Coder Social home page Coder Social logo
OpenLineage photo

openlineage Goto Github PK

repos: 9.0 gists: 0.0

Name: OpenLineage

Type: Organization

Bio: OpenLineage, an LF AI & Data hosted project, is an open source collaboration project aiming to standardize lineage and metadata collection.

Twitter: OpenLineage

Location: San Francisco, CA

Blog: openlineage.io

Badges

CircleCI status Slack license maven CII Best Practices

Overview

OpenLineage is an Open standard for metadata and lineage collection designed to instrument jobs as they are running. It defines a generic model of run, job, and dataset entities identified using consistent naming strategies. The core lineage model is extensible by defining specific facets to enrich those entities.

Status

OpenLineage is an LF AI & Data Foundation incubation project under active development, and we'd love your help!

Problem

Before

  • Duplication of effort: each project has to instrument all jobs
  • Integrations are external and can break with new versions

Before OpenLineage

With OpenLineage

  • Effort of integration is shared
  • Integration can be pushed in each project: no need to play catch up

With OpenLineage

Scope

OpenLineage defines the metadata for running jobs and the corresponding events. A configurable backend allows the user to choose what protocol to send the events to. Scope

Core model

Model

A facet is an atomic piece of metadata attached to one of the core entities. See the spec for more details.

Spec

The specification is defined using OpenAPI and allows extension through custom facets.

Integration matrix

The OpenLineage repository contains integrations with several systems.

Name Table-level lineage Column-level lineage
Apache Spark 1
Apache Airflow 2
Dagster
dbt
Flink
  1. Does not support SELECT * queries with JDBC.
  2. Supports SQL-based operators other than BigQuery.

Related projects

  • Marquez: Marquez is an LF AI & DATA project to collect, aggregate, and visualize a data ecosystem's metadata. It is the reference implementation of the OpenLineage API.
  • Egeria: Egeria offers open metadata and governance for enterprises - automatically capturing, managing and exchanging metadata between tools and platforms, no matter the vendor.

Community

Talks

Contributing

See CONTRIBUTING.md for more details about how to contribute.

Report a Vulnerability

If you discover a vulnerability in the project, please open an issue and attach the "security" label.


SPDX-License-Identifier: Apache-2.0
Copyright 2018-2024 contributors to the OpenLineage project

OpenLineage's Projects

docs icon docs

Documentation and website for OpenLineage

metrics icon metrics

Simple metrics pipeline to track the growth of the OpenLineage community

openlineage.github.io icon openlineage.github.io

[deprecated in favor of the https://github.com/OpenLineage/docs repository] This repository used to serve the openlineage.io website.

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.