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Code review for data in dbt

PipeRider automatically compares your data to highlight the difference in impacted downstream dbt models so you can merge your Pull Requests with confidence.

How it works:

  • Easy to connect your datasource -> PipeRider leverages the connection profiles in your dbt project to connect to the data warehouse
  • Generate profiling statistics of your models to get a high-level overview of your data
  • Compare target branch changes with the main branch in a HTML report
  • Post a quick summary of the data changes to your PR, so others can be confident too

Core concepts

  • Easy to install: Leveraging dbt's configuration settings, PipeRider can be installed within 2 minutes
  • Fast comparison: by collecting profiling statistics (e.g. uniqueness, averages, quantiles, histogram) and metric queries, comparing downstream data impact takes little time, speeding up your team's review time
  • Valuable insights: various profiling statistics displayed in the HTML report give fast insights into your data

Quickstart

  1. Install PipeRider

    pip install piperider[<connector>]

    PipeRider supports the following data connectors

    connectors install
    snowflake pip install 'piperider[snowflake]'
    postgres pip install 'piperider[postgres]'
    bigquery pip install 'piperider[bigquery]'
    redshift pip install 'piperider[redshift]'
    athena pip install 'piperider[athena]'
    parquet pip install 'piperider[parquet]'
    csv pip install 'piperider[csv]'
    duckdb pip install 'piperider[duckdb]'

  2. Initialize PipeRider: Go to your dbt project, and initialize PipeRider.

    piperider init

  3. Apply PipeRider tag: Apply piperider tag to the models you want to profile

  4. Run PipeRider: Collect profiling statistics by using

    dbt build
piperider run

  5. Compare your changes: You then can compare the branch of your new Pull Request against the main branch and explore the impact of your changes by opening the generated HTML comparison report

    git switch feature/pr-branch
dbt build
piperider run
piperider compare-reports --last

  6. Post the markdown summary on the PR: You can post the markdown summary of the data changes to your Pull Request comment, so that your reviewer can merge with confidence.

Features

  • Use PipeRider for exploratory data analysis by doing piperider run to view the profiling statistics of a single data source, even in an environment that doesn't use dbt
  • Leverage dbt-defined metrics to have a quick overview of the impact on your most important metrics
  • Include PipeRider into your CI process via PipeRider Cloud or self-hosted to be confident of every PRs that is submitted
  • Benefit from dbt's features such as Slim CI, custom schema, custom database, node selection, dbt test result

Example Report Demo

We use the example project git-repo-analytics to demonstrate how to use piperider+dbt+duckdb to analyze dbt-core repository. Here is the generated result (daily update)

Run Report

Comparison Report

Comparison Summary in a PR

PipeRider Cloud (beta)

PipeRider Cloud offers a hosted version for HTML reports, including features such as alerts and historical trend watching. Get early beta access by signing up on our website: https://piperider.io

Development

See setup dev environment and the contributing guildlines to get started.

We love chatting with our users! Let us know if you have any questions, feedback, or need help trying out PipeRider! :heart:

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (0.42.0.20250102)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for InfuseAI from gravatar.com InfuseAI

Credits

Author: InfuseAI Dev Team

License

Apache Software License

Requires

Python >=3.7

Classifiers

Report project as malware

Metadata

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (0.42.0.20250102)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for InfuseAI from gravatar.com InfuseAI

Credits

Author: InfuseAI Dev Team

License

Apache Software License

Requires

Python >=3.7

Classifiers

Report project as malware

Release files for piperider-nightly 0.24.0.20230423

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for piperider-nightly 0.24.0.20230423
File Size Uploaded
piperider-nightly-0.24.0.20230423.tar.gz 3.9 MB Details

Built distribution (wheel)

Table of built distributions (wheels) for piperider-nightly 0.24.0.20230423
File Interpreter ABI Platform
piperider_nightly-0.24.0.20230423-py3-none-any.whl 3.9 MB Python 3 none any Details

Total release size: 7.8 MB

Release files / piperider-nightly-0.24.0.20230423.tar.gz

Download URL piperider-nightly-0.24.0.20230423.tar.gz
Size 3.9 MB
Tags Source
SHA-256 checksum
How to use checksums 		dd41a4c2e0012bc6627b54e5ce34964d6740486fa781afbec0234041b98d32e1
BLAKE2b-256 checksum
How to use checksums 		7b07e991723db4084ac4cf145273f4c0d31243259b6e2b5b89ae381648576c53
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.8.16

Release files / piperider_nightly-0.24.0.20230423-py3-none-any.whl

Download URL piperider_nightly-0.24.0.20230423-py3-none-any.whl
Size 3.9 MB
Tags Python 3
SHA-256 checksum
How to use checksums 		e88d84749175d2fc5712208da1bea2bcc040702ba7947662ef59c273e54237cd
BLAKE2b-256 checksum
How to use checksums 		aa848c2dbd83d4d5393575a7b6918d34513a6380c2a17476d2ea42c5e0f5959f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.8.16

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