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OpenDataDiscovery Action for dbt

Project description

OpenDataDiscovery dbt tests metadata collecting

PyPI version

CLI tool helps automatically parse and ingest DBT test results to OpenDataDiscovery Platform. It can be used as separated CLI tool or within ODD CLI package which provides some useful additional features.

Installation

pip install odd-dbt

Command options

╭─ Options ─────────────────────────────────────────────────────────────╮
│    --project-dir                 PATH  [default: Path().cwd()odd-dbt] │
│    --target                      TEXT  [default:None]                 │
│    --profile-name                TEXT  [default:None]                 │
│ *  --host    -h                  TEXT  [env var: ODD_PLATFORM_HOST]   │
│ *  --token   -t                  TEXT  [env var: ODD_PLATFORM_TOKEN]  │
│    --dbt-host                    TEXT  [default: localhost]           │
│    --help                              Show this message and exit.    │
╰───────────────────────────────────────────────────────────────────────╯

Command run example

How to create collector token?

odd_dbt_test --host http://localhost:8080 --token <COLLECTOR_TOKEN>

Supported data sources

Source
Snowflake 1.4.1
Redshift 1.4.0
Postgres 1.4.5

Requirements

Library to inject Quality Tests entities requires presence of corresponding with them datasets entities in the platform. For example: if you want to inject data quality test of Snowflake table, you need to have entity of that table present in the platform.

Supported tests

Library supports for basics tests provided by dbt.

  • unique: values in the column should be unique
  • not_null: values in the column should not contain null values
  • accepted_values: column should only contain values from list specified in the test config
  • relationships: each value in the select column of the model exists as a specified field in the reference table (also known as referential integrity)

ODDRN generation for datasets

host_settings of ODDRN generators required for source datasets are loaded from .dbt/profiles.yml.

Profiles inside the file looks different for each type of data source.

Snowflake host_settings value is created from field account. Field value should be <account_identifier> For example the URL for an account uses the following format: <account_identifier>.snowflakecomputing.com Example Snowflake account identifier hj1234.eu-central-1.

Redshift and Postgres host_settings are loaded from field host field.

Example Redshift host: redshift-cluster-example.123456789.eu-central-1.redshift.amazonaws.com

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