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The OpenLineage Technical Steering Committee meetings are Monthly on the Second Thursday from 10:00am to 11:00am US Pacific. Here's the link to join the meeting.

All are welcome.

Table of Contents

Next meeting: April 13, 2023 (10am PT)

on the Second Wednesday from 9:30am to 10:30am US Pacific. Here's the meeting info.

All are welcome.

Table of Contents

Next meeting: May 8, 2024 (9:30am PT)

April 10, 2024 (9:30am PT)

Attendees:

  • TSC:
    • Julien Le Dem, OpenLineage project lead, LF AI & Data
    • Michael Robinson, Community Manager, Astronomer
    • Harel Shein, Lineage at Datadog
  • And:
    • Sheeri Cabral, Product Manager, ETL, Collibra
    • Eric Veleker, Partnerships, Atlan
    • Jens Pfau, Engineering Manager, Lineage, Google
    • David Twaddell, Architect, HSBC


Agenda:

  • Announcements
  • Recent release highlights
  • Discussion items
    • supporting job-to-job dependencies in the spec
    • improving naming conventions
  • Open discussion

Meeting:


March 13, 2024 (9:30am PT)

Tentative agenda:

  • Announcements
  • Recent release 1.9.1 highlights
  • Scala 2.13 support in Spark overview by @Damien Hawes
  • Circuit breaker in Spark & Flink, built-in lineage in Spark @Paweł Leszczyński
  • Discussion items
  • Open discussion

February 8, 2024 (10am PT)

Attendees:

  • TSC:
    • Julien Le Dem, OpenLineage project lead, LF AI & Data
    • Michael Robinson, Community Manager, Astronomer
    • Damien Hawes, Booking.com
    • Harel Shein, Datadog
    • Maciej Obuchowski, Software Engineer, GetInData, OpenLineage committer
    • Mike Collado, Sr. Software Engineer, Snowflake
  • And:
    • Suraj Gupta, Atlan
    • Eric Veleker, Atlan
    • Sheeri Cabral, Product Manager, Collibra
    • Ernie Ostic, IBM/Manta

Agenda:

  • Recent releases
  • Announcements
  • Coming soon: simplified job hierarchy in the Spark integration
  • Discussion items
  • Open discussion

Meeting:

Widget Connector
urlhttp://youtube.com/watch?v=O7-ZNCbt880

Widget Connector
urlhttp://youtube.com/watch?v=z-MdLO3lxR8

Widget Connector
urlhttp://youtube.com/watch?v=hvUIaziS2TI

Widget Connector
urlhttp://youtube.com/watch?v=Ql7DR59wdpE

Notes:

Summary

    1. We have added a new communication resource, a LinkedIn company page.
    2. We announced a new committer, Damien Hawes, from Booking.com, who has made significant contributions to the project.
    3. Astronomer and Collibra are co-sponsoring a data lineage meetup on March 19th at the Microsoft New England Conference Center.
    4. Members have talks upcoming at Kafka Summit and Data Council.
    5. We discussed upcoming improvments to job hierarchy in Spark and how this can help answer questions about job scheduling and dependencies.
    6. Damien shared his contributions to the Apache Spark integration, specifically addressing versioning conflicts with Scala.
    7. Eric provided a general update on the interest in and adoption of OpenLineage, particularly in the enterprise space.
    8. Atlan is considering releasing a DAG (Directed Acyclic Graph) instead of a plugin to help users with configuration and troubleshooting.
    9. The next monthly call will be held at a different "location," and participants were encouraged to look out for the updated Zoom link.

Outline

Welcome and Announcements
    - Michael Robinson welcomes everyone to the monthly call of the Open Lineage TSC, which is recorded and archived on the wiki. He mentions that the list has one more person since the last meeting and teases an exciting announcement.
    - Michael Robinson shares a new communication resource, the LinkedIn company page, and asks for quick introductions from the participants.
    - Harel introduces himself as an Open Lineage committer and hints at an interesting workplace announcement for the next meeting.
    - Other participants introduce themselves, including their roles and companies.

Introductions
    - Maciej introduces himself as a software engineer and warns about possible background noise due to copyright music.
    - Eric, Suraj, and Damien introduce themselves and express their excitement to be part of the call.

Agenda Overview and New Committer Introduction
    - Michael Robinson outlines the agenda for the call, including announcements, recent releases, and discussion items.
    - Michael Robinson announces a change in the Zoom link and welcomes a new committer, Damien from Booking.com, who has made significant contributions to the project.
    - Harel and Michael Robinson express their gratitude for Damien's contributions and explain how he added support for multiple Spark versions for the integration, which saved a lot of time and effort for the community.

