Feature: Union schema compatibility

.buildkite/hooks/pre-command

@@ -21,4 +21,5 @@ export CI_SNOWFLAKE_DBT_USER=$(gcloud secrets versions access latest --secret="C
 export CI_SNOWFLAKE_DBT_WAREHOUSE=$(gcloud secrets versions access latest --secret="CI_SNOWFLAKE_DBT_WAREHOUSE" --project="dbt-package-testing-363917")
 export CI_DATABRICKS_DBT_HOST=$(gcloud secrets versions access latest --secret="CI_DATABRICKS_DBT_HOST" --project="dbt-package-testing-363917")
 export CI_DATABRICKS_DBT_HTTP_PATH=$(gcloud secrets versions access latest --secret="CI_DATABRICKS_DBT_HTTP_PATH" --project="dbt-package-testing-363917")
-export CI_DATABRICKS_DBT_TOKEN=$(gcloud secrets versions access latest --secret="CI_DATABRICKS_DBT_TOKEN" --project="dbt-package-testing-363917")
+export CI_DATABRICKS_DBT_TOKEN=$(gcloud secrets versions access latest --secret="CI_DATABRICKS_DBT_TOKEN" --project="dbt-package-testing-363917")
+export CI_DATABRICKS_DBT_CATALOG=$(gcloud secrets versions access latest --secret="CI_DATABRICKS_DBT_CATALOG" --project="dbt-package-testing-363917")

.buildkite/pipeline.yml

@@ -69,5 +69,6 @@ steps:
             - "CI_DATABRICKS_DBT_HOST"
             - "CI_DATABRICKS_DBT_HTTP_PATH"
             - "CI_DATABRICKS_DBT_TOKEN"
+            - "CI_DATABRICKS_DBT_CATALOG"
     commands: |
       bash .buildkite/scripts/run_models.sh databricks

CHANGELOG.md

@@ -1,3 +1,14 @@
+# dbt_app_reporting v0.4.0
+[PR #21](https://github.com/fivetran/dbt_app_reporting/pull/21) includes the following updates:
+
+## 🚨 Breaking hanges 🚨
+- Identifier variables for the following packages have been updated for consistency with the source name and compatibility with the union schema feature. See the package's changelog for a full list of changes.
+  - [dbt_apple_store](https://github.com/fivetran/dbt_linkedin/blob/main/CHANGELOG.md#dbt_apple_store-v040)
+  - [dbt_google_play](https://github.com/fivetran/dbt_microsoft_ads/blob/main/CHANGELOG.md#dbt_google_play-v040)
+
+## Feature update 🎉
+- Unioning capability! This adds the ability to union source data from multiple app_reporting connectors. Refer to the [README](https://github.com/fivetran/dbt_app_reporting/blob/main/README.md#union-multiple-connectors) for more details.
+
 # dbt_app_reporting v0.3.2
 ## Bug Fixes
 [PR #19](https://github.com/fivetran/dbt_app_reporting/pull/19) includes the following update:

README.md

@@ -45,7 +45,7 @@ Include the following github package version in your `packages.yml`
 ```yaml
 packages:
   - package: fivetran/app_reporting
-    version: [">=0.3.0", "<0.4.0"] # we recommend using ranges to capture non-breaking changes automatically
+    version: [">=0.4.0", "<0.5.0"] # we recommend using ranges to capture non-breaking changes automatically
 ```
 
 Do NOT include the individual app platform packages in this file. The app reporting package itself has dependencies on these packages and will install them as well.
@@ -114,15 +114,31 @@ models:
 > Provide a blank `+schema: ` to write to the `target_schema` without any suffix.
 
 ## (Optional) Step 7: Additional configurations
-<details><summary>Expand to view configurations</summary>
+<details open><summary>Expand/collapse configurations</summary>
+
+### Union multiple connectors
+If you have multiple app reporting connectors in Fivetran and would like to use this package on all of them simultaneously, we have provided functionality to do so. The package will union all of the data together and pass the unioned table into the transformations. You will be able to see which source it came from in the `source_relation` column of each model. To use this functionality, you will need to set either the `<package_name>_union_schemas` OR `<package_name>_union_databases` variables (cannot do both) in your root `dbt_project.yml` file. Below are the variables and examples for each connector:
+
+```yml
+vars:
+    apple_store_union_schemas: ['apple_store_usa','apple_store_canada']
+    apple_store_union_databases: ['apple_store_usa','apple_store_canada']
+
+    google_play_union_schemas: ['google_play_usa','google_play_canada']
+    google_play_union_databases: ['google_play_usa','google_play_canada']
+```
+Please be aware that the native `source.yml` connection set up in the package will not function when the union schema/database feature is utilized. Although the data will be correctly combined, you will not observe the sources linked to the package models in the Directed Acyclic Graph (DAG). This happens because the package includes only one defined `source.yml`.
+
+To connect your multiple schema/database sources to the package models, follow the steps outlined in the [Union Data Defined Sources Configuration](https://github.com/fivetran/dbt_fivetran_utils/tree/releases/v0.4.latest#union_data-source) section of the Fivetran Utils documentation for the union_data macro. This will ensure a proper configuration and correct visualization of connections in the DAG.
 
