dbt: create new env variable override for local development on prod external tables #4187

charlie-costanzo · 2025-08-12T18:58:48Z

Description

During our infrastructure refactor, we determined the need to preserve local warehouse development on production external tables as sources of truth WITH THE EXCEPTION OF RT EXTERNAL TABLES. This PR introduces environment variable DEV_SOURCE_GOOGLE_CLOUD_PROJECT which, when added locally, allows for dbt to reference production external tables at runtime WITH THE EXCEPTION OF RT EXTERNAL TABLES.

Resolves: #4188

Type of change

New feature

How has this been tested?

Post-merge follow-ups

Action required
To use the production external tables in local warehouse development, the following line needs to be added to your environment:

export DEV_SOURCE_GOOGLE_CLOUD_PROJECT='cal-itp-data-infra'

github-actions · 2025-08-12T18:59:49Z

Terraform plan in iac/cal-itp-data-infra-staging/airflow/us

Plan: 0 to add, 3 to change, 0 to destroy.

Terraform used the selected providers to generate the following execution
plan. Resource actions are indicated with the following symbols:
!~  update in-place

Terraform will perform the following actions:

  # google_storage_bucket_object.calitp-staging-composer-catalog will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-staging-composer-catalog" {
!~      content             = (sensitive value)
!~      crc32c              = "scSVQA==" -> (known after apply)
!~      detect_md5hash      = "LzB7tkV9giBECRASvwDTJg==" -> "different hash"
!~      generation          = 1758060434829105 -> (known after apply)
        id                  = "calitp-staging-composer-data/warehouse/target/catalog.json"
!~      md5hash             = "LzB7tkV9giBECRASvwDTJg==" -> (known after apply)
        name                = "data/warehouse/target/catalog.json"
#        (16 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-staging-composer-dags["dbt_project.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-staging-composer-dags" {
!~      crc32c              = "41/WGA==" -> (known after apply)
!~      detect_md5hash      = "tXa6XCOXKda0qRNtC+2eAg==" -> "different hash"
!~      generation          = 1758060092636212 -> (known after apply)
        id                  = "calitp-staging-composer-data/warehouse/dbt_project.yml"
!~      md5hash             = "tXa6XCOXKda0qRNtC+2eAg==" -> (known after apply)
        name                = "data/warehouse/dbt_project.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-staging-composer-manifest will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-staging-composer-manifest" {
!~      content             = (sensitive value)
!~      crc32c              = "LrVEZQ==" -> (known after apply)
!~      detect_md5hash      = "nv12yYcJcck2UWfr3ppWyA==" -> "different hash"
!~      generation          = 1758060435641990 -> (known after apply)
        id                  = "calitp-staging-composer-data/warehouse/target/manifest.json"
!~      md5hash             = "nv12yYcJcck2UWfr3ppWyA==" -> (known after apply)
        name                = "data/warehouse/target/manifest.json"
#        (16 unchanged attributes hidden)
    }

Plan: 0 to add, 3 to change, 0 to destroy.

📝 Plan generated in Plan Terraform for Warehouse and DAG changes #640

github-actions · 2025-08-12T18:59:57Z

Terraform plan in iac/cal-itp-data-infra/airflow/us

Plan: 0 to add, 22 to change, 0 to destroy.

Terraform used the selected providers to generate the following execution
plan. Resource actions are indicated with the following symbols:
!~  update in-place

Terraform will perform the following actions:

