0000
@@ -0,0 +1,768 @@
+fields:
+- name: additional_properties
+  type: STRING
+  mode: NULLABLE
+  description: A JSON string containing any payload properties not present in the
+    schema
+- name: client_info
+  type: RECORD
+  mode: NULLABLE
+  fields:
+  - name: android_sdk_version
+    type: STRING
+    mode: NULLABLE
+    description: The optional Android specific SDK version of the software running
+      on this hardware device.
+  - name: app_build
+    type: STRING
+    mode: NULLABLE
+    description: The build identifier generated by the CI system (e.g. "1234/A").
+      For language bindings that provide automatic detection for this value, (e.g.
+      Android/Kotlin), in the unlikely event that the build identifier can not be
+      retrieved from the OS, it is set to "inaccessible". For other language bindings,
+      if the value was not provided through configuration, this metric gets set to
+      `Unknown`.
+  - name: app_channel
+    type: STRING
+    mode: NULLABLE
+    description: The channel the application is being distributed on.
+  - name: app_display_version
+    type: STRING
+    mode: NULLABLE
+    description: The user visible version string (e.g. "1.0.3").  In the unlikely
+      event that the display version can not be retrieved, it is set to "inaccessible".
+  - name: architecture
+    type: STRING
+    mode: NULLABLE
+    description: The architecture of the device, (e.g. "arm", "x86").
+  - name: client_id
+    type: STRING
+    mode: NULLABLE
+    description: A UUID uniquely identifying the client.
+  - name: device_manufacturer
+    type: STRING
+    mode: NULLABLE
+    description: The manufacturer of the device the application is running on. Not
+      set if the device manufacturer can't be determined (e.g. on Desktop).
+  - name: device_model
+    type: STRING
+    mode: NULLABLE
+    description: The model of the device the application is running on. On Android,
+      this is Build.MODEL, the user-visible marketing name, like "Pixel 2 XL". Not
+      set if the device model can't be determined (e.g. on Desktop).
+  - name: first_run_date
+    type: STRING
+    mode: NULLABLE
+    description: The date of the first run of the application.
+  - name: os
+    type: STRING
+    mode: NULLABLE
+    description: 'The name of the operating system. Possible values: Android, iOS,
+      Linux, Darwin, Windows, FreeBSD, NetBSD, OpenBSD, Solaris, unknown'
+  - name: os_version
+    type: STRING
+    mode: NULLABLE
+    description: The user-visible version of the operating system (e.g. "1.2.3").
+      If the version detection fails, this metric gets set to `Unknown`.
+  - name: telemetry_sdk_build
+    type: STRING
+    mode: NULLABLE
+    description: The version of the Glean SDK
+  - name: locale
+    type: STRING
+    mode: NULLABLE
+    description: The locale of the application during initialization (e.g. "es-ES").
+      If the locale can't be determined on the system, the value is ["und"](https://unicode.org/reports/tr35/#Unknown_or_Invalid_Identifiers),
+      to indicate "undetermined".
+  - name: build_date
+    type: STRING
+    mode: NULLABLE
+    description: The date & time the application was built
+  - name: windows_build_number
+    type: INTEGER
+    mode: NULLABLE
+    description: The optional Windows build number, reported by Windows (e.g. 22000)
+      and not set for other platforms
+  - name: session_count
+    type: INTEGER
+    mode: NULLABLE
+    description: An optional running counter of the number of sessions for a client.
+  - name: session_id
+    type: STRING
+    mode: NULLABLE
+    description: An optional UUID uniquely identifying the client's current session.
+  - name: attribution
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: campaign
+      type: STRING
+      mode: NULLABLE
+      description: The attribution campaign (e.g. 'mozilla-org').
+    - name: content
+      type: STRING
+      mode: NULLABLE
+      description: The attribution content (e.g. 'firefoxview').
+    - name: medium
+      type: STRING
+      mode: NULLABLE
+      description: The attribution medium (e.g. 'organic' for a search engine).
+    - name: source
+      type: STRING
+      mode: NULLABLE
+      description: The attribution source (e.g. 'google-play').
+    - name: term
+      type: STRING
+      mode: NULLABLE
+      description: The attribution term (e.g. 'browser with developer tools for android').
+  - name: distribution
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: name
+      type: STRING
+      mode: NULLABLE
+      description: The distribution name (e.g. 'MozillaOnline').