 ### Change the source table references
 If an individual source table has a different name than the package expects, add the table name as it appears in your destination to the respective variable:
 > IMPORTANT: See the Apple Store [`dbt_project.yml`](https://github.com/fivetran/dbt_apple_store_source/blob/main/dbt_project.yml)  and Google Play [`dbt_project.yml`](https://github.com/fivetran/dbt_google_play_source/blob/main/dbt_project.yml) variable declarations to see the expected names.
 
 ```yml
 vars:
-    <default_source_table_name>_identifier: your_table_name 
+    apple_store_<default_source_table_name>_identifier: your_table_name 
+    google_play_<default_source_table_name>_identifier: your_table_name 
 ```
 
 </details>
@@ -143,16 +159,16 @@ This dbt package is dependent on the following dbt packages. For more informatio
 ```yml
 packages: 
     - package: fivetran/apple_store 
-      version: [">=0.3.0", "<0.4.0"] 
+      version: [">=0.4.0", "<0.5.0"] 
 
     - package: fivetran/apple_store_source
-      version: [">=0.3.0", "<0.4.0"] 
+      version: [">=0.4.0", "<0.5.0"] 
 
     - package: fivetran/google_play 
-      version: [">=0.3.0", "<0.4.0"] 
+      version: [">=0.4.0", "<0.5.0"] 
 
     - package: fivetran/google_play_source
-      version: [">=0.3.0", "<0.4.0"] 
+      version: [">=0.4.0", "<0.5.0"] 
 
     - package: fivetran/fivetran_utils
       version: [">=0.4.0", "<0.5.0"]

dbt_project.yml

@@ -1,5 +1,5 @@
 name: 'app_reporting'
-version: '0.3.2'
+version: '0.4.0'
 config-version: 2
 models:
   app_reporting:

integration_tests/ci/sample.profiles.yml

@@ -45,7 +45,7 @@ integration_tests:
       schema: app_reporting_integrations_test_5
       threads: 8
     databricks:
-      catalog: null
+      catalog: "{{ env_var('CI_DATABRICKS_DBT_CATALOG') }}"
       host: "{{ env_var('CI_DATABRICKS_DBT_HOST') }}"
       http_path: "{{ env_var('CI_DATABRICKS_DBT_HTTP_PATH') }}"
       schema: app_reporting_integrations_test_5

integration_tests/dbt_project.yml

@@ -1,46 +1,46 @@
 name: 'app_reporting_integration_tests'
-version: '0.3.2'
+version: '0.4.0'
 profile: 'integration_tests'
 config-version: 2
 vars: 
   google_play_schema: app_reporting_integrations_test_5
   apple_store_schema: app_reporting_integrations_test_5
   google_play_source:
-    stats_installs_app_version_identifier: "stats_installs_app_version"
-    stats_crashes_app_version_identifier: "stats_crashes_app_version"
-    stats_ratings_app_version_identifier: "stats_ratings_app_version"
-    stats_installs_device_identifier: "stats_installs_device"
-    stats_ratings_device_identifier: "stats_ratings_device"
-    stats_installs_os_version_identifier: "stats_installs_os_version"
-    stats_ratings_os_version_identifier: "stats_ratings_os_version"
-    stats_crashes_os_version_identifier: "stats_crashes_os_version"
-    stats_installs_country_identifier: "stats_installs_country"
-    stats_ratings_country_identifier: "stats_ratings_country"
-    stats_store_performance_country_identifier: "stats_store_performance_country"
-    stats_store_performance_traffic_source_identifier: "stats_store_performance_traffic_source"
-    stats_installs_overview_identifier: "stats_installs_overview"
-    stats_crashes_overview_identifier: "stats_crashes_overview"
-    stats_ratings_overview_identifier: "stats_ratings_overview"
-    earnings_identifier: "earnings"
-    financial_stats_subscriptions_country_identifier: "financial_stats_subscriptions_country"
+    google_play_stats_installs_app_version_identifier: "stats_installs_app_version"
+    google_play_stats_crashes_app_version_identifier: "stats_crashes_app_version"
+    google_play_stats_ratings_app_version_identifier: "stats_ratings_app_version"
+    google_play_stats_installs_device_identifier: "stats_installs_device"
+    google_play_stats_ratings_device_identifier: "stats_ratings_device"
+    google_play_stats_installs_os_version_identifier: "stats_installs_os_version"
+    google_play_stats_ratings_os_version_identifier: "stats_ratings_os_version"
+    google_play_stats_crashes_os_version_identifier: "stats_crashes_os_version"