  # google_storage_bucket_object.calitp-composer-catalog will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-catalog" {
!~      content             = (sensitive value)
!~      crc32c              = "Tev42g==" -> (known after apply)
!~      detect_md5hash      = "WH9/csQm9d1jFHYJ9tDp6w==" -> "different hash"
!~      generation          = 1757541552203979 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/target/catalog.json"
!~      md5hash             = "WH9/csQm9d1jFHYJ9tDp6w==" -> (known after apply)
        name                = "data/warehouse/target/catalog.json"
#        (16 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-dags["dbt_project.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-dags" {
!~      crc32c              = "XPuwJQ==" -> (known after apply)
!~      detect_md5hash      = "ZVQqwNQ/pizS7TrWVGpWrA==" -> "different hash"
!~      generation          = 1755538683311062 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/dbt_project.yml"
!~      md5hash             = "ZVQqwNQ/pizS7TrWVGpWrA==" -> (known after apply)
        name                = "data/warehouse/dbt_project.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-dags["models/_source_gtfs_schedule_history.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-dags" {
!~      crc32c              = "BXdZpA==" -> (known after apply)
!~      detect_md5hash      = "HVHCS36vhuXW2Wdk8hBKlg==" -> "different hash"
!~      generation          = 1751416662709951 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/models/_source_gtfs_schedule_history.yml"
!~      md5hash             = "HVHCS36vhuXW2Wdk8hBKlg==" -> (known after apply)
        name                = "data/warehouse/models/_source_gtfs_schedule_history.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-dags["models/staging/amplitude/_amplitude.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-dags" {
!~      crc32c              = "5ai1mg==" -> (known after apply)
!~      detect_md5hash      = "CCXiffBEEPZ5HLszdyijvw==" -> "different hash"
!~      generation          = 1751416666866881 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/models/staging/amplitude/_amplitude.yml"
!~      md5hash             = "CCXiffBEEPZ5HLszdyijvw==" -> (known after apply)
        name                = "data/warehouse/models/staging/amplitude/_amplitude.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-dags["models/staging/audit/_src_audit.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-dags" {
!~      crc32c              = "yeSEyg==" -> (known after apply)
!~      detect_md5hash      = "LP1avYyKTuGYkgdiP9r8GA==" -> "different hash"
!~      generation          = 1751416661148830 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/models/staging/audit/_src_audit.yml"
!~      md5hash             = "LP1avYyKTuGYkgdiP9r8GA==" -> (known after apply)
        name                = "data/warehouse/models/staging/audit/_src_audit.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-dags["models/staging/gtfs/_src_gtfs_rt_external_tables.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-dags" {
!~      crc32c              = "irg5NA==" -> (known after apply)
!~      detect_md5hash      = "VMjLStCSrjbmN/SVzNZsKA==" -> "different hash"
!~      generation          = 1751416666081058 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/models/staging/gtfs/_src_gtfs_rt_external_tables.yml"
!~      md5hash             = "VMjLStCSrjbmN/SVzNZsKA==" -> (known after apply)
        name                = "data/warehouse/models/staging/gtfs/_src_gtfs_rt_external_tables.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-dags["models/staging/gtfs/_src_gtfs_schedule_external_tables.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-dags" {
!~      crc32c              = "JRuXXA==" -> (known after apply)
!~      detect_md5hash      = "Caqsk8kIhrzLrYxkwYo53g==" -> "different hash"
!~      generation          = 1751416666931203 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/models/staging/gtfs/_src_gtfs_schedule_external_tables.yml"
!~      md5hash             = "Caqsk8kIhrzLrYxkwYo53g==" -> (known after apply)
        name                = "data/warehouse/models/staging/gtfs/_src_gtfs_schedule_external_tables.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-dags["models/staging/hqta/_hqta.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-dags" {
!~      crc32c              = "Uuiodw==" -> (known after apply)
!~      detect_md5hash      = "E8kXOfywGmTU9ixt2SEdjw==" -> "different hash"
!~      generation          = 1751416667415993 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/models/staging/hqta/_hqta.yml"
!~      md5hash             = "E8kXOfywGmTU9ixt2SEdjw==" -> (known after apply)
        name                = "data/warehouse/models/staging/hqta/_hqta.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-dags["models/staging/kuba/_src.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-dags" {
!~      crc32c              = "VFjYpg==" -> (known after apply)
!~      detect_md5hash      = "d+eUGgQXAgoXWUQWdd4hHg==" -> "different hash"
!~      generation          = 1755538683298627 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/models/staging/kuba/_src.yml"
!~      md5hash             = "d+eUGgQXAgoXWUQWdd4hHg==" -> (known after apply)
        name                = "data/warehouse/models/staging/kuba/_src.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-dags["models/staging/ntd_annual_reporting/_src.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-dags" {
!~      crc32c              = "6xrw7Q==" -> (known after apply)
!~      detect_md5hash      = "u1GUGr+qHvrdM3CByD7P5g==" -> "different hash"
!~      generation          = 1751416664560138 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/models/staging/ntd_annual_reporting/_src.yml"
!~      md5hash             = "u1GUGr+qHvrdM3CByD7P5g==" -> (known after apply)
        name                = "data/warehouse/models/staging/ntd_annual_reporting/_src.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-dags["models/staging/ntd_assets/_src.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-dags" {
!~      crc32c              = "xZy+xA==" -> (known after apply)
!~      detect_md5hash      = "D87Dg9H2Ttxydrw5TCb+kw==" -> "different hash"
!~      generation          = 1751416663042995 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/models/staging/ntd_assets/_src.yml"