+- name: document_id
+  type: STRING
+  mode: NULLABLE
+  description: The document ID specified in the URI when the client sent this message
+- name: events
+  type: RECORD
+  mode: REPEATED
+  fields:
+  - name: category
+    type: STRING
+    mode: NULLABLE
+  - name: extra
+    type: RECORD
+    mode: REPEATED
+    fields:
+    - name: key
+      type: STRING
+      mode: NULLABLE
+    - name: value
+      type: STRING
+      mode: NULLABLE
+  - name: name
+    type: STRING
+    mode: NULLABLE
+  - name: timestamp
+    type: INTEGER
+    mode: NULLABLE
+- name: metadata
+  type: RECORD
+  mode: NULLABLE
+  fields:
+  - name: geo
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: city
+      type: STRING
+      mode: NULLABLE
+    - name: country
+      type: STRING
+      mode: NULLABLE
+      description: An ISO 3166-1 alpha-2 country code
+    - name: db_version
+      type: STRING
+      mode: NULLABLE
+      description: The specific geo database version used for this lookup
+    - name: subdivision1
+      type: STRING
+      mode: NULLABLE
+      description: First major country subdivision, typically a state, province, or
+        county
+    - name: subdivision2
+      type: STRING
+      mode: NULLABLE
+      description: Second major country subdivision; not applicable for most countries
+    description: Results of a geographic lookup based on the client's IP address
+  - name: header
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: date
+      type: STRING
+      mode: NULLABLE
+      description: Date HTTP header
+    - name: dnt
+      type: STRING
+      mode: NULLABLE
+      description: DNT (Do Not Track) HTTP header
+    - name: x_debug_id
+      type: STRING
+      mode: NULLABLE
+      description: X-Debug-Id HTTP header
+    - name: x_pingsender_version
+      type: STRING
+      mode: NULLABLE
+      description: X-PingSender-Version HTTP header
+    - name: x_source_tags
+      type: STRING
+      mode: NULLABLE
+      description: X-Source-Tags HTTP header
+    - name: x_telemetry_agent
+      type: STRING
+      mode: NULLABLE
+      description: X-Telemetry-Agent HTTP header
+    - name: x_foxsec_ip_reputation
+      type: STRING
+      mode: NULLABLE
+      description: X-Foxsec-IP-Reputation header
+    - name: x_lb_tags
+      type: STRING
+      mode: NULLABLE
+      description: X-LB-Tags HTTP header
+    description: Headers included in the client's HTTP request
+  - name: user_agent
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: browser
+      type: STRING
+      mode: NULLABLE
+    - name: os
+      type: STRING
+      mode: NULLABLE
+    - name: version
+      type: STRING
+      mode: NULLABLE
+    description: Parsed components of the client's user agent string
+  - name: isp
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: db_version
+      type: STRING
+      mode: NULLABLE
+      description: The specific geo ISP database version used for this lookup
+    - name: name
+      type: STRING
+      mode: NULLABLE
+      description: The name of the ISP associated with the client's IP address
+    - name: organization
+      type: STRING
+      mode: NULLABLE
+      description: The name of a specific business entity associated with the client's
+        IP address when available; otherwise the ISP name
+    description: Results of ISP lookup based on the client's IP address
+- name: metrics
+  type: RECORD
+  mode: NULLABLE
+  fields:
+  - name: counter
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: events_total_uri_count
+      type: INTEGER
+      mode: NULLABLE
+      description: 'A counter of URIs visited by the user in the current session,
+        including
+
+        page reloads. This does not include background page requests and URIs from
+
+        embedded pages or private browsing but may be incremented without user
+
+        interaction by website scripts that programmatically redirect to a new
+
+        location.
+
+        '
+    - name: glean_validation_metrics_ping_count
+      type: INTEGER
+      mode: NULLABLE
+      description: The number of metrics pings sent during the lifetime of this baseline
+        ping.
+    - name: events_normal_and_private_uri_count
+      type: INTEGER
+      mode: NULLABLE
+      description: 'A counter of URIs visited by the user in the current session,
+        including
+
+        page reloads. This includes private browsing.  This does not include
+
+        background page requests and URIs from embedded pages but may be
+
+        incremented without user interaction by website scripts that
+
+        programmatically redirect to a new location.
+
+        '
+  - name: labeled_counter
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: glean_error_invalid_label
+      type: RECORD
+      mode: REPEATED
+      fields:
+      - name: key
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: INTEGER
+        mode: NULLABLE
+      description: 'Counts the number of times a metric was set with an invalid label.
