piperider-nightly 0.2.0.dev20220619

PiperRider CLI

PipeRider: Data Reliability Automated

What is PipeRider?

PipeRider is an open-source toolkit for detecting data issues across pipelines that works with CI systems for continuous data quality assessment. PipeRider makes it easy for teams to have visibility about how data are being tested, and ensure errors are caught before they cause outages of downstream data applications like business intelligence dashboards or ML systems.

Why PipeRider?

Ensuring consistent quality of data used to be difficult. Missing values, schema changes, data drift (to name just a few), could be introduced to your data at any time. Without effective data quality tools these errors will affect downstream operations and result in countless lost hours to debugging and missed revenue opportunities from unexpected downtime. PipeRider allows you to define the shape of your data once, and then use the data checking functionality to alert you to changes in your data quality.

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

Key Features

Instant quality assessment in html report

Example of single run report

Report Comparison

Example of comparison report

Extensible custom assertions

Refer to custom assertions

Works with existing dbt projects

Automatic Test Recommendations (Coming Soon)

Getting started

Install PipeRider

$ pip install piperider

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

connectors	install
snowflake	pip install 'piperider[snowflake]'
postgres	pip install 'piperider[postgres]'

Use comma to install multiple connectors in one line:

$ pip install 'piperider[postgres,snowflake]'

Attach piperider to a dbt project

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

Scan data quality from models

This command scans the models from datasource and creates assessment results in /.piperider/output

Generate reports

generate a static html report under current path.

Generate comparison view

The generated report in html will be placed in the path shown in console

Get involved

Contributions

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