!~      md5hash             = "D87Dg9H2Ttxydrw5TCb+kw==" -> (known after apply)
        name                = "data/warehouse/models/staging/ntd_assets/_src.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-dags["models/staging/ntd_funding_and_expenses/_src.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-dags" {
!~      crc32c              = "Rk9vbA==" -> (known after apply)
!~      detect_md5hash      = "1oG4kAhIV+IUFXaMzCafdg==" -> "different hash"
!~      generation          = 1751416666040352 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/models/staging/ntd_funding_and_expenses/_src.yml"
!~      md5hash             = "1oG4kAhIV+IUFXaMzCafdg==" -> (known after apply)
        name                = "data/warehouse/models/staging/ntd_funding_and_expenses/_src.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-dags["models/staging/ntd_ridership/_src.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-dags" {
!~      crc32c              = "vxfhWw==" -> (known after apply)
!~      detect_md5hash      = "tIKyKSkVeHX6Hy5dMmfDkg==" -> "different hash"
!~      generation          = 1751416665043819 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/models/staging/ntd_ridership/_src.yml"
!~      md5hash             = "tIKyKSkVeHX6Hy5dMmfDkg==" -> (known after apply)
        name                = "data/warehouse/models/staging/ntd_ridership/_src.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-dags["models/staging/ntd_safety_and_security/_src.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-dags" {
!~      crc32c              = "pFHMCQ==" -> (known after apply)
!~      detect_md5hash      = "VdG5ha4mT+RoWi4UQOT35Q==" -> "different hash"
!~      generation          = 1758049886357399 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/models/staging/ntd_safety_and_security/_src.yml"
!~      md5hash             = "VdG5ha4mT+RoWi4UQOT35Q==" -> (known after apply)
        name                = "data/warehouse/models/staging/ntd_safety_and_security/_src.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-dags["models/staging/ntd_validation/_src_api_externaltable.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-dags" {
!~      crc32c              = "aVRpvA==" -> (known after apply)
!~      detect_md5hash      = "V377ulINuAVHuOmUpO696g==" -> "different hash"
!~      generation          = 1751416666842087 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/models/staging/ntd_validation/_src_api_externaltable.yml"
!~      md5hash             = "V377ulINuAVHuOmUpO696g==" -> (known after apply)
        name                = "data/warehouse/models/staging/ntd_validation/_src_api_externaltable.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-dags["models/staging/payments/elavon/_elavon.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-dags" {
!~      crc32c              = "K73NkQ==" -> (known after apply)
!~      detect_md5hash      = "F3n1bpsPdvlWZzdDllkL5g==" -> "different hash"
!~      generation          = 1751416668573349 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/models/staging/payments/elavon/_elavon.yml"
!~      md5hash             = "F3n1bpsPdvlWZzdDllkL5g==" -> (known after apply)
        name                = "data/warehouse/models/staging/payments/elavon/_elavon.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-dags["models/staging/payments/littlepay/_littlepay.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-dags" {
!~      crc32c              = "z0l1MQ==" -> (known after apply)
!~      detect_md5hash      = "pQ3Or9N/wSYHXt235de9Zw==" -> "different hash"
!~      generation          = 1751416662768513 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/models/staging/payments/littlepay/_littlepay.yml"
!~      md5hash             = "pQ3Or9N/wSYHXt235de9Zw==" -> (known after apply)
        name                = "data/warehouse/models/staging/payments/littlepay/_littlepay.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-dags["models/staging/payments/littlepay_v3/_littlepay_v3.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-dags" {
!~      crc32c              = "OLGd3Q==" -> (known after apply)
!~      detect_md5hash      = "CT1Is41WF82GxtvZlgAPfw==" -> "different hash"
!~      generation          = 1751416665701155 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/models/staging/payments/littlepay_v3/_littlepay_v3.yml"
!~      md5hash             = "CT1Is41WF82GxtvZlgAPfw==" -> (known after apply)
        name                = "data/warehouse/models/staging/payments/littlepay_v3/_littlepay_v3.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-dags["models/staging/rt/_src_gtfs_rt_external_tables.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-dags" {
!~      crc32c              = "SwYd1A==" -> (known after apply)
!~      detect_md5hash      = "Z8wuwg61jF+m3F4tDyOR9Q==" -> "different hash"
!~      generation          = 1751416664716660 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/models/staging/rt/_src_gtfs_rt_external_tables.yml"
!~      md5hash             = "Z8wuwg61jF+m3F4tDyOR9Q==" -> (known after apply)
        name                = "data/warehouse/models/staging/rt/_src_gtfs_rt_external_tables.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-dags["models/staging/state_geoportal/_src.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-dags" {
!~      crc32c              = "wL4kuQ==" -> (known after apply)
!~      detect_md5hash      = "RurA8+fnfohppuRhvXSA1w==" -> "different hash"
!~      generation          = 1751416661849873 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/models/staging/state_geoportal/_src.yml"
!~      md5hash             = "RurA8+fnfohppuRhvXSA1w==" -> (known after apply)
        name                = "data/warehouse/models/staging/state_geoportal/_src.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-dags["models/staging/transit_database/_src_airtable.yml"] will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-dags" {
!~      crc32c              = "XoDIpQ==" -> (known after apply)
!~      detect_md5hash      = "L1F0Z7s3z9BVOE64Fg/zDg==" -> "different hash"
!~      generation          = 1751416665331439 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/models/staging/transit_database/_src_airtable.yml"
!~      md5hash             = "L1F0Z7s3z9BVOE64Fg/zDg==" -> (known after apply)
        name                = "data/warehouse/models/staging/transit_database/_src_airtable.yml"
#        (17 unchanged attributes hidden)
    }

