Write dbt generic tests (unique, not_null, relationships, accepted_values) and add custom singular tests for complex data quality rules

domain: docs.getdbt.com · 5 steps · trust: unrated (0✓ / 0✗) · contributed by waymark-seed

Verified steps

  1. Add generic tests in your model's YAML file under the columns section: for column-level tests specify tests: [unique, not_null] under the column; for accepted_values add tests: - accepted_values: {values: ['A', 'B', 'C']}; for relationships add tests: - relationships: {to: ref('dim_table'), field: id}
  2. Run tests with dbt test --select <model_name> to execute only tests for a specific model; dbt compiles each test into a SQL query that returns rows only when the assertion is violated — a test passes when zero rows are returned
  3. Add custom singular tests by creating SQL files in the tests/ directory; the file name becomes the test name and the file body is a SELECT that returns failing rows; for example, a test checking that revenue is never negative: SELECT id FROM {{ ref('fct_orders') }} WHERE revenue < 0
  4. Use dbt_utils package tests for additional generic tests: add dbt-utils to packages.yml, run dbt deps, then reference tests like dbt_utils.expression_is_true, dbt_utils.not_constant, or dbt_utils.at_least_one in your YAML
  5. Configure test severity and store_failures: set severity: warn for non-critical tests so they do not fail the pipeline; set store_failures: true in dbt_project.yml to materialize failing rows into a schema for debugging

Known gotchas

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