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Create iOS_onboarding.toml #6329

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Create iOS_onboarding.toml #6329

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@rhythmofrain63 rhythmofrain63 commented Oct 10, 2024 •
edited by data-sync-user
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Description

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Integration report for "Create iOS_onboarding.toml"

sql.diff

Click to expand! 
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/dags/bqetl_firefox_ios.py /tmp/workspace/generated-sql/dags/bqetl_firefox_ios.py
--- /tmp/workspace/main-generated-sql/dags/bqetl_firefox_ios.py	2024-10-10 18:28:59.000000000 +0000
+++ /tmp/workspace/generated-sql/dags/bqetl_firefox_ios.py	2024-10-10 18:41:54.000000000 +0000
@@ -258,6 +258,13 @@
         )
 
         ExternalTaskMarker(
+            task_id="bqetl_generated_funnels__wait_for_checks__fail_firefox_ios_derived__clients_activation__v1",
+            external_dag_id="bqetl_generated_funnels",
+            external_task_id="wait_for_checks__fail_firefox_ios_derived__clients_activation__v1",
+            execution_date="{{ (execution_date - macros.timedelta(days=-1, seconds=82800)).isoformat() }}",
+        )
+
+        ExternalTaskMarker(
             task_id="bqetl_org_mozilla_firefox_derived__wait_for_checks__fail_firefox_ios_derived__clients_activation__v1",
             external_dag_id="bqetl_org_mozilla_firefox_derived",
             external_task_id="wait_for_checks__fail_firefox_ios_derived__clients_activation__v1",
@@ -307,6 +314,13 @@
         )
 
         ExternalTaskMarker(
+            task_id="bqetl_generated_funnels__wait_for_checks__fail_firefox_ios_derived__firefox_ios_clients__v1",
+            external_dag_id="bqetl_generated_funnels",
+            external_task_id="wait_for_checks__fail_firefox_ios_derived__firefox_ios_clients__v1",
+            execution_date="{{ (execution_date - macros.timedelta(days=-1, seconds=82800)).isoformat() }}",
+        )
+
+        ExternalTaskMarker(
             task_id="bqetl_org_mozilla_firefox_derived__wait_for_checks__fail_firefox_ios_derived__firefox_ios_clients__v1",
             external_dag_id="bqetl_org_mozilla_firefox_derived",
             external_task_id="wait_for_checks__fail_firefox_ios_derived__firefox_ios_clients__v1",
@@ -522,6 +536,20 @@
         depends_on_past=False,
     )
 
+    with TaskGroup(
+        "firefox_ios_derived__funnel_retention_clients_week_2__v1_external",
+    ) as firefox_ios_derived__funnel_retention_clients_week_2__v1_external:
+        ExternalTaskMarker(
+            task_id="bqetl_generated_funnels__wait_for_firefox_ios_derived__funnel_retention_clients_week_2__v1",
+            external_dag_id="bqetl_generated_funnels",
+            external_task_id="wait_for_firefox_ios_derived__funnel_retention_clients_week_2__v1",
+            execution_date="{{ (execution_date - macros.timedelta(days=-1, seconds=82800)).isoformat() }}",
+        )
+
+        firefox_ios_derived__funnel_retention_clients_week_2__v1_external.set_upstream(
+            firefox_ios_derived__funnel_retention_clients_week_2__v1
+        )
+
     firefox_ios_derived__funnel_retention_clients_week_4__v1 = bigquery_etl_query(
         task_id="firefox_ios_derived__funnel_retention_clients_week_4__v1",
         destination_table="funnel_retention_clients_week_4_v1",
@@ -533,6 +561,20 @@
         depends_on_past=False,
     )
 
+    with TaskGroup(
+        "firefox_ios_derived__funnel_retention_clients_week_4__v1_external",
+    ) as firefox_ios_derived__funnel_retention_clients_week_4__v1_external:
+        ExternalTaskMarker(
+            task_id="bqetl_generated_funnels__wait_for_firefox_ios_derived__funnel_retention_clients_week_4__v1",
+            external_dag_id="bqetl_generated_funnels",
+            external_task_id="wait_for_firefox_ios_derived__funnel_retention_clients_week_4__v1",
+            execution_date="{{ (execution_date - macros.timedelta(days=-1, seconds=82800)).isoformat() }}",
+        )
+
+        firefox_ios_derived__funnel_retention_clients_week_4__v1_external.set_upstream(
+            firefox_ios_derived__funnel_retention_clients_week_4__v1
+        )
+
     firefox_ios_derived__funnel_retention_week_4__v1 = bigquery_etl_query(
         task_id="firefox_ios_derived__funnel_retention_week_4__v1",
         destination_table="funnel_retention_week_4_v1",
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/dags/bqetl_generated_funnels.py /tmp/workspace/generated-sql/dags/bqetl_generated_funnels.py
--- /tmp/workspace/main-generated-sql/dags/bqetl_generated_funnels.py	2024-10-10 18:28:59.000000000 +0000
+++ /tmp/workspace/generated-sql/dags/bqetl_generated_funnels.py	2024-10-10 18:41:56.000000000 +0000
@@ -150,6 +150,60 @@
         pool="DATA_ENG_EXTERNALTASKSENSOR",
     )
 
+    wait_for_checks__fail_firefox_ios_derived__clients_activation__v1 = (
+        ExternalTaskSensor(
+            task_id="wait_for_checks__fail_firefox_ios_derived__clients_activation__v1",
+            external_dag_id="bqetl_firefox_ios",
+            external_task_id="checks__fail_firefox_ios_derived__clients_activation__v1",
+            execution_delta=datetime.timedelta(seconds=3600),
+            check_existence=True,
+            mode="reschedule",
+            allowed_states=ALLOWED_STATES,
+            failed_states=FAILED_STATES,
+            pool="DATA_ENG_EXTERNALTASKSENSOR",
+        )
+    )
+
+    wait_for_checks__fail_firefox_ios_derived__firefox_ios_clients__v1 = ExternalTaskSensor(
+        task_id="wait_for_checks__fail_firefox_ios_derived__firefox_ios_clients__v1",
+        external_dag_id="bqetl_firefox_ios",
+        external_task_id="checks__fail_firefox_ios_derived__firefox_ios_clients__v1",
+        execution_delta=datetime.timedelta(seconds=3600),
+        check_existence=True,
+        mode="reschedule",
+        allowed_states=ALLOWED_STATES,
+        failed_states=FAILED_STATES,
+        pool="DATA_ENG_EXTERNALTASKSENSOR",
+    )
+
+    wait_for_firefox_ios_derived__funnel_retention_clients_week_2__v1 = (
+        ExternalTaskSensor(
+            task_id="wait_for_firefox_ios_derived__funnel_retention_clients_week_2__v1",
+            external_dag_id="bqetl_firefox_ios",
+            external_task_id="firefox_ios_derived__funnel_retention_clients_week_2__v1",
+            execution_delta=datetime.timedelta(seconds=3600),
+            check_existence=True,
+            mode="reschedule",
+            allowed_states=ALLOWED_STATES,
+            failed_states=FAILED_STATES,
+            pool="DATA_ENG_EXTERNALTASKSENSOR",
+        )
+    )
+
+    wait_for_firefox_ios_derived__funnel_retention_clients_week_4__v1 = (
+        ExternalTaskSensor(
+            task_id="wait_for_firefox_ios_derived__funnel_retention_clients_week_4__v1",
+            external_dag_id="bqetl_firefox_ios",
+            external_task_id="firefox_ios_derived__funnel_retention_clients_week_4__v1",
+            execution_delta=datetime.timedelta(seconds=3600),
+            check_existence=True,
+            mode="reschedule",
+            allowed_states=ALLOWED_STATES,
