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dbt-duckdb-kedro-datasets's Introduction

Combine duckdb-dbt and Kedro Datasets to enable:

  • extension of dbt to ingest wide array of data, and;
  • conversion of Kedro projects to dbt by easily reading your Kedro data catalog configs (yaml files)

Demo

You can add your existing Kedro definitions to your dbt sources like so:

pip install dbt_duckdb_kedro_datasets

version: 2

sources:
  - name: my_source # can call this anything
    schema: main
    meta:
      plugin: dbt_duckdb_kedro_datasets # this library
    tables:
      - name: my_table # can call this anything
        description: "A dbt_duckdb_kedro_datasets test"
        meta:
          type: pandas.CSVDataset
          filepath: ./data/1_raw/bikes.csv # file to ingest
          load_args:
            sep: ','

Make sure your profiles.yml has the plugin configured:

example_dbt:
  outputs:
    dev:
      type: duckdb
      path: dev.duckdb
      threads: 1
      plugins:
        - module: dbt_duckdb_kedro_datasets

  target: dev

Now we can access this CSV in dbt

select *
from {{ source('my_source', 'my_table') }}

For a more complete example look at this

Functionality

This gives you access to read/write Excel Sheets, Parquet, Json, DeltaTable, Pickle and many more!

note: I've only tested this with CSV data so far so please let me know if you run into any issues. Particularly non-tabular data (i.e. picture bit values etc.) will probably not be compatible (since dbt expects dataframe like objects returned).

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