Upcoming Events
    - Michael Robinson announces a data lineage meet up on March 19th at the Microsoft New England Conference Center, co-sponsored by Astronomer and Collibra. More details and sign-up link available on Meetup.com.
    - An updated agenda and information about speakers will be provided soon.
    - Michael Robinson informs about an exciting talk at Kafka Summit on March 19th called "Open Lineage for Stream Processing" by Baimache and Pavel. There will also be a data standardization panel moderated by Julien at Data Council on March 27th, with participants to be finalized soon.

Recent Releases and Contributions
    - Michael Robinson shares about the successful first London meetup with speakers from Decathlon, Confluent, and Astronomer. Decathlon's lineage graph was showcased, and more details about their architecture and use case will be shared in the future.
    - Open Lineage 1.8 was released with contributions from Damian, Mata, Meta, Bertel, Peter, and Natalie.
   - Michael Robinson thanks all contributors and welcomes Matea's first contributions to the project. Open Lineage 1.8 can be read about on the GitHub repo and docs.
    - Maciej is asked if he would like to share his screen.

UI Feature and Streaming Integration
    - Maciej explains two topics for the call: a store and a description of how they think of job-specific park. He discusses the job hierarchy and how they can answer questions about why a job ran at a certain time.
    - He gives an example of a parent job and how it schedules events. He explains that for a spark job, there can be multiple events and actions, but they want to simplify it to one event at the start and one at the end with each action having a parent job.
    - He gives a complex example of a sequence of events for a spark application. He explains that open consumers can collapse the information they receive for a simplified view of the spark application.
    - Maciej explains the new UI feature that allows for a top-level view of data in spark levers, without distinguishing the internal actions. He also mentions the higher level execution feature that allows users to see what is scheduled across the platform.
    - Harel praises the addition and mentions that it helps visualize dependencies and governance, making it easier to answer use cases visually. Maciej adds that the complete events feature allows users to know when a spark drop ended.
    - Michael Collado asks about how well the feature works in the data bricks environment, which Maciej acknowledges as a great question and mentions that they need to try it more in data bricks, as it is always slightly different from the standard.
    - Maciej explained that they wanted to have a streaming integration with Pink, which is currently the most popular streaming system. They had an idea to make a Pink integration, but the code they copied from the integration was not very beautiful and had a lot of reflection and instance checking.
    - They decided to create a workaround to get as much value as they can and propose an interface that allows them to create a better integration. They had other things to do in the meantime, but then they discovered that a support customize job was created by Dance, which introduced several interfaces.
    - They realized that the perfect interface was already created, but it had only one piece of information. The problem was that the IP had already passed, and the listener would have to know every connector Emerson to get information from it, which is impossible.
    - Maciej explains the limitations of open source connectors and how it affects their integration process. They have resolved this issue by adding a data set interface to make connectors implement it and make the lineage vertex implement the list of data sets that they actually attach.
    - This breaks the capping between the collector and listener because they both are bigger face that basically doesn't change and changes. It takes only forward compatible.
    - The end result is that they have an interfacing thing that is open lineage but not quite named open lineage. This solution is easier to convince the community to create an interface, that there's concerns is done to be find like on a library that the third part and they can have a clear one to one mapping without breaking anything.
    - Maciej asks if there are any questions.
    - Michael Robinson thanks Maciej for his contribution and acknowledges that he joined the call after work hours. Julien also thanks Maciej for coordinating with the link commuters on this great collaboration.
    - Eric offers to give a general update at the end of the call.

Open Discussion
    - Michael Robinson moves on to open discussion and asks if anyone has any discussion items.

Update on Spark Integration
    - Damien shared his experience with the scalar two point 13 support to Apache Spark integration. They deployed the open line spark integration into their own internal pipelines and it worked well.
    - However, when they moved to new clusters running different versions of scalar, the jobs failed due to conflicting scalar major versions. The reason for this is that when Java code is compiled, the compiler injects the full class names or full type signature of a method, which includes what its return type is and what its input ran types are.
    - When calling a method in Apache Spark, if the same method has two different types signatures, the JVM throws a runtime error. The solution to this is to compile the entire application for an entire project against the Apache Spark libraries.
    - Damien explains how to configure the app to consume relevant jars and run integration tests for different versions of Spark, with the exception of Spark 2.4 which only uses Scala 2.12. Maciej thanks Damien for his contribution and expresses a desire for faster reviews.
    - Michael Robinson congratulates Damien on becoming a committer and thanks him for his contributions. Eric provides a general update on interest in airflow and spark integrations, with a focus on enterprise adoption and versioning conflicts.
    - They plan to release a Dag instead of a plugin to help with configurations. Michael Robinson concludes the call and announces the next meeting.