+            failed_states=FAILED_STATES,
+            pool="DATA_ENG_EXTERNALTASKSENSOR",
+        )
+    )
+
     accounts_frontend_derived__account_pref_delete_funnel__v1 = bigquery_etl_query(
         task_id="accounts_frontend_derived__account_pref_delete_funnel__v1",
         destination_table="account_pref_delete_funnel_v1",
@@ -334,6 +388,21 @@
         )
     )
 
+    firefox_ios_derived__iOS_onboarding__v1 = bigquery_etl_query(
+        task_id="firefox_ios_derived__iOS_onboarding__v1",
+        destination_table="iOS_onboarding_v1",
+        dataset_id="firefox_ios_derived",
+        project_id="moz-fx-data-shared-prod",
+        owner="rzhao@mozilla.org",
+        email=[
+            "ascholtz@mozilla.com",
+            "rzhao@mozilla.org",
+            "telemetry-alerts@mozilla.com",
+        ],
+        date_partition_parameter="submission_date",
+        depends_on_past=False,
+    )
+
     monitor_frontend_derived__monitor_dashboard_user_journey_funnels__v1 = bigquery_etl_query(
         task_id="monitor_frontend_derived__monitor_dashboard_user_journey_funnels__v1",
         destination_table="monitor_dashboard_user_journey_funnels_v1",
@@ -435,6 +504,24 @@
         wait_for_firefox_accounts_derived__fxa_stdout_events__v1
     )
 
+    firefox_ios_derived__iOS_onboarding__v1.set_upstream(
+        wait_for_checks__fail_firefox_ios_derived__clients_activation__v1
+    )
+
+    firefox_ios_derived__iOS_onboarding__v1.set_upstream(
+        wait_for_checks__fail_firefox_ios_derived__firefox_ios_clients__v1
+    )
+
+    firefox_ios_derived__iOS_onboarding__v1.set_upstream(wait_for_copy_deduplicate_all)
+
+    firefox_ios_derived__iOS_onboarding__v1.set_upstream(
+        wait_for_firefox_ios_derived__funnel_retention_clients_week_2__v1
+    )
+
+    firefox_ios_derived__iOS_onboarding__v1.set_upstream(
+        wait_for_firefox_ios_derived__funnel_retention_clients_week_4__v1
+    )
+
     monitor_frontend_derived__monitor_dashboard_user_journey_funnels__v1.set_upstream(
         wait_for_copy_deduplicate_all
     )
Only in /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/firefox_ios_derived: iOS_onboarding_v1
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/contextual_services/event_aggregates/schema.yaml /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/contextual_services/event_aggregates/schema.yaml
--- /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/contextual_services/event_aggregates/schema.yaml	2024-10-10 18:23:50.000000000 +0000
+++ /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/contextual_services/event_aggregates/schema.yaml	2024-10-10 18:32:13.000000000 +0000
@@ -1,49 +1,49 @@
 fields:
-- mode: NULLABLE
-  name: submission_date
+- name: submission_date
   type: DATE
-- mode: NULLABLE
-  name: source
+  mode: NULLABLE
+- name: source
   type: STRING
-- mode: NULLABLE
-  name: event_type
+  mode: NULLABLE
+- name: event_type
   type: STRING
-- mode: NULLABLE
-  name: form_factor
+  mode: NULLABLE
+- name: form_factor
   type: STRING
-- mode: NULLABLE
-  name: country
+  mode: NULLABLE
+- name: country
   type: STRING
-- mode: NULLABLE
-  name: subdivision1
+  mode: NULLABLE
+- name: subdivision1
   type: STRING
-- mode: NULLABLE
-  name: advertiser
+  mode: NULLABLE
+- name: advertiser
   type: STRING
-- mode: NULLABLE
-  name: release_channel
+  mode: NULLABLE
+- name: release_channel
   type: STRING
-- mode: NULLABLE
-  name: position
+  mode: NULLABLE
+- name: position
   type: INTEGER
-- mode: NULLABLE
-  name: provider
+  mode: NULLABLE
+- name: provider
   type: STRING
-- mode: NULLABLE
-  name: match_type
+  mode: NULLABLE
+- name: match_type
   type: STRING
-- mode: NULLABLE
-  name: normalized_os
+  mode: NULLABLE
+- name: normalized_os
   type: STRING
-- mode: NULLABLE
-  name: suggest_data_sharing_enabled
+  mode: NULLABLE
+- name: suggest_data_sharing_enabled
   type: BOOLEAN
-- mode: NULLABLE
-  name: event_count
+  mode: NULLABLE
+- name: event_count
   type: INTEGER
-- mode: NULLABLE
-  name: user_count
+  mode: NULLABLE
+- name: user_count
   type: INTEGER
-- mode: NULLABLE
-  name: query_type
+  mode: NULLABLE
+- name: query_type
   type: STRING
+  mode: NULLABLE
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/contextual_services/event_aggregates_suggest/schema.yaml /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/contextual_services/event_aggregates_suggest/schema.yaml
--- /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/contextual_services/event_aggregates_suggest/schema.yaml	2024-10-10 18:23:50.000000000 +0000
+++ /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/contextual_services/event_aggregates_suggest/schema.yaml	2024-10-10 18:32:20.000000000 +0000
@@ -1,40 +1,40 @@
 fields:
-- mode: NULLABLE
-  name: submission_date
+- name: submission_date
   type: DATE
-- mode: NULLABLE
-  name: form_factor
+  mode: NULLABLE
+- name: form_factor
   type: STRING
-- mode: NULLABLE
-  name: country
+  mode: NULLABLE
+- name: country
   type: STRING
-- mode: NULLABLE
-  name: advertiser
+  mode: NULLABLE
+- name: advertiser
   type: STRING
-- mode: NULLABLE
-  name: normalized_os
+  mode: NULLABLE
+- name: normalized_os
   type: STRING
-- mode: NULLABLE
-  name: release_channel
+  mode: NULLABLE
+- name: release_channel
   type: STRING
-- mode: NULLABLE
-  name: position
+  mode: NULLABLE
+- name: position
   type: INTEGER
-- mode: NULLABLE
-  name: provider
+  mode: NULLABLE
+- name: provider
   type: STRING
-- mode: NULLABLE
-  name: match_type
+  mode: NULLABLE
+- name: match_type
   type: STRING
-- mode: NULLABLE
-  name: suggest_data_sharing_enabled
+  mode: NULLABLE
+- name: suggest_data_sharing_enabled
   type: BOOLEAN
-- mode: NULLABLE
-  name: impression_count
+  mode: NULLABLE
+- name: impression_count
   type: INTEGER
-- mode: NULLABLE
-  name: click_count
+  mode: NULLABLE
+- name: click_count
   type: INTEGER
-- mode: NULLABLE
-  name: query_type
+  mode: NULLABLE
+- name: query_type
   type: STRING
+  mode: NULLABLE
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/fenix/funnel_retention_clients/schema.yaml /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/fenix/funnel_retention_clients/schema.yaml
--- /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/fenix/funnel_retention_clients/schema.yaml	2024-10-10 18:23:50.000000000 +0000
+++ /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/fenix/funnel_retention_clients/schema.yaml	2024-10-10 18:32:31.000000000 +0000
@@ -26,6 +26,9 @@
 - name: adjust_network
   type: STRING
   mode: NULLABLE
+- name: install_source
+  type: STRING
+  mode: NULLABLE
 - name: retained_week_2
   type: BOOLEAN
   mode: NULLABLE
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/fenix/funnel_retention_week_4/schema.yaml /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/fenix/funnel_retention_week_4/schema.yaml
--- /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/fenix/funnel_retention_week_4/schema.yaml	2024-10-10 18:23:50.000000000 +0000
+++ /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/fenix/funnel_retention_week_4/schema.yaml	2024-10-10 18:32:17.000000000 +0000
@@ -48,6 +48,10 @@
   description: 'The type of source of a client installation.
