piperider-nightly 0.9.0.20220914

PiperRider CLI

PipeRider: Data Reliability Automated

What's PipeRider?

PipeRider is a light-weight data quality tool so you can be confident of your data without writing tests for every single pipeline.

We're in an early stage, so let us know if you have any questions, feedback, or need help installing PipeRider! :heart:

Key Features

• Generate an HTML Report featuring your data profile and data assertion test results (interactive sample)
• Compare two reports to understand how your data has changed over time (interactive sample)
• Test your data with data assertions:
  • Built-in data assertions
  • Extensible through custom assertions
  • Auto-generated data assertions
• Currently supports Postgres, Snowflake, SQLite, BigQuery, Redshift, DuckDB, CSV and Parquet.
• Zero-config support for dbt projects
• Automation through GitHub Actions, save reports in S3

Made for...

For data engineers

• :zap: 2 min install & set-up
• :relieved: non-intrusive & open-source: install and use locally
• :moneybag: fast & cheap: 10M rows, 8 columns takes only 16s to profile

For data analysts

• :bowtie: never waste time on analyzing wrong data: collects various metadata metrics such as freshness, uniqueness, distribution... check all metrics
• :speech_balloon: communicate easily your data expectations by showing the report

Live Demo

Click here or on image to interact

Getting started

Get started quickly below, or go to the docs

Install PipeRider

pip install piperider

By default, PipeRider supports built-in SQLite connector, extra connectors are available:

connectors	install	supported since
snowflake	pip install 'piperider[snowflake]'
postgres	pip install 'piperider[postgres]'
bigquery	pip install 'piperider[bigquery]'	PipeRider v0.7.0
redshift	pip install 'piperider[redshift]'	PipeRider v0.7.0
parquet	pip install 'piperider[parquet]'	PipeRider v0.8.0
csv	pip install 'piperider[csv]'	PipeRider v0.8.0
duckdb	pip install 'piperider[duckdb]'	PipeRider v0.8.0

Use comma to install multiple connectors in one line:

pip install 'piperider[postgres,snowflake]'

You can follow the quick start guide to learn more about PipeRider.

Attach PipeRider to a dbt project

piperider init creates /.piperider under a dbt project root and generates necessary configurations.

Scan data quality from models

piperider run runs profiling, and tests against assertions, and will render an HTML report /.piperider/outputs

You can do a run for a specific table using piperider run --table $TABLENAME You can specifying the output location of a report using piperider generate-report -o $PATHNAME or specifying it in the config file.

All details on generating reports

Generate comparison view

You can use piperider compare-report to compare 2 reports.

Learn More

PipeRider Resources	Description
Documentation	PipeRider Main Doc Site
Sample_Project	Sample Project with with sqlite
dbt_Sample_Project	Sample Project with dbt
Roadmap	PipeRider Roadmap
Blog	How we got started

Get involved

Support :heart:

If you like what we are building, support us! Give us a :star: or get in touch. We'd love your feedback! Send us a message on piperider.io, join our Discord, or report an issue on GitHub

Contributions

We welcome contributions. See the Set up dev environment and the Contributing guildline to get started.