January 11, 2024 (10am PT)

Attendees:

  • TSC:
    • Julien Le Dem, OpenLineage project lead, LF AI & Data
    • Harel Shein, Datadog Engineering
    • Michael Robinson, Community Manager, Astronomer
  • And:
    • Tatiana Al-Chueyr, Staff Software Engineer, Astronomer
    • Alex Jaglale, Executive, DataGalaxy
    • Jens Pfau, Engineering Manager, Google
    • Eric Veleker, Atlan

Agenda:

  • Recent releases
  • Announcements
  • Discussion items
  • Open discussion

Meeting:

Widget Connector
urlhttp://youtube.com/watch?v=6_XOON9kf6E

Widget Connector
urlhttp://youtube.com/watch?v=itbm8hHAtPQ

Notes:

Summary

    1. We closed their first ever annual ecosystem survey and the results will be published soon.
    2. There is a meetup coming up on January 31st in London, which will be our first in London. It will be an in-person event.
    3. We have a talk at the Kafka Summit in London in March, with key contributors speaking.
    4. We recently released version 1.7.0, with important compatibility notice for the Airflow integration.
    5. There was a discussion about possible improvements to job hierarchy semantics in the Spark integration.
    6. Julien updated the registry proposal and it is close to being implemented.
    7. Eric (Atlan) shared that there is growing demand and adoption of OpenLineage, and organizations are pressing forward due to the perceived business value.
    8. Eric mentioned the need for better documentation and support for different versions and integrations.
    9. Jens suggested expanding the integration matrix to include more dimensions, such as types of data sources and facets.

Outline

Announcements and events
    - Michael outlines the agenda for the meeting, including announcements, recent releases, updates on Airflow provider and Spark integration, and discussion items.
    - Michael announces upcoming events, including the publication of the annual ecosystem survey results, a meetup in London on January 31st, and a talk at Kafka Summit in March.
    - Alex asks if the meetup will be online as well, and Michael clarifies that it will be in person only.

Release updates
    - Michael Robinson informs the participants about the recent release of version 1.7.0 and mentions an important compatibility notice regarding the airflow integration. He encourages the use of their official open lineage airflow provider and explains that the transition is easy and straightforward.
    - He also mentions the addition of the parent run facet to all events in the airflow integration and the removal of support for airflow two. Michael thanks all contributors, including Koch Bermuda, who provided fixes for the release.

Spark job hierarchy
    - Michael Robinson plays a recorded update from Maciej, who provides important updates on the provider and ongoing discussions of possible improvements to job hierarchy schematics in the spark integration. Julien acknowledges the recording, and Maciej provides updates on recent changes to the Airflow Provider.
    - He mentions the addition of support for multiple GCS industry-related operators and bug fixes.
    - He proposes having more granular event semantics and consensus on having a single parent run for all actions.
    - Inputs and outputs of the job hierarchy for spark and the need for more information about how they are related are discussed. They mention the open lineage feature called "parent" that allows specifying that a run was scheduled by something else or is a sub-run.
    - They agree on having a single parent run that contains all actions but note that it is still being discussed.
    - Maciej explains how the application run and parent run work, allowing customers to correlate jobs and understand execution. He mentions the power it gives to consumers who want to display aggregate data and make sure users understand how jobs look like.
    - Maciej shares links to issue #1672 and the PyPI doc and download for the Airflow Provider, encouraging questions or contributions to the ongoing discussion.

Simplify jump a key
    - Michael invites discussion on topic #1672 and asks if anyone wants to add a topic. Jens brings up the simplify jump a key for spark issue and suggests having a quick discussion on it.
    - Julien explains that the explanation they just saw was recorded because Maciej couldn't join the meeting. Jens realizes his check is not there and will discuss it with Maciej separately.
    - Michael asks if there are any other items for discussion.