 
     '
+- name: install_source
+  type: STRING
+  mode: NULLABLE
+  description: null
 - name: new_profiles
   type: INTEGER
   mode: NULLABLE
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/fenix/use_counters/schema.yaml /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/fenix/use_counters/schema.yaml
--- /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/fenix/use_counters/schema.yaml	2024-10-10 18:24:31.000000000 +0000
+++ /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/fenix/use_counters/schema.yaml	2024-10-10 18:34:38.000000000 +0000
@@ -1,11 +1,11 @@
 fields:
 - name: normalized_app_id
-  type: STRING
   mode: NULLABLE
+  type: STRING
   description: App ID of the channel data was received from
 - name: normalized_channel
-  type: STRING
   mode: NULLABLE
+  type: STRING
   description: Normalized channel name
 - name: additional_properties
   type: STRING
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/firefox_ios_derived/iOS_onboarding_v1/metadata.yaml /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/firefox_ios_derived/iOS_onboarding_v1/metadata.yaml
--- /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/firefox_ios_derived/iOS_onboarding_v1/metadata.yaml	1970-01-01 00:00:00.000000000 +0000
+++ /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/firefox_ios_derived/iOS_onboarding_v1/metadata.yaml	2024-10-10 18:36:58.000000000 +0000
@@ -0,0 +1,29 @@
+friendly_name: Ios Onboarding
+description: |-
+  Please provide a description for the query
+owners:
+- rzhao@mozilla.org
+labels:
+  incremental: true
+  dag: bqetl_generated_funnels
+  owner1: rzhao
+scheduling:
+  dag_name: bqetl_generated_funnels
+bigquery:
+  time_partitioning:
+    type: day
+    field: submission_date
+    require_partition_filter: false
+    expiration_days: null
+  range_partitioning: null
+  clustering: null
+workgroup_access:
+- role: roles/bigquery.dataViewer
+  members:
+  - workgroup:mozilla-confidential
+references:
+  query.sql:
+  - firefox_ios.events_unnested
+  - firefox_ios.firefox_ios_clients
+  - moz-fx-data-shared-prod.firefox_ios_derived.funnel_retention_clients_week_2_v1
+  - moz-fx-data-shared-prod.firefox_ios_derived.funnel_retention_clients_week_4_v1
diff -bur --no-dereference --new-file /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/firefox_ios_derived/iOS_onboarding_v1/query.sql /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/firefox_ios_derived/iOS_onboarding_v1/query.sql
--- /tmp/workspace/main-generated-sql/sql/moz-fx-data-shared-prod/firefox_ios_derived/iOS_onboarding_v1/query.sql	1970-01-01 00:00:00.000000000 +0000
+++ /tmp/workspace/generated-sql/sql/moz-fx-data-shared-prod/firefox_ios_derived/iOS_onboarding_v1/query.sql	2024-10-10 18:38:10.000000000 +0000
@@ -0,0 +1,2818 @@
+-- extract the relevant fields for each funnel step and segment if necessary
+WITH ios_onboarding_funnel_new_profile AS (
+  SELECT
+    COALESCE(funnel_id, 'no_onboarding_reported') AS funnel_id,
+    COALESCE(r.repeat_first_month_user, FALSE) AS repeat_first_month_user,
+    COALESCE(r.retained_week_2, FALSE) AS retained_week_2,
+    COALESCE(r.retained_week_4, FALSE) AS retained_week_4,
+    ic.first_reported_country AS country,
+    ic.locale AS locale,
+    ic.os_version AS ios_version,
+    ic.channel AS channel,
+    ic.device_model AS device_model,
+    ic.device_manufacturer AS device_manufacturer,
+    ic.first_seen_date AS first_seen_date,
+    ic.adjust_network AS adjust_network,
+    ic.adjust_campaign AS adjust_campaign,
+    ic.adjust_creative AS adjust_creative,
+    ic.adjust_ad_group AS adjust_ad_group,
+    DATE(ic.submission_timestamp) AS submission_date,
+    ic.client_id AS client_id_column,
+    ic.client_id AS column
+  FROM
+    `moz-fx-data-shared-prod.firefox_ios.firefox_ios_clients` ic --each client_id has only one row
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_4_v1 r --each client_id has only one row
+    ON ic.client_id = r.client_id
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_2_v1 r2 -- retained_week_2 is not included in funnel_retention_clients_week_4_v1
+    ON ic.client_id = r2.client_id
+  LEFT JOIN
+    (
+      SELECT
+        *
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested` eu
+      WHERE
+        DATE(submission_timestamp) = @submission_date
+    ) eu
+    ON ic.client_id = eu.client_info.client_id
+  LEFT JOIN
+    (
+      SELECT
+        client_info.client_id,
+        ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')) AS funnel_id,
+        1 + LENGTH(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id'))) - LENGTH(
+          REPLACE(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')), '_', '')
+        ) AS number_of_onboarding_cards
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested`
+      WHERE
+        `mozfun.map.get_key`(event_extra, 'sequence_id') IS NOT NULL
+        AND DATE(submission_timestamp) = @submission_date
+      GROUP BY
+        1
+    ) funnel_ids
+    ON ic.client_id = funnel_ids.client_id
+  WHERE
+    DATE(ic.submission_timestamp) = @submission_date
+),
+ios_onboarding_funnel_first_card_impression AS (
+  SELECT
+    COALESCE(funnel_id, 'no_onboarding_reported') AS funnel_id,
+    COALESCE(r.repeat_first_month_user, FALSE) AS repeat_first_month_user,
+    COALESCE(r.retained_week_2, FALSE) AS retained_week_2,
+    COALESCE(r.retained_week_4, FALSE) AS retained_week_4,
+    ic.first_reported_country AS country,
+    ic.locale AS locale,
+    ic.os_version AS ios_version,
+    ic.channel AS channel,
+    ic.device_model AS device_model,
+    ic.device_manufacturer AS device_manufacturer,
+    ic.first_seen_date AS first_seen_date,
+    ic.adjust_network AS adjust_network,
+    ic.adjust_campaign AS adjust_campaign,
+    ic.adjust_creative AS adjust_creative,
+    ic.adjust_ad_group AS adjust_ad_group,
+    DATE(ic.submission_timestamp) AS submission_date,
+    ic.client_id AS client_id_column,
+    CASE
+      WHEN `mozfun.map.get_key`(event_extra, 'sequence_position') = '1'
+        AND event_name = 'card_view'
+        AND event_category = 'onboarding'
+        THEN ic.client_id
+    END AS column
+  FROM
+    `moz-fx-data-shared-prod.firefox_ios.firefox_ios_clients` ic --each client_id has only one row
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_4_v1 r --each client_id has only one row
+    ON ic.client_id = r.client_id
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_2_v1 r2 -- retained_week_2 is not included in funnel_retention_clients_week_4_v1
+    ON ic.client_id = r2.client_id
+  LEFT JOIN
+    (
+      SELECT
+        *
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested` eu
+      WHERE
+        DATE(submission_timestamp) = @submission_date
+    ) eu
+    ON ic.client_id = eu.client_info.client_id
+  LEFT JOIN
+    (
+      SELECT
+        client_info.client_id,
+        ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')) AS funnel_id,
+        1 + LENGTH(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id'))) - LENGTH(
+          REPLACE(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')), '_', '')
+        ) AS number_of_onboarding_cards
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested`
+      WHERE
+        `mozfun.map.get_key`(event_extra, 'sequence_id') IS NOT NULL
+        AND DATE(submission_timestamp) = @submission_date
+      GROUP BY
+        1
+    ) funnel_ids
+    ON ic.client_id = funnel_ids.client_id
+  WHERE
+    DATE(ic.submission_timestamp) = @submission_date
+),
+ios_onboarding_funnel_first_card_primary_click AS (
+  SELECT
+    COALESCE(funnel_id, 'no_onboarding_reported') AS funnel_id,
+    COALESCE(r.repeat_first_month_user, FALSE) AS repeat_first_month_user,
+    COALESCE(r.retained_week_2, FALSE) AS retained_week_2,
+    COALESCE(r.retained_week_4, FALSE) AS retained_week_4,
+    ic.first_reported_country AS country,
+    ic.locale AS locale,
+    ic.os_version AS ios_version,
+    ic.channel AS channel,
+    ic.device_model AS device_model,
+    ic.device_manufacturer AS device_manufacturer,