+
+        The labels are the `category.name` identifier of the metric.
+
+        '
+    - name: glean_error_invalid_value
+      type: RECORD
+      mode: REPEATED
+      fields:
+      - name: key
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: INTEGER
+        mode: NULLABLE
+      description: 'Counts the number of times a metric was set to an invalid value.
+
+        The labels are the `category.name` identifier of the metric.
+
+        '
+    - name: metrics_search_count
+      type: RECORD
+      mode: REPEATED
+      fields:
+      - name: key
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: INTEGER
+        mode: NULLABLE
+      description: 'The labels for this counter are `<search-engine-name>.<source>`.
+
+
+        If the search engine is bundled with Fenix `search-engine-name` will be
+
+        the name of the search engine. If it''s a custom search engine (defined:
+
+        https://github.com/mozilla-mobile/fenix/issues/1607) the value will be
+
+        `custom`.
+
+
+        `source` will be: `action`, `suggestion`, `widget`, `shortcut`, `topsite`
+
+        (depending on the source from which the search started). Also added the
+
+        `other` option for the source but it should never enter on this case.
+
+        '
+    - name: glean_error_invalid_state
+      type: RECORD
+      mode: REPEATED
+      fields:
+      - name: key
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: INTEGER
+        mode: NULLABLE
+      description: 'Counts the number of times a timing metric was used incorrectly.
+
+        The labels are the `category.name` identifier of the metric.
+
+        '
+    - name: glean_error_invalid_overflow
+      type: RECORD
+      mode: REPEATED
+      fields:
+      - name: key
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: INTEGER
+        mode: NULLABLE
+      description: 'Counts the number of times a metric was set a value that overflowed.
+
+        The labels are the `category.name` identifier of the metric.
+
+        '
+    - name: browser_search_ad_clicks
+      type: RECORD
+      mode: REPEATED
+      fields:
+      - name: key
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: INTEGER
+        mode: NULLABLE
+      description: 'Records clicks of adverts on SERP pages.
+
+        The key format is
+
+        `<provider-name>.in-content.[sap|sap-follow-on|organic].[code|none](.[channel])?`,
+
+        where:
+
+
+        * `provider-name` is the name of the provider,
+
+        * `sap|sap-follow-on|organic` is the search access point,
+
+        * `code` is set when the url matches any of the provider''s code prefixes,
+
+        * `channel` is set to the url "channel" query parameter.
+
+        '
+    - name: browser_search_in_content
+      type: RECORD
+      mode: REPEATED
+      fields:
+      - name: key
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: INTEGER
+        mode: NULLABLE
+      description: 'Records the type of interaction a user has on SERP pages.
+
+        '
+    - name: browser_search_with_ads
+      type: RECORD
+      mode: REPEATED
+      fields:
+      - name: key
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: INTEGER
+        mode: NULLABLE
+      description: 'Records counts of SERP pages with adverts displayed.
+
+        The key format is
+
+        `<provider-name>.in-content.[sap|sap-follow-on|organic].[code|none](.[channel])?`,
+
+        where:
+
+
+        * `provider-name` is the name of the provider,
+
+        * `sap|sap-follow-on|organic` is the search access point,
+
+        * `code` is set when the url matches any of the provider''s code prefixes,
+
+        * `channel` is set to the url "channel" query parameter.
+
+        '
+    - name: glean_validation_pings_submitted
+      type: RECORD
+      mode: REPEATED
+      fields:
+      - name: key
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: INTEGER
+        mode: NULLABLE
+      description: "A count of the built-in pings submitted, by ping type.\n\nThis\
+        \ metric appears in both the metrics and baseline pings.\n\n- On the metrics\
+        \ ping, the counts include the number of pings sent since\n  the last metrics\
+        \ ping (including the last metrics ping)\n- On the baseline ping, the counts\
+        \ include the number of pings send since\n  the last baseline ping (including\
+        \ the last baseline ping)\n\nNote: Previously this also recorded the number\
+        \ of submitted custom pings.\nNow it only records counts for the Glean built-in\
+        \ pings.\n"
+  - name: string
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: glean_baseline_locale
+      type: STRING
+      mode: NULLABLE
+      description: 'The locale of the application during initialization (e.g. "es-ES").
+
+        If the locale can''t be determined on the system, the value is
+
+        ["und"](https://unicode.org/reports/tr35/#Unknown_or_Invalid_Identifiers),
+
+        to indicate "undetermined".