+    google_play_stats_installs_country_identifier: "stats_installs_country"
+    google_play_stats_ratings_country_identifier: "stats_ratings_country"
+    google_play_stats_store_performance_country_identifier: "stats_store_performance_country"
+    google_play_stats_store_performance_traffic_source_identifier: "stats_store_performance_traffic_source"
+    google_play_stats_installs_overview_identifier: "stats_installs_overview"
+    google_play_stats_crashes_overview_identifier: "stats_crashes_overview"
+    google_play_stats_ratings_overview_identifier: "stats_ratings_overview"
+    google_play_earnings_identifier: "earnings"
+    google_play_financial_stats_subscriptions_country_identifier: "financial_stats_subscriptions_country"
 
   apple_store_source:
-    app_identifier: "app"
-    app_store_platform_version_source_type_report_identifier: "app_store_platform_version_source_type"
-    app_store_source_type_device_report_identifier: "app_store_source_type_device"
-    app_store_territory_source_type_report_identifier: "app_store_territory_source_type"
-    crashes_app_version_device_report_identifier: "crashes_app_version"
-    crashes_platform_version_device_report_identifier: "crashes_platform_version"
-    downloads_platform_version_source_type_report_identifier: "downloads_platform_version_source_type"
-    downloads_source_type_device_report_identifier: "downloads_source_type_device"
-    downloads_territory_source_type_report_identifier: "downloads_territory_source_type"
-    sales_account_identifier: "sales_account"
-    sales_subscription_event_summary_identifier: "sales_subscription_events"
-    sales_subscription_summary_identifier: "sales_subscription_summary"
-    usage_app_version_source_type_report_identifier: "usage_app_version_source_type"
-    usage_platform_version_source_type_report_identifier: "usage_platform_version_source_type"
-    usage_source_type_device_report_identifier: "usage_source_type_device"
-    usage_territory_source_type_report_identifier: usage_territory_source_type
+    apple_store_app_identifier: "app"
+    apple_store_app_store_platform_version_source_type_report_identifier: "app_store_platform_version_source_type"
+    apple_store_app_store_source_type_device_report_identifier: "app_store_source_type_device"
+    apple_store_app_store_territory_source_type_report_identifier: "app_store_territory_source_type"
+    apple_store_crashes_app_version_device_report_identifier: "crashes_app_version"
+    apple_store_crashes_platform_version_device_report_identifier: "crashes_platform_version"
+    apple_store_downloads_platform_version_source_type_report_identifier: "downloads_platform_version_source_type"
+    apple_store_downloads_source_type_device_report_identifier: "downloads_source_type_device"
+    apple_store_downloads_territory_source_type_report_identifier: "downloads_territory_source_type"
+    apple_store_sales_account_identifier: "sales_account"
+    apple_store_sales_subscription_event_summary_identifier: "sales_subscription_events"
+    apple_store_sales_subscription_summary_identifier: "sales_subscription_summary"
+    apple_store_usage_app_version_source_type_report_identifier: "usage_app_version_source_type"
+    apple_store_usage_platform_version_source_type_report_identifier: "usage_platform_version_source_type"
+    apple_store_usage_source_type_device_report_identifier: "usage_source_type_device"
+    apple_store_usage_territory_source_type_report_identifier: usage_territory_source_type
 
     apple_store__subscription_events:
       - 'Renew'
@@ -55,6 +55,7 @@ models:
   +persist_docs:
     relation: "{{ false if target.type in ('spark','databricks') else true }}"
     columns: "{{ false if target.type in ('spark','databricks') else true }}"
+  +schema: "app_reporting_{{ var('directed_schema','dev') }}" ## To be used for validation testing
 
 seeds:
   app_reporting_integration_tests:

integration_tests/tests/consistency/row_comparisons/consistency_app_version_report.sql

@@ -0,0 +1,46 @@
+{{ config(
+    tags="fivetran_validations",