  # google_storage_bucket_object.calitp-composer-manifest will be updated in-place
!~  resource "google_storage_bucket_object" "calitp-composer-manifest" {
!~      content             = (sensitive value)
!~      crc32c              = "0PcBgA==" -> (known after apply)
!~      detect_md5hash      = "TuukowzlGluvU+BnYGmOkA==" -> "different hash"
!~      generation          = 1757541553964048 -> (known after apply)
        id                  = "calitp-composer-data/warehouse/target/manifest.json"
!~      md5hash             = "TuukowzlGluvU+BnYGmOkA==" -> (known after apply)
        name                = "data/warehouse/target/manifest.json"
#        (16 unchanged attributes hidden)
    }

Plan: 0 to add, 22 to change, 0 to destroy.

📝 Plan generated in Plan Terraform for Warehouse and DAG changes #640

lauriemerrell · 2025-08-13T20:48:01Z

Not a formal reviewer but since we discussed offline with Erika, I took a look -- just one comment:

Should update this: https://github.com/cal-itp/data-infra/blob/main/warehouse/dbt_project.yml#L30 to ensure it stays accurate.

github-actions · 2025-09-15T19:41:23Z

Terraform plan in iac/cal-itp-data-infra/composer/us

No changes. Your infrastructure matches the configuration.

No changes. Your infrastructure matches the configuration.