+    ic.first_seen_date AS first_seen_date,
+    ic.adjust_network AS adjust_network,
+    ic.adjust_campaign AS adjust_campaign,
+    ic.adjust_creative AS adjust_creative,
+    ic.adjust_ad_group AS adjust_ad_group,
+    DATE(ic.submission_timestamp) AS submission_date,
+    ic.client_id AS client_id_column,
+    CASE
+      WHEN `mozfun.map.get_key`(event_extra, 'sequence_position') = '1'
+        AND event_name = 'primary_button_tap'
+        AND event_category = 'onboarding'
+        THEN ic.client_id
+    END AS column
+  FROM
+    `moz-fx-data-shared-prod.firefox_ios.firefox_ios_clients` ic --each client_id has only one row
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_4_v1 r --each client_id has only one row
+    ON ic.client_id = r.client_id
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_2_v1 r2 -- retained_week_2 is not included in funnel_retention_clients_week_4_v1
+    ON ic.client_id = r2.client_id
+  LEFT JOIN
+    (
+      SELECT
+        *
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested` eu
+      WHERE
+        DATE(submission_timestamp) = @submission_date
+    ) eu
+    ON ic.client_id = eu.client_info.client_id
+  LEFT JOIN
+    (
+      SELECT
+        client_info.client_id,
+        ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')) AS funnel_id,
+        1 + LENGTH(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id'))) - LENGTH(
+          REPLACE(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')), '_', '')
+        ) AS number_of_onboarding_cards
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested`
+      WHERE
+        `mozfun.map.get_key`(event_extra, 'sequence_id') IS NOT NULL
+        AND DATE(submission_timestamp) = @submission_date
+      GROUP BY
+        1
+    ) funnel_ids
+    ON ic.client_id = funnel_ids.client_id
+  WHERE
+    DATE(ic.submission_timestamp) = @submission_date
+),
+ios_onboarding_funnel_first_card_secondary_click AS (
+  SELECT
+    COALESCE(funnel_id, 'no_onboarding_reported') AS funnel_id,
+    COALESCE(r.repeat_first_month_user, FALSE) AS repeat_first_month_user,
+    COALESCE(r.retained_week_2, FALSE) AS retained_week_2,
+    COALESCE(r.retained_week_4, FALSE) AS retained_week_4,
+    ic.first_reported_country AS country,
+    ic.locale AS locale,
+    ic.os_version AS ios_version,
+    ic.channel AS channel,
+    ic.device_model AS device_model,
+    ic.device_manufacturer AS device_manufacturer,
+    ic.first_seen_date AS first_seen_date,
+    ic.adjust_network AS adjust_network,
+    ic.adjust_campaign AS adjust_campaign,
+    ic.adjust_creative AS adjust_creative,
+    ic.adjust_ad_group AS adjust_ad_group,
+    DATE(ic.submission_timestamp) AS submission_date,
+    ic.client_id AS client_id_column,
+    CASE
+      WHEN `mozfun.map.get_key`(event_extra, 'sequence_position') = '1'
+        AND event_name = 'secondary_button_tap'
+        AND event_category = 'onboarding'
+        THEN ic.client_id
+    END AS column
+  FROM
+    `moz-fx-data-shared-prod.firefox_ios.firefox_ios_clients` ic --each client_id has only one row
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_4_v1 r --each client_id has only one row
+    ON ic.client_id = r.client_id
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_2_v1 r2 -- retained_week_2 is not included in funnel_retention_clients_week_4_v1
+    ON ic.client_id = r2.client_id
+  LEFT JOIN
+    (
+      SELECT
+        *
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested` eu
+      WHERE
+        DATE(submission_timestamp) = @submission_date
+    ) eu
+    ON ic.client_id = eu.client_info.client_id
+  LEFT JOIN
+    (
+      SELECT
+        client_info.client_id,
+        ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')) AS funnel_id,
+        1 + LENGTH(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id'))) - LENGTH(
+          REPLACE(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')), '_', '')
+        ) AS number_of_onboarding_cards
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested`
+      WHERE
+        `mozfun.map.get_key`(event_extra, 'sequence_id') IS NOT NULL
+        AND DATE(submission_timestamp) = @submission_date
+      GROUP BY
+        1
+    ) funnel_ids
+    ON ic.client_id = funnel_ids.client_id
+  WHERE
+    DATE(ic.submission_timestamp) = @submission_date
+),
+ios_onboarding_funnel_first_card_close_click AS (
+  SELECT
+    COALESCE(funnel_id, 'no_onboarding_reported') AS funnel_id,
+    COALESCE(r.repeat_first_month_user, FALSE) AS repeat_first_month_user,
+    COALESCE(r.retained_week_2, FALSE) AS retained_week_2,
+    COALESCE(r.retained_week_4, FALSE) AS retained_week_4,
+    ic.first_reported_country AS country,
+    ic.locale AS locale,
+    ic.os_version AS ios_version,
+    ic.channel AS channel,
+    ic.device_model AS device_model,
+    ic.device_manufacturer AS device_manufacturer,
+    ic.first_seen_date AS first_seen_date,
+    ic.adjust_network AS adjust_network,
+    ic.adjust_campaign AS adjust_campaign,
+    ic.adjust_creative AS adjust_creative,
+    ic.adjust_ad_group AS adjust_ad_group,
+    DATE(ic.submission_timestamp) AS submission_date,
+    ic.client_id AS client_id_column,
+    CASE
+      WHEN `mozfun.map.get_key`(event_extra, 'sequence_position') = '1'
+        AND event_name = 'close_tap'
+        AND event_category = 'onboarding'
+        THEN ic.client_id
+    END AS column
+  FROM
+    `moz-fx-data-shared-prod.firefox_ios.firefox_ios_clients` ic --each client_id has only one row
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_4_v1 r --each client_id has only one row
+    ON ic.client_id = r.client_id
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_2_v1 r2 -- retained_week_2 is not included in funnel_retention_clients_week_4_v1
+    ON ic.client_id = r2.client_id
+  LEFT JOIN
+    (
+      SELECT
+        *
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested` eu
+      WHERE
+        DATE(submission_timestamp) = @submission_date
+    ) eu
+    ON ic.client_id = eu.client_info.client_id
+  LEFT JOIN
+    (
+      SELECT
+        client_info.client_id,
+        ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')) AS funnel_id,
+        1 + LENGTH(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id'))) - LENGTH(
+          REPLACE(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')), '_', '')
+        ) AS number_of_onboarding_cards
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested`
+      WHERE
+        `mozfun.map.get_key`(event_extra, 'sequence_id') IS NOT NULL
+        AND DATE(submission_timestamp) = @submission_date
+      GROUP BY
+        1
+    ) funnel_ids
+    ON ic.client_id = funnel_ids.client_id
+  WHERE
+    DATE(ic.submission_timestamp) = @submission_date
+),
+ios_onboarding_funnel_second_card_impression AS (
+  SELECT
+    COALESCE(funnel_id, 'no_onboarding_reported') AS funnel_id,
+    COALESCE(r.repeat_first_month_user, FALSE) AS repeat_first_month_user,
+    COALESCE(r.retained_week_2, FALSE) AS retained_week_2,
+    COALESCE(r.retained_week_4, FALSE) AS retained_week_4,
+    ic.first_reported_country AS country,
+    ic.locale AS locale,
+    ic.os_version AS ios_version,
+    ic.channel AS channel,
+    ic.device_model AS device_model,
+    ic.device_manufacturer AS device_manufacturer,
+    ic.first_seen_date AS first_seen_date,
+    ic.adjust_network AS adjust_network,
+    ic.adjust_campaign AS adjust_campaign,
+    ic.adjust_creative AS adjust_creative,
+    ic.adjust_ad_group AS adjust_ad_group,
+    DATE(ic.submission_timestamp) AS submission_date,
+    ic.client_id AS client_id_column,
+    CASE
+      WHEN `mozfun.map.get_key`(event_extra, 'sequence_position') = '2'
+        AND event_name = 'card_view'
+        AND event_category = 'onboarding'
+        THEN ic.client_id
+    END AS column
+  FROM
+    `moz-fx-data-shared-prod.firefox_ios.firefox_ios_clients` ic --each client_id has only one row
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_4_v1 r --each client_id has only one row
+    ON ic.client_id = r.client_id
