base on An Open Standard for lineage metadata collection <div align="center"> <img src="./doc/openlineage-logo.png" width="375px" /> <a href="https://lfaidata.foundation/projects"> <img src="./doc/lfaidata-project-badge-sandbox-black.png" width="115px" /> </a> </div> ## Badges [](https://circleci.com/gh/OpenLineage/OpenLineage/tree/main) [](#status) [](https://join.slack.com/t/openlineage/shared_invite/zt-2u4oiyz5h-TEmqpP4fVM5eCdOGeIbZvAk) [](https://github.com/OpenLineage/OpenLineage/blob/main/LICENSE) [](https://search.maven.org/search?q=g:io.openlineage) [](https://bestpractices.coreinfrastructure.org/projects/4888) ## 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](https://lfaidata.foundation/projects/openlineage) 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  ### With OpenLineage - Effort of integration is shared - Integration can be pushed in each project: no need to play catch up  ## 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.  ## Core 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](spec/OpenLineage.md) 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](https://github.com/OpenLineage/OpenLineage/tree/main/integration/spark)| :white_check_mark: | :white_check_mark:¹ | |[Apache Airflow](https://github.com/OpenLineage/OpenLineage/tree/main/integration/airflow)| :white_check_mark: | :white_check_mark:² | |[Dagster](https://github.com/OpenLineage/OpenLineage/tree/main/integration/dagster)| :white_check_mark: | :x: | |[dbt](https://github.com/OpenLineage/OpenLineage/tree/main/integration/dbt) |:white_check_mark: | :white_check_mark: | |[Flink](https://github.com/OpenLineage/OpenLineage/tree/main/integration/flink)|:white_check_mark: | :x: | 1. Does not support `SELECT *` queries with JDBC. 2. Supports SQL-based operators other than BigQuery. ## Related projects - [Marquez](https://marquezproject.ai/): Marquez is an [LF AI & DATA](https://lfaidata.foundation/) project to collect, aggregate, and visualize a data ecosystem's metadata. It is the reference implementation of the OpenLineage API. - [OpenLineage collection implementation](https://github.com/MarquezProject/marquez/blob/main/api/src/main/java/marquez/api/OpenLineageResource.java) - [Egeria](https://egeria.odpi.org/): Egeria offers open metadata and governance for enterprises - automatically capturing, managing and exchanging metadata between tools and platforms, no matter the vendor. ## Community - Website: [openlineage.io](http://openlineage.io) - Slack: [OpenLineage.slack.com](https://join.slack.com/t/openlineage/shared_invite/zt-2u4oiyz5h-TEmqpP4fVM5eCdOGeIbZvA) - Twitter: [@OpenLineage](https://twitter.com/OpenLineage) - Mailing list: [openlineage-tsc](https://lists.lfaidata.foundation/g/openlineage-tsc) - Wiki: [OpenLineage+Home](https://wiki.lfaidata.foundation/display/OpenLineage/OpenLineage+Home) - LinkedIn: [13927795](https://www.linkedin.com/groups/13927795/) - YouTube: [channel](https://www.youtube.com/channel/UCRMLy4AaSw_ka-gNV9nl7VQ) - Mastodon: [@[email protected]]([email protected]) ## Talks - [Data+AI Summit June 2023. Cross-Platform Data Lineage with OpenLineage](https://www.databricks.com/dataaisummit/session/cross-platform-data-lineage-openlineage/) - [Berlin Buzzwords June 2023. Column-Level Lineage is Coming to the Rescue](https://youtu.be/xFVSZCCbZlY) - [Berlin Buzzwords June 2022. Cross-Platform Data Lineage with OpenLineage](https://www.youtube.com/watch?v=pLBVGIPuwEo) - [Berlin Buzzwords June 2021. Observability for Data Pipelines with OpenLineage](https://2021.berlinbuzzwords.de/member/julien-le-dem) - [Data Driven NYC February 2021. Data Observability and Pipelines: OpenLineage and Marquez](https://mattturck.com/datakin/) - [Big Data Technology Warsaw Summit February 2021. Data lineage and Observability with Marquez and OpenLineage](https://bigdatatechwarsaw.eu/edition-2021/) - [Metadata Day 2020. OpenLineage Lightning Talk](https://www.youtube.com/watch?v=anlV5Er_BpM) - [Open Core Summit 2020. Observability for Data Pipelines: OpenLineage Project Launch](https://www.coss.community/coss/ocs-2020-breakout-julien-le-dem-3eh4) ## Contributing See [CONTRIBUTING.md](https://github.com/OpenLineage/OpenLineage/blob/main/CONTRIBUTING.md) for more details about how to contribute. ## Report a Vulnerability If you discover a vulnerability in the project, please [open an issue](https://github.com/OpenLineage/OpenLineage/issues/new/choose) and attach the "security" label. ---- SPDX-License-Identifier: Apache-2.0\ Copyright 2018-2024 contributors to the OpenLineage project ", Assign "at most 3 tags" to the expected json: {"id":"2259","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"