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dbt-4ps-generator

PyPI

CLI that generates dbt staging models from a bc2adls CDM export. For every entity in the manifest it writes:

  • stg_4ps__<table>.sql — a SELECT ... FROM STREAM READ_FILES(...) model with the column types from the CDM metadata and columns renamed to snake_case (CreditLimitLCY-20credit_limit_lcy)
  • _4ps__models.yaml — model + column descriptions, and a dbt_utils.unique_combination_of_columns test on each table's primary key

Full documentation: https://misja-pronk.github.io/dbt-4ps-staging/

Install

uvx dbt-4ps-generator --help          # run once, ephemerally
uv tool install dbt-4ps-generator     # install the command on PATH

Or from a checkout: uv run dbt-4ps-generator in this directory.

Usage

Download the CDM metadata from the Unity Catalog volume bc2adls exports to (authenticates via DATABRICKS_HOST/DATABRICKS_TOKEN or a ~/.databrickscfg profile):

dbt-4ps-generator download \
  --volume-path /Volumes/<catalog>/<schema>/<volume> \
  --output-directory ../_cdm

Generate the models:

dbt-4ps-generator generate \
  --manifest ../_cdm/deltas.manifest.cdm.json \
  --output-directory ../dbt_4ps_staging_package/models/staging/4ps

Options (see --help): --model-prefix (default stg_4ps__), --schema-prefix (default _4ps__), and --no-file-metadata-column to omit the _metadata source-file column.

Development

uv sync
uv run pytest
uv run ruff check . && uv run ruff format --check .
uv run ty check

Layout

File (src/dbt_4ps_generator/) Purpose
cli.py Typer CLI (generate, download)
cdm.py Pydantic models for the CDM manifest and entity files
converters.py CDM → dbt/SQL conversions (types, names, READ_FILES options)
dbt.py Builders that write the .sql models and schema yaml
sql.py SQL primitives (columns, options, streaming-table DDL builder)
databricks_helper.py Volume download via the Databricks SDK

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