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_2_v1 r2 -- retained_week_2 is not included in funnel_retention_clients_week_4_v1
+    ON ic.client_id = r2.client_id
+  LEFT JOIN
+    (
+      SELECT
+        *
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested` eu
+      WHERE
+        DATE(submission_timestamp) = @submission_date
+    ) eu
+    ON ic.client_id = eu.client_info.client_id
+  LEFT JOIN
+    (
+      SELECT
+        client_info.client_id,
+        ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')) AS funnel_id,
+        1 + LENGTH(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id'))) - LENGTH(
+          REPLACE(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')), '_', '')
+        ) AS number_of_onboarding_cards
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested`
+      WHERE
+        `mozfun.map.get_key`(event_extra, 'sequence_id') IS NOT NULL
+        AND DATE(submission_timestamp) = @submission_date
+      GROUP BY
+        1
+    ) funnel_ids
+    ON ic.client_id = funnel_ids.client_id
+  WHERE
+    DATE(ic.submission_timestamp) = @submission_date
+),
+ios_onboarding_funnel_second_card_primary_click AS (
+  SELECT
+    COALESCE(funnel_id, 'no_onboarding_reported') AS funnel_id,
+    COALESCE(r.repeat_first_month_user, FALSE) AS repeat_first_month_user,
+    COALESCE(r.retained_week_2, FALSE) AS retained_week_2,
+    COALESCE(r.retained_week_4, FALSE) AS retained_week_4,
+    ic.first_reported_country AS country,
+    ic.locale AS locale,
+    ic.os_version AS ios_version,
+    ic.channel AS channel,
+    ic.device_model AS device_model,
+    ic.device_manufacturer AS device_manufacturer,
+    ic.first_seen_date AS first_seen_date,
+    ic.adjust_network AS adjust_network,
+    ic.adjust_campaign AS adjust_campaign,
+    ic.adjust_creative AS adjust_creative,
+    ic.adjust_ad_group AS adjust_ad_group,
+    DATE(ic.submission_timestamp) AS submission_date,
+    ic.client_id AS client_id_column,
+    CASE
+      WHEN `mozfun.map.get_key`(event_extra, 'sequence_position') = '2'
+        AND event_name = 'primary_button_tap'
+        AND event_category = 'onboarding'
+        THEN ic.client_id
+    END AS column
+  FROM
+    `moz-fx-data-shared-prod.firefox_ios.firefox_ios_clients` ic --each client_id has only one row
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_4_v1 r --each client_id has only one row
+    ON ic.client_id = r.client_id
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_2_v1 r2 -- retained_week_2 is not included in funnel_retention_clients_week_4_v1
+    ON ic.client_id = r2.client_id
+  LEFT JOIN
+    (
+      SELECT
+        *
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested` eu
+      WHERE
+        DATE(submission_timestamp) = @submission_date
+    ) eu
+    ON ic.client_id = eu.client_info.client_id
+  LEFT JOIN
+    (
+      SELECT
+        client_info.client_id,
+        ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')) AS funnel_id,
+        1 + LENGTH(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id'))) - LENGTH(
+          REPLACE(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')), '_', '')
+        ) AS number_of_onboarding_cards
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested`
+      WHERE
+        `mozfun.map.get_key`(event_extra, 'sequence_id') IS NOT NULL
+        AND DATE(submission_timestamp) = @submission_date
+      GROUP BY
+        1
+    ) funnel_ids
+    ON ic.client_id = funnel_ids.client_id
+  WHERE
+    DATE(ic.submission_timestamp) = @submission_date
+),
+ios_onboarding_funnel_second_card_secondary_click AS (
+  SELECT
+    COALESCE(funnel_id, 'no_onboarding_reported') AS funnel_id,
+    COALESCE(r.repeat_first_month_user, FALSE) AS repeat_first_month_user,
+    COALESCE(r.retained_week_2, FALSE) AS retained_week_2,
+    COALESCE(r.retained_week_4, FALSE) AS retained_week_4,
+    ic.first_reported_country AS country,
+    ic.locale AS locale,
+    ic.os_version AS ios_version,
+    ic.channel AS channel,
+    ic.device_model AS device_model,
+    ic.device_manufacturer AS device_manufacturer,
+    ic.first_seen_date AS first_seen_date,
+    ic.adjust_network AS adjust_network,
+    ic.adjust_campaign AS adjust_campaign,
+    ic.adjust_creative AS adjust_creative,
+    ic.adjust_ad_group AS adjust_ad_group,
+    DATE(ic.submission_timestamp) AS submission_date,
+    ic.client_id AS client_id_column,
+    CASE
+      WHEN `mozfun.map.get_key`(event_extra, 'sequence_position') = '2'
+        AND event_name = 'secondary_button_tap'
+        AND event_category = 'onboarding'
+        THEN ic.client_id
+    END AS column
+  FROM
+    `moz-fx-data-shared-prod.firefox_ios.firefox_ios_clients` ic --each client_id has only one row
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_4_v1 r --each client_id has only one row
+    ON ic.client_id = r.client_id
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_2_v1 r2 -- retained_week_2 is not included in funnel_retention_clients_week_4_v1
+    ON ic.client_id = r2.client_id
+  LEFT JOIN
+    (
+      SELECT
+        *
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested` eu
+      WHERE
+        DATE(submission_timestamp) = @submission_date
+    ) eu
+    ON ic.client_id = eu.client_info.client_id
+  LEFT JOIN
+    (
+      SELECT
+        client_info.client_id,
+        ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')) AS funnel_id,
+        1 + LENGTH(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id'))) - LENGTH(
+          REPLACE(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')), '_', '')
+        ) AS number_of_onboarding_cards
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested`
+      WHERE
+        `mozfun.map.get_key`(event_extra, 'sequence_id') IS NOT NULL
+        AND DATE(submission_timestamp) = @submission_date
+      GROUP BY
+        1
+    ) funnel_ids
+    ON ic.client_id = funnel_ids.client_id
+  WHERE
+    DATE(ic.submission_timestamp) = @submission_date
+),
+ios_onboarding_funnel_second_card_close_click AS (
+  SELECT
+    COALESCE(funnel_id, 'no_onboarding_reported') AS funnel_id,
+    COALESCE(r.repeat_first_month_user, FALSE) AS repeat_first_month_user,
+    COALESCE(r.retained_week_2, FALSE) AS retained_week_2,
+    COALESCE(r.retained_week_4, FALSE) AS retained_week_4,
+    ic.first_reported_country AS country,
+    ic.locale AS locale,
+    ic.os_version AS ios_version,
+    ic.channel AS channel,
+    ic.device_model AS device_model,
+    ic.device_manufacturer AS device_manufacturer,
+    ic.first_seen_date AS first_seen_date,
+    ic.adjust_network AS adjust_network,
+    ic.adjust_campaign AS adjust_campaign,
+    ic.adjust_creative AS adjust_creative,
+    ic.adjust_ad_group AS adjust_ad_group,
+    DATE(ic.submission_timestamp) AS submission_date,
+    ic.client_id AS client_id_column,
+    CASE
+      WHEN `mozfun.map.get_key`(event_extra, 'sequence_position') = '2'
+        AND event_name = 'close_tap'
+        AND event_category = 'onboarding'
+        THEN ic.client_id
+    END AS column
+  FROM
+    `moz-fx-data-shared-prod.firefox_ios.firefox_ios_clients` ic --each client_id has only one row
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_4_v1 r --each client_id has only one row
+    ON ic.client_id = r.client_id
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_2_v1 r2 -- retained_week_2 is not included in funnel_retention_clients_week_4_v1
+    ON ic.client_id = r2.client_id
+  LEFT JOIN
+    (
+      SELECT
+        *
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested` eu
+      WHERE
+        DATE(submission_timestamp) = @submission_date
+    ) eu
+    ON ic.client_id = eu.client_info.client_id
+  LEFT JOIN
+    (
+      SELECT
+        client_info.client_id,
+        ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')) AS funnel_id,
+        1 + LENGTH(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id'))) - LENGTH(
+          REPLACE(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')), '_', '')
+        ) AS number_of_onboarding_cards
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested`