+
+        '
+    - name: search_default_engine_code
+      type: STRING
+      mode: NULLABLE
+      description: 'If the search engine is pre-loaded with Fenix this value
+
+        will be the search engine identifier. If it''s a custom search engine
+
+        (defined: https://github.com/mozilla-mobile/fenix/issues/1607) the
+
+        value will be "custom"
+
+        '
+    - name: search_default_engine_name
+      type: STRING
+      mode: NULLABLE
+      description: 'If the search engine is pre-loaded with Fenix this value
+
+        will be the search engine name. If it''s a custom search engine
+
+        (defined: https://github.com/mozilla-mobile/fenix/issues/1607) the
+
+        value will be "custom"
+
+        '
+    - name: metrics_distribution_id
+      type: STRING
+      mode: NULLABLE
+      description: 'A string containing the distribution identifier. This was used
+
+        to identify installs from Mozilla Online, but now also identifies
+
+        partnership deal distributions
+
+        '
+    - name: glean_client_annotation_experimentation_id
+      type: STRING
+      mode: NULLABLE
+      description: 'An experimentation identifier derived and provided by the application
+
+        for the purpose of experimentation enrollment.
+
+        '
+    - name: first_session_install_source
+      type: STRING
+      mode: NULLABLE
+      description: 'Used to identify the source the app was installed from.
+
+        '
+    - name: startup_profile_selection_reason
+      type: STRING
+      mode: NULLABLE
+      description: "How the profile was selected during startup. One of the following\
+        \ reasons:\n  unknown:\n    Generally should not happen, set as a default\
+        \ in case no other reason\n    occured.\n  profile-manager:\n    The profile\
+        \ was selected by the profile manager.\n  profile-selector:\n    The profile\
+        \ was selected by the profile selector window.\n  profile-reset:\n    The\
+        \ profile was selected for reset, normally this would mean a restart.\n  restart:\n\
+        \    The user restarted the application, the same profile as previous will\n\
+        \    be used.\n  argument-profile:\n    The profile was selected by the --profile\
+        \ command line argument.\n  argument-p:\n    The profile was selected by the\
+        \ -p command line argument.\n  firstrun-claimed-default:\n    A first run\
+        \ of a dedicated profiles build chose the old default\n    profile to be the\
+        \ default for this install.\n  firstrun-skipped-default:\n    A first run\
+        \ of a dedicated profiles build skipped over the old default\n    profile\
+        \ and created a new profile.\n  restart-claimed-default:\n    A first run\
+        \ of a dedicate"
+  - name: timespan
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: glean_baseline_duration
+      type: RECORD
+      mode: NULLABLE
+      fields:
+      - name: time_unit
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: INTEGER
+        mode: NULLABLE
+      description: 'The duration of the last foreground session.
+
+        '
+  - name: jwe
+    type: RECORD
+    mode: REPEATED
+    fields:
+    - name: key
+      type: STRING
+      mode: NULLABLE
+    - name: value
+      type: STRING
+      mode: NULLABLE
+  - name: datetime
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: glean_validation_first_run_hour
+      type: STRING
+      mode: NULLABLE
+      description: 'The hour of the first run of the application.
+
+        '
+  - name: labeled_rate
+    type: RECORD
+    mode: REPEATED
+    fields:
+    - name: key
+      type: STRING
+      mode: NULLABLE
+    - name: value
+      type: RECORD
+      mode: REPEATED
+      fields:
+      - name: key
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: RECORD
+        mode: NULLABLE
+        fields:
+        - name: denominator
+          type: INTEGER
+          mode: NULLABLE
+        - name: numerator
+          type: INTEGER
+          mode: NULLABLE
+  - name: url
+    type: RECORD
+    mode: REPEATED
+    fields:
+    - name: key
+      type: STRING
+      mode: NULLABLE
+    - name: value
+      type: STRING
+      mode: NULLABLE
+  - name: text
+    type: RECORD
+    mode: REPEATED
+    fields:
+    - name: key
+      type: STRING
+      mode: NULLABLE
+    - name: value
+      type: STRING
+      mode: NULLABLE
+  - name: boolean
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: metrics_default_browser
+      type: BOOLEAN
+      mode: NULLABLE
+      description: 'Is Fenix the default browser?