Registry proposal
    - Julien updates the registry proposal and shares his screen to show the recent updates, including clarification for consumers to independently discover and support custom facet opening, acceptance guidelines for claiming a name and entity, and examples of how to use them. He believes it's close enough to implement the first version and see where they're going.
    - Julien reviewed the recording of a meeting and integrated feedback. The core facets will be moved in the registry under the core name and follow the same rules as all other custom facets.
    - Examples for each facet will be moved to the registry as well, ensuring consistency and validation. Additional metadata is available to show documentation on use cases.
    - The first version of the registry will be managed and improved over time. Jens asked about the format for spec versions, which could be extended.
    - Michael Robinson expressed happiness with the progress and thanked Sheeri for driving the conversation.
    - Jens asked about the format for spec versions and Julien explained that it's currently exact only but could be extended. He suggested tagging Sheeri to discuss further on the extension of these versions.

Learning since last call
    - Eric shared some learning since the last call.
    - Eric reports growing demand and adoption of OpenLineage, with no hesitancy from organizations due to its perceived business value. He mentions the need for better documentation to accelerate adoption and optimize for speed in two areas: proper versions of everything in place and diagnosing if there are needs that the community needs to build out for support.
    - Eric suggests an Airflow plugin to provide a report on misconfigurations and help stakeholders understand the details. He also mentions the need for access to the boundary or threshold of support to get organizations up and running and showing business value.
    - Michael Robinson asks Eric about a specific document that would be helpful for version requirements and coverage information. Eric explains that the plugin they developed will identify things that need to be done to press forward for the organization implementing the lineage.
    - He gives an example of an organization using AWS Glue and how they had to throw on the brakes because they didn't have knowledge of the community's investment in building up support where it's needed. Eric puts out a problem statement about the need for all the folks adjacent to the core community to know the boundary or threshold of support to get organizations implemented and up and running.
    - Michael Robinson and Julien acknowledge the information.

Column lineage in Spark
    - Eric explains that they have been reaching out to the community for information about coverage, but having it in one place would be helpful. He encourages opening issues and shares that a new resource on the subject is available.
    - Julien agrees.
    - Michael Robinson asks if anyone else has similar experiences.
    - Eric asks if anyone else has experienced the same.
    - Jens confirms that he understands the question and suggests having the information in a single place would be helpful.
    - Eric thanks Jens.
    - Michael Robinson shares a new resource on the subject and encourages opening issues. He asks Eric about plans for a plugin.
    - Eric was looking at the repo and asks Michael to repeat the question. Michael asks about plans for the plugin.
    - Eric suggests following up in the community slack and promises to contribute.
    - Michael Robinson acknowledges Eric's contribution.

Integration matrix
    - Jens suggests expanding on the integration matrix and mentions issues with iceberg support in Spark.
    - Eric reflects on Jens' suggestion.
    - Michael Robinson thanks Jens for the input.

December 14, 2023 (10am PT)

Attendees:

  • TSC:
    • Julien Le Dem, OpenLineage project lead, LF AI & Data
    • Harel Shein, Datadog Engineering
    • Michael Robinson, Community Manager, Astronomer
    • Mandy Chessell, Egeria Project Lead
    • Pawel Leszczynski, Software Engineer, Astronomer/GetInData
  • And:
    • Eric Veleker, Atlan

Agenda:

  • Recent releases
  • Announcements
  • Proposal updates
  • Open discussion

Meeting:

Widget Connector
urlhttp://youtube.com/watch?v=HW3Dd75UXLY

Widget Connector
urlhttp://youtube.com/watch?v=ozxLWjSOfiY

Widget Connector
urlhttp://youtube.com/watch?v=GN-ic0bjNoo

Notes:

Summary

    1. Harel Shein provided announcements about upcoming meetups and shared metrics on community growth.
    2. Harel Shein discussed the release of version 1.6.2, highlighting new features and bug fixes.
    3. Harel Shein shared metrics on contributors and commits, showing an increase in both.
    4. Jens Pfau presented two proposals for column-level lineage, focusing on transformation types and descriptions.
    5. Mandy Chessell suggested including the name of the masking function as an additional property for masking transformations.
    6. Harel Shein expressed appreciation for the proposals and encouraged community members to review and provide feedback.
    7. Eric Veleker expressed gratitude for the momentum and adoption of open lineage, thanking the community for their hard work.
    8. Harel Shein echoed Eric's sentiments and acknowledged the project's growth and industry standard status.
    9. Harel Shein thanked all contributors and adopters for their contributions to the community.