+      WHERE
+        `mozfun.map.get_key`(event_extra, 'sequence_id') IS NOT NULL
+        AND DATE(submission_timestamp) = @submission_date
+      GROUP BY
+        1
+    ) funnel_ids
+    ON ic.client_id = funnel_ids.client_id
+  WHERE
+    DATE(ic.submission_timestamp) = @submission_date
+),
+ios_onboarding_funnel_third_card_impression AS (
+  SELECT
+    COALESCE(funnel_id, 'no_onboarding_reported') AS funnel_id,
+    COALESCE(r.repeat_first_month_user, FALSE) AS repeat_first_month_user,
+    COALESCE(r.retained_week_2, FALSE) AS retained_week_2,
+    COALESCE(r.retained_week_4, FALSE) AS retained_week_4,
+    ic.first_reported_country AS country,
+    ic.locale AS locale,
+    ic.os_version AS ios_version,
+    ic.channel AS channel,
+    ic.device_model AS device_model,
+    ic.device_manufacturer AS device_manufacturer,
+    ic.first_seen_date AS first_seen_date,
+    ic.adjust_network AS adjust_network,
+    ic.adjust_campaign AS adjust_campaign,
+    ic.adjust_creative AS adjust_creative,
+    ic.adjust_ad_group AS adjust_ad_group,
+    DATE(ic.submission_timestamp) AS submission_date,
+    ic.client_id AS client_id_column,
+    CASE
+      WHEN `mozfun.map.get_key`(event_extra, 'sequence_position') = '3'
+        AND event_name = 'card_view'
+        AND event_category = 'onboarding'
+        THEN ic.client_id
+    END AS column
+  FROM
+    `moz-fx-data-shared-prod.firefox_ios.firefox_ios_clients` ic --each client_id has only one row
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_4_v1 r --each client_id has only one row
+    ON ic.client_id = r.client_id
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_2_v1 r2 -- retained_week_2 is not included in funnel_retention_clients_week_4_v1
+    ON ic.client_id = r2.client_id
+  LEFT JOIN
+    (
+      SELECT
+        *
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested` eu
+      WHERE
+        DATE(submission_timestamp) = @submission_date
+    ) eu
+    ON ic.client_id = eu.client_info.client_id
+  LEFT JOIN
+    (
+      SELECT
+        client_info.client_id,
+        ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')) AS funnel_id,
+        1 + LENGTH(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id'))) - LENGTH(
+          REPLACE(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')), '_', '')
+        ) AS number_of_onboarding_cards
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested`
+      WHERE
+        `mozfun.map.get_key`(event_extra, 'sequence_id') IS NOT NULL
+        AND DATE(submission_timestamp) = @submission_date
+      GROUP BY
+        1
+    ) funnel_ids
+    ON ic.client_id = funnel_ids.client_id
+  WHERE
+    DATE(ic.submission_timestamp) = @submission_date
+),
+ios_onboarding_funnel_third_card_primary_click AS (
+  SELECT
+    COALESCE(funnel_id, 'no_onboarding_reported') AS funnel_id,
+    COALESCE(r.repeat_first_month_user, FALSE) AS repeat_first_month_user,
+    COALESCE(r.retained_week_2, FALSE) AS retained_week_2,
+    COALESCE(r.retained_week_4, FALSE) AS retained_week_4,
+    ic.first_reported_country AS country,
+    ic.locale AS locale,
+    ic.os_version AS ios_version,
+    ic.channel AS channel,
+    ic.device_model AS device_model,
+    ic.device_manufacturer AS device_manufacturer,
+    ic.first_seen_date AS first_seen_date,
+    ic.adjust_network AS adjust_network,
+    ic.adjust_campaign AS adjust_campaign,
+    ic.adjust_creative AS adjust_creative,
+    ic.adjust_ad_group AS adjust_ad_group,
+    DATE(ic.submission_timestamp) AS submission_date,
+    ic.client_id AS client_id_column,
+    CASE
+      WHEN `mozfun.map.get_key`(event_extra, 'sequence_position') = '3'
+        AND event_name = 'primary_button_tap'
+        AND event_category = 'onboarding'
+        THEN ic.client_id
+    END AS column
+  FROM
+    `moz-fx-data-shared-prod.firefox_ios.firefox_ios_clients` ic --each client_id has only one row
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_4_v1 r --each client_id has only one row
+    ON ic.client_id = r.client_id
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_2_v1 r2 -- retained_week_2 is not included in funnel_retention_clients_week_4_v1
+    ON ic.client_id = r2.client_id
+  LEFT JOIN
+    (
+      SELECT
+        *
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested` eu
+      WHERE
+        DATE(submission_timestamp) = @submission_date
+    ) eu
+    ON ic.client_id = eu.client_info.client_id
+  LEFT JOIN
+    (
+      SELECT
+        client_info.client_id,
+        ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')) AS funnel_id,
+        1 + LENGTH(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id'))) - LENGTH(
+          REPLACE(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')), '_', '')
+        ) AS number_of_onboarding_cards
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested`
+      WHERE
+        `mozfun.map.get_key`(event_extra, 'sequence_id') IS NOT NULL
+        AND DATE(submission_timestamp) = @submission_date
+      GROUP BY
+        1
+    ) funnel_ids
+    ON ic.client_id = funnel_ids.client_id
+  WHERE
+    DATE(ic.submission_timestamp) = @submission_date
+),
+ios_onboarding_funnel_third_card_secondary_click AS (
+  SELECT
+    COALESCE(funnel_id, 'no_onboarding_reported') AS funnel_id,
+    COALESCE(r.repeat_first_month_user, FALSE) AS repeat_first_month_user,
+    COALESCE(r.retained_week_2, FALSE) AS retained_week_2,
+    COALESCE(r.retained_week_4, FALSE) AS retained_week_4,
+    ic.first_reported_country AS country,
+    ic.locale AS locale,
+    ic.os_version AS ios_version,
+    ic.channel AS channel,
+    ic.device_model AS device_model,
+    ic.device_manufacturer AS device_manufacturer,
+    ic.first_seen_date AS first_seen_date,
+    ic.adjust_network AS adjust_network,
+    ic.adjust_campaign AS adjust_campaign,
+    ic.adjust_creative AS adjust_creative,
+    ic.adjust_ad_group AS adjust_ad_group,
+    DATE(ic.submission_timestamp) AS submission_date,
+    ic.client_id AS client_id_column,
+    CASE
+      WHEN `mozfun.map.get_key`(event_extra, 'sequence_position') = '3'
+        AND event_name = 'secondary_button_tap'
+        AND event_category = 'onboarding'
+        THEN ic.client_id
+    END AS column
+  FROM
+    `moz-fx-data-shared-prod.firefox_ios.firefox_ios_clients` ic --each client_id has only one row
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_4_v1 r --each client_id has only one row
+    ON ic.client_id = r.client_id
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_2_v1 r2 -- retained_week_2 is not included in funnel_retention_clients_week_4_v1
+    ON ic.client_id = r2.client_id
+  LEFT JOIN
+    (
+      SELECT
+        *
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested` eu
+      WHERE
+        DATE(submission_timestamp) = @submission_date
+    ) eu
+    ON ic.client_id = eu.client_info.client_id
+  LEFT JOIN
+    (
+      SELECT
+        client_info.client_id,
+        ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')) AS funnel_id,
+        1 + LENGTH(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id'))) - LENGTH(
+          REPLACE(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')), '_', '')
+        ) AS number_of_onboarding_cards
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested`
+      WHERE
+        `mozfun.map.get_key`(event_extra, 'sequence_id') IS NOT NULL
+        AND DATE(submission_timestamp) = @submission_date
+      GROUP BY
+        1
+    ) funnel_ids
+    ON ic.client_id = funnel_ids.client_id
+  WHERE
+    DATE(ic.submission_timestamp) = @submission_date
+),
+ios_onboarding_funnel_third_card_close_click AS (
+  SELECT
+    COALESCE(funnel_id, 'no_onboarding_reported') AS funnel_id,
+    COALESCE(r.repeat_first_month_user, FALSE) AS repeat_first_month_user,
+    COALESCE(r.retained_week_2, FALSE) AS retained_week_2,
+    COALESCE(r.retained_week_4, FALSE) AS retained_week_4,
+    ic.first_reported_country AS country,
+    ic.locale AS locale,
+    ic.os_version AS ios_version,
+    ic.channel AS channel,
+    ic.device_model AS device_model,