Terraform has compared your real infrastructure against your configuration
and found no differences, so no changes are needed.

📝 Plan generated in Plan Terraform for Warehouse and DAG changes #640

erikamov · 2025-09-16T22:58:57Z

Not a formal reviewer but since we discussed offline with Erika, I took a look -- just one comment:

Should update this: https://github.com/cal-itp/data-infra/blob/main/warehouse/dbt_project.yml#L30 to ensure it stays accurate.

@lauriemerrell
Not sure how this line works, can you explain more? And how do you think it should be?

…xternal tables

Except for cloudaudit and information_schema. [#4188]

erikamov · 2025-09-16T23:17:20Z

Charlie, I did some tests and changes:

✅ I added some comments to the existing variables in dbt_project.yml

✅ When I was testing locally wasn't working so I had to invert the order of the variables and it worked, we can run with --vars: poetry run dbt compile -s model_name --vars 'EXTERNAL_TABLE_SOURCE: cal-itp-data-infra'

✅ Pushed the change to Airflow Staging and run dbt_daily. It ran successfully all models without complain about the new variable

❌ Tested on Airflow Staging adding EXTERNAL_TABLE_SOURCE as env var it did not change the view to point to prod.
I think it is nice not to change there, only on command line, but.... then it means that won't work on production. Views code will always point to staging since EXTERNAL_TABLE_SOURCE is set to cal-itp-data-infra-staging in dbt_project.yml. So we still need to have EXTERNAL_TABLE_SOURCE as env var to be able to change it.

We need to add instructions on Readme

lauriemerrell · 2025-09-19T23:46:25Z

@erikamov sorry maybe something changed or I linked the wrong line, I meant to link: https://github.com/cal-itp/data-infra/blob/main/warehouse/dbt_project.yml#L31 -- basically, I think we need to document how this new variable interacts with that existing variable that already points at a project. It looks like the comments in dbt_project.yml have been updated appropriately, not sure if that was you or Charlie.

lauriemerrell · 2025-09-19T23:47:11Z

warehouse/models/staging/gtfs/_src_gtfs_rt_external_tables.yml

@@ -3,7 +3,7 @@ version: 2
 sources:
  - name: external_gtfs_rt
    description: Hive-partitioned external tables reading GTFS RT data and validation errors from GCS.
-    database: "{{ env_var('GOOGLE_CLOUD_PROJECT', var('GOOGLE_CLOUD_PROJECT')) }}"
+    database: "{{ env_var('GOOGLE_CLOUD_PROJECT', var('EXTERNAL_TABLE_SOURCE')) }}"


PR description says that GTFS RT data is meant to be excluded from this change, won't this update mean that it applies to GTFS-RT too? Might remove this change so that GTFS-RT is excluded, or update PR description to be clear that it affects all sources

charlie-costanzo self-assigned this Aug 12, 2025

charlie-costanzo added the data-pipeline-ingestion-and-modeling Ingesting, parsing and modeling data. Evan Siroky is product owner. label Aug 12, 2025

erikamov force-pushed the dbt-dev-source-variables branch from 7bb0573 to 4ba7cae Compare September 15, 2025 19:40

erikamov force-pushed the dbt-dev-source-variables branch 3 times, most recently from 5f26ba9 to aaf0c29 Compare September 16, 2025 22:46

erikamov added 2 commits September 16, 2025 15:59

dbt: create new env variable override for local development on prod e…

207d7ac

…xternal tables

Developers can use a different source to read external tables.

947ec58

Except for cloudaudit and information_schema. [#4188]

erikamov force-pushed the dbt-dev-source-variables branch from aaf0c29 to 947ec58 Compare September 16, 2025 22:59

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dbt: create new env variable override for local development on prod external tables #4187

dbt: create new env variable override for local development on prod external tables #4187

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charlie-costanzo commented Aug 12, 2025 •

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dbt: create new env variable override for local development on prod external tables #4187

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Description

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How has this been tested?

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charlie-costanzo commented Aug 12, 2025 •

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