+    enabled=var('fivetran_validation_tests_enabled', false)
+) }}
+
+-- this test ensures the daily_activity end model matches the prior version
+with prod as (
+    select *
+    from {{ target.schema }}_app_reporting_prod.app_reporting__app_version_report
+),
+
+dev as (
+    select *
+    from {{ target.schema }}_app_reporting_dev.app_reporting__app_version_report
+),
+
+prod_not_in_dev as (
+    -- rows from prod not found in dev
+    select * from prod
+    except distinct
+    select * from dev
+),
+
+dev_not_in_prod as (
+    -- rows from dev not found in prod
+    select * from dev
+    except distinct
+    select * from prod
+),
+
+final as (
+    select
+        *,
+        'from prod' as source
+    from prod_not_in_dev
+
+    union all -- union since we only care if rows are produced
+
+    select
+        *,
+        'from dev' as source
+    from dev_not_in_prod
+)
+
+select *
+from final

integration_tests/tests/consistency/row_comparisons/consistency_country_report.sql

@@ -0,0 +1,46 @@
+{{ config(
+    tags="fivetran_validations",
+    enabled=var('fivetran_validation_tests_enabled', false)
+) }}
+
+-- this test ensures the daily_activity end model matches the prior version
+with prod as (
+    select *
+    from {{ target.schema }}_app_reporting_prod.app_reporting__country_report
+),
+
+dev as (
+    select *
+    from {{ target.schema }}_app_reporting_dev.app_reporting__country_report
+),
+
+prod_not_in_dev as (
+    -- rows from prod not found in dev
+    select * from prod
+    except distinct
+    select * from dev
+),
+
+dev_not_in_prod as (
+    -- rows from dev not found in prod
+    select * from dev
+    except distinct
+    select * from prod
+),
+
+final as (
+    select
+        *,
+        'from prod' as source
+    from prod_not_in_dev
+
+    union all -- union since we only care if rows are produced
+
+    select
+        *,
+        'from dev' as source
+    from dev_not_in_prod
+)
+
+select *
+from final

integration_tests/tests/consistency/row_comparisons/consistency_device_report.sql

@@ -0,0 +1,46 @@
+{{ config(
+    tags="fivetran_validations",
+    enabled=var('fivetran_validation_tests_enabled', false)
+) }}
+
+-- this test ensures the daily_activity end model matches the prior version
+with prod as (
+    select *
+    from {{ target.schema }}_app_reporting_prod.app_reporting__device_report
+),
+
+dev as (
+    select *
+    from {{ target.schema }}_app_reporting_dev.app_reporting__device_report
+),
+
+prod_not_in_dev as (
+    -- rows from prod not found in dev
+    select * from prod
+    except distinct
+    select * from dev
+),
+
+dev_not_in_prod as (
+    -- rows from dev not found in prod
+    select * from dev
+    except distinct
+    select * from prod
+),
+
+final as (
+    select
+        *,
+        'from prod' as source
+    from prod_not_in_dev
+
+    union all -- union since we only care if rows are produced
+
+    select
+        *,
+        'from dev' as source
+    from dev_not_in_prod
+)
+
+select *
+from final

integration_tests/tests/consistency/row_comparisons/consistency_os_version_report.sql

@@ -0,0 +1,46 @@
+{{ config(
+    tags="fivetran_validations",
+    enabled=var('fivetran_validation_tests_enabled', false)
+) }}
+
+-- this test ensures the daily_activity end model matches the prior version
+with prod as (
+    select *
+    from {{ target.schema }}_app_reporting_prod.app_reporting__os_version_report
+),
+
+dev as (
+    select *
+    from {{ target.schema }}_app_reporting_dev.app_reporting__os_version_report
+),
+
+prod_not_in_dev as (
+    -- rows from prod not found in dev
+    select * from prod
+    except distinct
+    select * from dev
+),
+
+dev_not_in_prod as (
+    -- rows from dev not found in prod
+    select * from dev
+    except distinct
+    select * from prod
+),
+
+final as (
+    select
+        *,
+        'from prod' as source
+    from prod_not_in_dev
+
+    union all -- union since we only care if rows are produced
+
+    select
+        *,
+        'from dev' as source
+    from dev_not_in_prod
+)
+
+select *
+from final