+    ic.device_manufacturer AS device_manufacturer,
+    ic.first_seen_date AS first_seen_date,
+    ic.adjust_network AS adjust_network,
+    ic.adjust_campaign AS adjust_campaign,
+    ic.adjust_creative AS adjust_creative,
+    ic.adjust_ad_group AS adjust_ad_group,
+    DATE(ic.submission_timestamp) AS submission_date,
+    ic.client_id AS client_id_column,
+    CASE
+      WHEN `mozfun.map.get_key`(event_extra, 'sequence_position') = '3'
+        AND event_name = 'close_tap'
+        AND event_category = 'onboarding'
+        THEN ic.client_id
+    END AS column
+  FROM
+    `moz-fx-data-shared-prod.firefox_ios.firefox_ios_clients` ic --each client_id has only one row
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_4_v1 r --each client_id has only one row
+    ON ic.client_id = r.client_id
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_2_v1 r2 -- retained_week_2 is not included in funnel_retention_clients_week_4_v1
+    ON ic.client_id = r2.client_id
+  LEFT JOIN
+    (
+      SELECT
+        *
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested` eu
+      WHERE
+        DATE(submission_timestamp) = @submission_date
+    ) eu
+    ON ic.client_id = eu.client_info.client_id
+  LEFT JOIN
+    (
+      SELECT
+        client_info.client_id,
+        ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')) AS funnel_id,
+        1 + LENGTH(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id'))) - LENGTH(
+          REPLACE(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')), '_', '')
+        ) AS number_of_onboarding_cards
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested`
+      WHERE
+        `mozfun.map.get_key`(event_extra, 'sequence_id') IS NOT NULL
+        AND DATE(submission_timestamp) = @submission_date
+      GROUP BY
+        1
+    ) funnel_ids
+    ON ic.client_id = funnel_ids.client_id
+  WHERE
+    DATE(ic.submission_timestamp) = @submission_date
+),
+ios_onboarding_funnel_fourth_card_impression AS (
+  SELECT
+    COALESCE(funnel_id, 'no_onboarding_reported') AS funnel_id,
+    COALESCE(r.repeat_first_month_user, FALSE) AS repeat_first_month_user,
+    COALESCE(r.retained_week_2, FALSE) AS retained_week_2,
+    COALESCE(r.retained_week_4, FALSE) AS retained_week_4,
+    ic.first_reported_country AS country,
+    ic.locale AS locale,
+    ic.os_version AS ios_version,
+    ic.channel AS channel,
+    ic.device_model AS device_model,
+    ic.device_manufacturer AS device_manufacturer,
+    ic.first_seen_date AS first_seen_date,
+    ic.adjust_network AS adjust_network,
+    ic.adjust_campaign AS adjust_campaign,
+    ic.adjust_creative AS adjust_creative,
+    ic.adjust_ad_group AS adjust_ad_group,
+    DATE(ic.submission_timestamp) AS submission_date,
+    ic.client_id AS client_id_column,
+    CASE
+      WHEN `mozfun.map.get_key`(event_extra, 'sequence_position') = '4'
+        AND event_name = 'card_view'
+        AND event_category = 'onboarding'
+        THEN ic.client_id
+    END AS column
+  FROM
+    `moz-fx-data-shared-prod.firefox_ios.firefox_ios_clients` ic --each client_id has only one row
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_4_v1 r --each client_id has only one row
+    ON ic.client_id = r.client_id
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_2_v1 r2 -- retained_week_2 is not included in funnel_retention_clients_week_4_v1
+    ON ic.client_id = r2.client_id
+  LEFT JOIN
+    (
+      SELECT
+        *
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested` eu
+      WHERE
+        DATE(submission_timestamp) = @submission_date
+    ) eu
+    ON ic.client_id = eu.client_info.client_id
+  LEFT JOIN
+    (
+      SELECT
+        client_info.client_id,
+        ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')) AS funnel_id,
+        1 + LENGTH(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id'))) - LENGTH(
+          REPLACE(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')), '_', '')
+        ) AS number_of_onboarding_cards
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested`
+      WHERE
+        `mozfun.map.get_key`(event_extra, 'sequence_id') IS NOT NULL
+        AND DATE(submission_timestamp) = @submission_date
+      GROUP BY
+        1
+    ) funnel_ids
+    ON ic.client_id = funnel_ids.client_id
+  WHERE
+    DATE(ic.submission_timestamp) = @submission_date
+),
+ios_onboarding_funnel_fourth_card_primary_click AS (
+  SELECT
+    COALESCE(funnel_id, 'no_onboarding_reported') AS funnel_id,
+    COALESCE(r.repeat_first_month_user, FALSE) AS repeat_first_month_user,
+    COALESCE(r.retained_week_2, FALSE) AS retained_week_2,
+    COALESCE(r.retained_week_4, FALSE) AS retained_week_4,
+    ic.first_reported_country AS country,
+    ic.locale AS locale,
+    ic.os_version AS ios_version,
+    ic.channel AS channel,
+    ic.device_model AS device_model,
+    ic.device_manufacturer AS device_manufacturer,
+    ic.first_seen_date AS first_seen_date,
+    ic.adjust_network AS adjust_network,
+    ic.adjust_campaign AS adjust_campaign,
+    ic.adjust_creative AS adjust_creative,
+    ic.adjust_ad_group AS adjust_ad_group,
+    DATE(ic.submission_timestamp) AS submission_date,
+    ic.client_id AS client_id_column,
+    CASE
+      WHEN `mozfun.map.get_key`(event_extra, 'sequence_position') = '4'
+        AND event_name = 'primary_button_tap'
+        AND event_category = 'onboarding'
+        THEN ic.client_id
+    END AS column
+  FROM
+    `moz-fx-data-shared-prod.firefox_ios.firefox_ios_clients` ic --each client_id has only one row
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_4_v1 r --each client_id has only one row
+    ON ic.client_id = r.client_id
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_2_v1 r2 -- retained_week_2 is not included in funnel_retention_clients_week_4_v1
+    ON ic.client_id = r2.client_id
+  LEFT JOIN
+    (
+      SELECT
+        *
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested` eu
+      WHERE
+        DATE(submission_timestamp) = @submission_date
+    ) eu
+    ON ic.client_id = eu.client_info.client_id
+  LEFT JOIN
+    (
+      SELECT
+        client_info.client_id,
+        ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')) AS funnel_id,
+        1 + LENGTH(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id'))) - LENGTH(
+          REPLACE(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')), '_', '')
+        ) AS number_of_onboarding_cards
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested`
+      WHERE
+        `mozfun.map.get_key`(event_extra, 'sequence_id') IS NOT NULL
+        AND DATE(submission_timestamp) = @submission_date
+      GROUP BY
+        1
+    ) funnel_ids
+    ON ic.client_id = funnel_ids.client_id
+  WHERE
+    DATE(ic.submission_timestamp) = @submission_date
+),
+ios_onboarding_funnel_fourth_card_secondary_click AS (
+  SELECT
+    COALESCE(funnel_id, 'no_onboarding_reported') AS funnel_id,
+    COALESCE(r.repeat_first_month_user, FALSE) AS repeat_first_month_user,
+    COALESCE(r.retained_week_2, FALSE) AS retained_week_2,
+    COALESCE(r.retained_week_4, FALSE) AS retained_week_4,
+    ic.first_reported_country AS country,
+    ic.locale AS locale,
+    ic.os_version AS ios_version,
+    ic.channel AS channel,
+    ic.device_model AS device_model,
+    ic.device_manufacturer AS device_manufacturer,
+    ic.first_seen_date AS first_seen_date,
+    ic.adjust_network AS adjust_network,
+    ic.adjust_campaign AS adjust_campaign,
+    ic.adjust_creative AS adjust_creative,
+    ic.adjust_ad_group AS adjust_ad_group,
+    DATE(ic.submission_timestamp) AS submission_date,
+    ic.client_id AS client_id_column,
+    CASE
+      WHEN `mozfun.map.get_key`(event_extra, 'sequence_position') = '4'
+        AND event_name = 'secondary_button_tap'
+        AND event_category = 'onboarding'
+        THEN ic.client_id
+    END AS column
+  FROM
+    `moz-fx-data-shared-prod.firefox_ios.firefox_ios_clients` ic --each client_id has only one row
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_4_v1 r --each client_id has only one row