Outline

    - Michael Robinson from Astronomer welcomes everyone and goes through the agenda, which includes brief announcements, a release update, metrics on community growth, an update on dataset support in Spark, and open discussion items. He also reminds participants about the ecosystem survey and announces an upcoming meetup in London co-hosted with Confluence.
    - He shares the success of a recent event in Warsaw and thanks contributors and attendees.
    - Michael Robinson provides details on the recent release (1.6.2) which includes support for version 1.5, metadata sending without running a dbt command, and improvements to job listeners and lineage in Flink and Spark. He also mentions bug fixes and contributions from new contributors.
    - He shares exciting news about streaming job support in Marks project and expects a larger release soon.
    - Michael Robinson moves on to share some metrics on momentum and new partners added in the last year, including Google Cloud, Grai, and Metaphor. He directs participants to GitHub and the revamped ecosystem page at OpenLineage for more details.

Metrics on Community Growth
    - Michael Robinson shares insights from the lfai and data dashboards, showing increases in total and active contributors as well as commits.
    - Harel shared that there may be an issue with the way commits are being counted, but the general trend of 5,000+ commits per month is accurate. He also shared details about their global community membership and contributors using the Orbit tool.

New Job Facet: "Job Type"
    - Pawel Leszczynski presented a new job facet called "job type" which contains information about processing type, integration, and pricing on the query command. This job type is used for streaming jobs and is already being implemented in their Link integration.
    - Harel thanked him for the presentation.
    - Harel expressed excitement about seeing events stream into Marquez and Pawel shared that they are able to merge the PR, but there are still some issues with CI.

Open Proposals Discussion
    - Harel expressed excitement for an upcoming release and suggested that encouraging messages on Marquez might help. The next item on the agenda is discussing open proposals.
    - Jens discusses two proposals related to the column level line asset, which have been discussed with Aba. He explains the current state of the column level line and its issues, including the lack of a clear contract between producers and consumers regarding transformation types.
    - The first proposal is to create a taxonomy of types to address this issue. The second proposal addresses situations where the transformation type would be different for a given pair of input field and output field.
    - Jens presents a document with more details on transformation types for column level lines, which should be complete, disjunct, unambiguous, and optional. He also proposes adding a transformation sub-type for more extension.
    - Jens proposes adding a subtype and a separate field for masked transformation, creating a transformation object, and moving the fields related to transformation into their own object. Papa suggests adding a masked field to allow users to send information if they wish to.
    - Harel asks about adding the name of the masking function as its own property, and Mandy suggests it could be a free form name or an extra property for masking algorithm. They agree to swap the masked field into the name of the mask, and recognize that masking can mean different things in different use cases.
    - They discuss the possibility of coalescing on some naming convention or using reference data management to control values.
    - Jens asks Mandy to check the GitHub issue with the proposal and provides the slide number. Harel links both proposals in the chat.
    - Mandy thanks Harel for doing the proposal.
    - Harel expresses gratitude for the proposals and invites others to open a proposal on the project. The next item on the agenda is discussion, but there are no items for this month.

Reviewing New Core Facets
    - Jens asks about the process for reviewing new core facets and suggests discussing them before they get merged. Pawelleszczynski explains the process of creating a JSON file and creating a PR, and suggests waiting a few weeks for others to review the proposal.
    - Jens agrees and suggests highlighting spec changes more frequently.
    - Pawel suggests asking Julien for review and acknowledges that it may take longer during Christmas time. Harel emphasizes the responsibility of the community to each other and suggests allowing for more duration before merging and releasing.
    - Eric presents another item on the agenda.
    - Harel thanks everyone for their input and moves on to the next item on the agenda.

Adoption of Alina
    - Eric shares details on adoption of Atlan supporting different flavors of implementation and how brands adopting OpenLineage speak to the momentum of the community building. He thanks all committers for backing something that's making a difference in the data ecosystem.
    - Harel echoes Eric's words and appreciates everyone who contributed over the past few years, making this project an industry standard. He thanks all contributors and adopters like admin, Google, and everyone else on the call and in the ecosystem.

November 9, 2023 (10am PT)

Attendees:

  • TSC:
    • Paweł Leszczyński, Software Engineer, GetInData
    • Julien Le Dem, OpenLineage project lead
    • Michael Robinson, Community team, Astronomer
    • Jakub Dardziński, Software Engineer, GetInData
    • Harel Shein, Engineering Manager, Astronomer
    • Maciej Obuchowski, Software Engineer, Astronomer/GetInData, OpenLineage committer
    • Paweł Leszczyński, Software Engineer, Astronomer/GetInData
  • And:
    • Eric Veleker, Atlan
    • Harsh Loomba, Engineer, Upgrade
    • Sheeri Cabral, Product Manager, Collibra
    • Peter Huang, Software Engineer, Apple
    • Jens Pfau, Engineering Manager, Google
    • Shubhambharadwaj, Associate Manager