+
+        '
+    - name: policies_is_enterprise
+      type: BOOLEAN
+      mode: NULLABLE
+      description: 'Attempt to determine if the user is an enterprise user based on
+        various signals. This metric was generated to correspond to the Legacy Telemetry
+        scalar policies.is_enterprise.
+
+        '
+  - name: string_list
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: glean_ping_uploader_capabilities
+      type: STRING
+      mode: REPEATED
+- name: normalized_app_name
+  type: STRING
+  mode: NULLABLE
+  description: Set to "Other" if this message contained an unrecognized app name
+- name: normalized_channel
+  type: STRING
+  mode: NULLABLE
+  description: Set to "Other" if this message contained an unrecognized channel name
+- name: normalized_country_code
+  type: STRING
+  mode: NULLABLE
+  description: An ISO 3166-1 alpha-2 country code
+- name: normalized_os
+  type: STRING
+  mode: NULLABLE
+  description: Set to "Other" if this message contained an unrecognized OS name
+- name: normalized_os_version
+  type: STRING
+  mode: NULLABLE
+- name: ping_info
+  type: RECORD
+  mode: NULLABLE
+  fields:
+  - name: end_time
+    type: STRING
+    mode: NULLABLE
+  - name: experiments
+    type: RECORD
+    mode: REPEATED
+    fields:
+    - name: key
+      type: STRING
+      mode: NULLABLE
+    - name: value
+      type: RECORD
+      mode: NULLABLE
+      fields:
+      - name: branch
+        type: STRING
+        mode: NULLABLE
+      - name: extra
+        type: RECORD
+        mode: NULLABLE
+        fields:
+        - name: type
+          type: STRING
+          mode: NULLABLE
+        - name: enrollment_id
+          type: STRING
+          mode: NULLABLE
+  - name: ping_type
+    type: STRING
+    mode: NULLABLE
+  - name: seq
+    type: INTEGER
+    mode: NULLABLE
+  - name: start_time
+    type: STRING
+    mode: NULLABLE
+  - name: reason
+    type: STRING
+    mode: NULLABLE
+  - name: server_knobs_config
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: event_threshold
+      type: INTEGER
+      mode: NULLABLE
+      description: Optional threshold for event buffering before an events ping is
+        collected and submitted
+    - name: metrics_enabled
+      type: RECORD
+      mode: REPEATED
+      fields:
+      - name: key
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: BOOLEAN
+        mode: NULLABLE
+      description: Map of metric identifiers (category.name) to boolean values indicating
+        whether the metric is enabled
+    - name: pings_enabled
+      type: RECORD
+      mode: REPEATED
+      fields:
+      - name: key
+        type: STRING
+        mode: NULLABLE
+      - name: value
+        type: BOOLEAN
+        mode: NULLABLE
+      description: Map of ping names to boolean values indicating whether the ping
+        is enabled
+    description: The Server Knobs configuration applied via applyServerKnobsConfig.
+      Contains the complete configuration including metrics_enabled, pings_enabled,
+      and event_threshold settings.
+- name: sample_id
+  type: INTEGER
+  mode: NULLABLE
+  description: Hashed version of client_id (if present) useful for partitioning; ranges
+    from 0 to 99
+- name: submission_timestamp
+  type: TIMESTAMP
+  mode: NULLABLE
+  description: Time when the ingestion edge server accepted this message
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix_stable/baseline_v1/schema.yaml /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix_stable/baseline_v1/schema.yaml
--- /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix_stable/baseline_v1/schema.yaml	1970-01-01 00:00:00.000000000 +0000
+++ /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/org_mozilla_fenix_stable/baseline_v1/schema.yaml	2026-02-26 18:09:21.821229260 +0000
@@ -0,0 +1,768 @@
+fields:
+- name: additional_properties
+  type: STRING
+  mode: NULLABLE
+  description: A JSON string containing any payload properties not present in the
+    schema
+- name: client_info
+  type: RECORD
+  mode: NULLABLE
+  fields:
+  - name: android_sdk_version
+    type: STRING
+    mode: NULLABLE
+    description: The optional Android specific SDK version of the software running
+      on this hardware device.
+  - name: app_build
+    type: STRING
+    mode: NULLABLE
+    description: The build identifier generated by the CI system (e.g. "1234/A").
+      For language bindings that provide automatic detection for this value, (e.g.
+      Android/Kotlin), in the unlikely event that the build identifier can not be
+      retrieved from the OS, it is set to "inaccessible". For other language bindings,
+      if the value was not provided through configuration, this metric gets set to
+      `Unknown`.
