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openlineage's Introduction

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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 sandbox 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.

Integrations

The OpenLineage repository contains integrations with several systems.

Related projects

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.

openlineage's People

Contributors

alessandrolollo avatar ashulmanwework avatar collado-mike avatar conorbev avatar denimalpaca avatar dependabot[bot] avatar fm100 avatar henneberger avatar hmoazam avatar howardyoo avatar jdardagran avatar joshi95 avatar julienledem avatar merobi-hub avatar mobuchowski avatar mr-yusupov avatar mzareba382 avatar oleksandrdvornik avatar pawel-big-lebowski avatar rbriski avatar renovate[bot] avatar roaraya8 avatar rossturk avatar sekikn avatar sreev avatar tnazarew avatar walter-hernandez avatar wjohnson avatar wslulciuc avatar yogyang avatar

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