+    ON ic.client_id = r.client_id
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_2_v1 r2 -- retained_week_2 is not included in funnel_retention_clients_week_4_v1
+    ON ic.client_id = r2.client_id
+  LEFT JOIN
+    (
+      SELECT
+        *
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested` eu
+      WHERE
+        DATE(submission_timestamp) = @submission_date
+    ) eu
+    ON ic.client_id = eu.client_info.client_id
+  LEFT JOIN
+    (
+      SELECT
+        client_info.client_id,
+        ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')) AS funnel_id,
+        1 + LENGTH(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id'))) - LENGTH(
+          REPLACE(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')), '_', '')
+        ) AS number_of_onboarding_cards
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested`
+      WHERE
+        `mozfun.map.get_key`(event_extra, 'sequence_id') IS NOT NULL
+        AND DATE(submission_timestamp) = @submission_date
+      GROUP BY
+        1
+    ) funnel_ids
+    ON ic.client_id = funnel_ids.client_id
+  WHERE
+    DATE(ic.submission_timestamp) = @submission_date
+),
+ios_onboarding_funnel_fourth_card_close_click AS (
+  SELECT
+    COALESCE(funnel_id, 'no_onboarding_reported') AS funnel_id,
+    COALESCE(r.repeat_first_month_user, FALSE) AS repeat_first_month_user,
+    COALESCE(r.retained_week_2, FALSE) AS retained_week_2,
+    COALESCE(r.retained_week_4, FALSE) AS retained_week_4,
+    ic.first_reported_country AS country,
+    ic.locale AS locale,
+    ic.os_version AS ios_version,
+    ic.channel AS channel,
+    ic.device_model AS device_model,
+    ic.device_manufacturer AS device_manufacturer,
+    ic.first_seen_date AS first_seen_date,
+    ic.adjust_network AS adjust_network,
+    ic.adjust_campaign AS adjust_campaign,
+    ic.adjust_creative AS adjust_creative,
+    ic.adjust_ad_group AS adjust_ad_group,
+    DATE(ic.submission_timestamp) AS submission_date,
+    ic.client_id AS client_id_column,
+    CASE
+      WHEN `mozfun.map.get_key`(event_extra, 'sequence_position') = '4'
+        AND event_name = 'close_tap'
+        AND event_category = 'onboarding'
+        THEN ic.client_id
+    END AS column
+  FROM
+    `moz-fx-data-shared-prod.firefox_ios.firefox_ios_clients` ic --each client_id has only one row
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_4_v1 r --each client_id has only one row
+    ON ic.client_id = r.client_id
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_2_v1 r2 -- retained_week_2 is not included in funnel_retention_clients_week_4_v1
+    ON ic.client_id = r2.client_id
+  LEFT JOIN
+    (
+      SELECT
+        *
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested` eu
+      WHERE
+        DATE(submission_timestamp) = @submission_date
+    ) eu
+    ON ic.client_id = eu.client_info.client_id
+  LEFT JOIN
+    (
+      SELECT
+        client_info.client_id,
+        ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')) AS funnel_id,
+        1 + LENGTH(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id'))) - LENGTH(
+          REPLACE(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')), '_', '')
+        ) AS number_of_onboarding_cards
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested`
+      WHERE
+        `mozfun.map.get_key`(event_extra, 'sequence_id') IS NOT NULL
+        AND DATE(submission_timestamp) = @submission_date
+      GROUP BY
+        1
+    ) funnel_ids
+    ON ic.client_id = funnel_ids.client_id
+  WHERE
+    DATE(ic.submission_timestamp) = @submission_date
+),
+ios_onboarding_funnel_fifth_card_impression AS (
+  SELECT
+    COALESCE(funnel_id, 'no_onboarding_reported') AS funnel_id,
+    COALESCE(r.repeat_first_month_user, FALSE) AS repeat_first_month_user,
+    COALESCE(r.retained_week_2, FALSE) AS retained_week_2,
+    COALESCE(r.retained_week_4, FALSE) AS retained_week_4,
+    ic.first_reported_country AS country,
+    ic.locale AS locale,
+    ic.os_version AS ios_version,
+    ic.channel AS channel,
+    ic.device_model AS device_model,
+    ic.device_manufacturer AS device_manufacturer,
+    ic.first_seen_date AS first_seen_date,
+    ic.adjust_network AS adjust_network,
+    ic.adjust_campaign AS adjust_campaign,
+    ic.adjust_creative AS adjust_creative,
+    ic.adjust_ad_group AS adjust_ad_group,
+    DATE(ic.submission_timestamp) AS submission_date,
+    ic.client_id AS client_id_column,
+    CASE
+      WHEN `mozfun.map.get_key`(event_extra, 'sequence_position') = '5'
+        AND event_name = 'card_view'
+        AND event_category = 'onboarding'
+        THEN ic.client_id
+    END AS column
+  FROM
+    `moz-fx-data-shared-prod.firefox_ios.firefox_ios_clients` ic --each client_id has only one row
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_4_v1 r --each client_id has only one row
+    ON ic.client_id = r.client_id
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_2_v1 r2 -- retained_week_2 is not included in funnel_retention_clients_week_4_v1
+    ON ic.client_id = r2.client_id
+  LEFT JOIN
+    (
+      SELECT
+        *
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested` eu
+      WHERE
+        DATE(submission_timestamp) = @submission_date
+    ) eu
+    ON ic.client_id = eu.client_info.client_id
+  LEFT JOIN
+    (
+      SELECT
+        client_info.client_id,
+        ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')) AS funnel_id,
+        1 + LENGTH(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id'))) - LENGTH(
+          REPLACE(ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')), '_', '')
+        ) AS number_of_onboarding_cards
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested`
+      WHERE
+        `mozfun.map.get_key`(event_extra, 'sequence_id') IS NOT NULL
+        AND DATE(submission_timestamp) = @submission_date
+      GROUP BY
+        1
+    ) funnel_ids
+    ON ic.client_id = funnel_ids.client_id
+  WHERE
+    DATE(ic.submission_timestamp) = @submission_date
+),
+ios_onboarding_funnel_fifth_card_primary_click AS (
+  SELECT
+    COALESCE(funnel_id, 'no_onboarding_reported') AS funnel_id,
+    COALESCE(r.repeat_first_month_user, FALSE) AS repeat_first_month_user,
+    COALESCE(r.retained_week_2, FALSE) AS retained_week_2,
+    COALESCE(r.retained_week_4, FALSE) AS retained_week_4,
+    ic.first_reported_country AS country,
+    ic.locale AS locale,
+    ic.os_version AS ios_version,
+    ic.channel AS channel,
+    ic.device_model AS device_model,
+    ic.device_manufacturer AS device_manufacturer,
+    ic.first_seen_date AS first_seen_date,
+    ic.adjust_network AS adjust_network,
+    ic.adjust_campaign AS adjust_campaign,
+    ic.adjust_creative AS adjust_creative,
+    ic.adjust_ad_group AS adjust_ad_group,
+    DATE(ic.submission_timestamp) AS submission_date,
+    ic.client_id AS client_id_column,
+    CASE
+      WHEN `mozfun.map.get_key`(event_extra, 'sequence_position') = '5'
+        AND event_name = 'primary_button_tap'
+        AND event_category = 'onboarding'
+        THEN ic.client_id
+    END AS column
+  FROM
+    `moz-fx-data-shared-prod.firefox_ios.firefox_ios_clients` ic --each client_id has only one row
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_4_v1 r --each client_id has only one row
+    ON ic.client_id = r.client_id
+  LEFT JOIN
+    `moz-fx-data-shared-prod`.firefox_ios_derived.funnel_retention_clients_week_2_v1 r2 -- retained_week_2 is not included in funnel_retention_clients_week_4_v1
+    ON ic.client_id = r2.client_id
+  LEFT JOIN
+    (
+      SELECT
+        *
+      FROM
+        `moz-fx-data-shared-prod.firefox_ios.events_unnested` eu
+      WHERE
+        DATE(submission_timestamp) = @submission_date
+    ) eu
+    ON ic.client_id = eu.client_info.client_id
+  LEFT JOIN
+    (
+      SELECT
+        client_info.client_id,
+        ANY_VALUE(`mozfun.map.get_key`(event_extra, 'sequence_id')) AS funnel_id,
+        1 + LENGTH(ANY_VALUE(`mozfun.map.get_key`(event_extra,

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@rhythmofrain63 @dataops-ci-bot