+  - name: app_channel
+    type: STRING
+    mode: NULLABLE
+    description: The channel the application is being distributed on.
+  - name: app_display_version
+    type: STRING
+    mode: NULLABLE
+    description: The user visible version string (e.g. "1.0.3").  In the unlikely
+      event that the display version can not be retrieved, it is set to "inaccessible".
+  - name: architecture
+    type: STRING
+    mode: NULLABLE
+    description: The architecture of the device, (e.g. "arm", "x86").
+  - name: client_id
+    type: STRING
+    mode: NULLABLE
+    description: A UUID uniquely identifying the client.
+  - name: device_manufacturer
+    type: STRING
+    mode: NULLABLE
+    description: The manufacturer of the device the application is running on. Not
+      set if the device manufacturer can't be determined (e.g. on Desktop).
+  - name: device_model
+    type: STRING
+    mode: NULLABLE
+    description: The model of the device the application is running on. On Android,
+      this is Build.MODEL, the user-visible marketing name, like "Pixel 2 XL". Not
+      set if the device model can't be determined (e.g. on Desktop).
+  - name: first_run_date
+    type: STRING
+    mode: NULLABLE
+    description: The date of the first run of the application.
+  - name: os
+    type: STRING
+    mode: NULLABLE
+    description: 'The name of the operating system. Possible values: Android, iOS,
+      Linux, Darwin, Windows, FreeBSD, NetBSD, OpenBSD, Solaris, unknown'
+  - name: os_version
+    type: STRING
+    mode: NULLABLE
+    description: The user-visible version of the operating system (e.g. "1.2.3").
+      If the version detection fails, this metric gets set to `Unknown`.
+  - name: telemetry_sdk_build
+    type: STRING
+    mode: NULLABLE
+    description: The version of the Glean SDK
+  - name: locale
+    type: STRING
+    mode: NULLABLE
+    description: The locale of the application during initialization (e.g. "es-ES").
+      If the locale can't be determined on the system, the value is ["und"](https://unicode.org/reports/tr35/#Unknown_or_Invalid_Identifiers),
+      to indicate "undetermined".
+  - name: build_date
+    type: STRING
+    mode: NULLABLE
+    description: The date & time the application was built
+  - name: windows_build_number
+    type: INTEGER
+    mode: NULLABLE
+    description: The optional Windows build number, reported by Windows (e.g. 22000)
+      and not set for other platforms
+  - name: session_count
+    type: INTEGER
+    mode: NULLABLE
+    description: An optional running counter of the number of sessions for a client.
+  - name: session_id
+    type: STRING
+    mode: NULLABLE
+    description: An optional UUID uniquely identifying the client's current session.
+  - name: attribution
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: campaign
+      type: STRING
+      mode: NULLABLE
+      description: The attribution campaign (e.g. 'mozilla-org').
+    - name: content
+      type: STRING
+      mode: NULLABLE
+      description: The attribution content (e.g. 'firefoxview').
+    - name: medium
+      type: STRING
+      mode: NULLABLE
+      description: The attribution medium (e.g. 'organic' for a search engine).
+    - name: source
+      type: STRING
+      mode: NULLABLE
+      description: The attribution source (e.g. 'google-play').
+    - name: term
+      type: STRING
+      mode: NULLABLE
+      description: The attribution term (e.g. 'browser with developer tools for android').
+  - name: distribution
+    type: RECORD
+    mode: NULLABLE
+    fields:
+    - name: name
+      type: STRING
+      mode: NULLABLE
+      description: The distribution name (e.g. 'MozillaOnline').
+- name: document_id
+  type: STRING
+  mode: NULLABLE
+  description: The document ID specified in the URI when the client sent this message
+- name: events
+  type: RECORD
+  mode: REPEATED
+  fields:
+  - name: category
+    type: STRING
+    mode: NULLABLE
+  - name: extra
+    type: RECORD
+    mode: REPEATED
+    fields:
+    - name: key
+      type: STRING
+      mode: NULLABLE
+    - name: value
+      type: STRING
+      mode: NULLABLE
+  - name: name
+    type: STRING
+    mode: NULLABLE
+  - name: timestamp
+    type: INTEGER
+    mode: NULLABLE
+- name: metadata
+  type: RECORD
+  mode: NULLABLE
+  fields:
+  - name: geo
+    type: RECORD
+    mode:

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