Agenda:

  1. Announcements
  2. Recent releases
  3. Recent additions to the Flink integration
  4. Recent additions to the Spark integration
  5. Proposal updates
  6. Discussion items
  7. Open discussion

Meeting:

Widget Connector
urlhttp://youtube.com/watch?v=Lc-IVvMleJU

Notes:

Announcements

  • A warm welcome to new committer Harel Shein (harels)! Harel's main contributions have been to project leadership, facilitating discussions, and advocating for the project. Thanks, Harel!
  • Upcoming talks include one by Paweł Leszczyński at the Data Science Summit in Warsaw/online, November 23-24, and another by Julien Le Dem at Scale By The Bay in Oakland, CA, on November 15.
  • The call for papers deadline for Data Council has been extended to November 17th.

Recent Releases

Recent Additions to the Flink Integration - Peter Huang (Apple)

  • I work on the Flink team at Apple with a focus on meeting legal requirements
  • Current priorities include improving lineage from Iceberg
  • Users here also employ Cassandra, so we have contributed Cassandra support
  • Apple has an open-source contribution review process, and I can't contribute more at the moment
  • I hope that the review process will be completed in the coming weeks, so we can make more contributions
  • Planned improvements include:
    • addition of more catalog information to Iceberg lineage
    • support for Flink 1.18

Recent Additions to the Spark Integration - Paweł Leszczyński (GetInData)

  • Added support for Spark 3.5
  • Added support for Databricks Runtime (most recent version)
  • 2188: fix in Scala integration
    • RDD issue was hard to reproduce
  • 2233: Jackson library upgrade
    • Jackson library in the project was an old version
    • upgrade includes a security vulnerability fix
    • merged but not yet released
  • Planned:
    • Support for Iceberg and Delta for Spark 3.5
    • Spark parentRun AKA Spark Application Events (by mobuchowski)
    • Meetup talk: "How to become a spark-openlineage contributor in 5 steps?"

Proposals in Discussion - Julien Le Dem (Project Lead)

  • Open proposals:
    • 2187: ColumnLineageDatasetFacet
      • privacy use cases
    • 2186: formalizing transformation types
      • column lineage facet improvements
    • 2163: define an integration certification process for OpenLineage
      • defines integration certification process
      • currently collecting use cases
      • related to registry proposal
      • input/feedback needed
    • 2162: dataset support in Spark LogicalPlan Nodes
      • optional API we could add to the Nodes
      • prototype coming soon
    • 2161: registry of producers and consumers
      • comments welcome on the PR on GitHub
      • producers would be able to register custom facet prefix, URI and link to documentation, etc.
      • consumers would be able to declare the facets you consume, link to documentation, etc.
      • name registration:
        • unique naming
        • name would be used in shorter URI prefixes
      • CI validation would enforce consistent facet naming and validate facet schemas
      • documentation would be published automatically
      • additional documentation for specific use cases
      • self-contained registry containing all facets for producers and consumers
        • name path in registry with CODEOWNERS file for delegation to circumvent review process
        • path for facet JSON
        • more information
      • Pros:
        • producers and consumers would be able to define codeowners to approve changes to the registry
        • CI could guarantee that changes would not produce inconsistencies
        • producers would not need to host and maintain their own subset of the registry
        • publication would be automated
        • freedom and independence for defining custom facets without the project being a bottleneck
      • Cons:
        • registered entities would have to maintain their list of codeowners
      • Q&A:
        • producers that define multiple facets?
          • granularity of this and other aspects might or might not be desirable
        • consumed facets: mandatory or optional?
          • always optional
        • custom facets or core facets?
          • core facets currently in a different dir, but it would be nice to move them to the registry
        • add tests as with core facets?
          • would be useful as examples and for validation
          • could be optional
          • please add this to the PR

October 12, 2023 (10am PT)

Attendees:

  • TSC:
    • Paweł Leszczyński, Software Engineer, GetInData
    • Julien Le Dem, OpenLineage project lead
    • Michael Robinson, Community team, Astronomer
    • Jakub Dardziński, Software Engineer, GetInData
    • Willy Lulciuc, Marquez Project Lead
  • And:
    • Harel Shein, Engineering Manager, Astronomer
    • Harsh Loomba, Upgrade
    • Sheeri Cabral, Product Manager, Collibra
    • Ernie Ostic, Manta Software
    • Jeevan Paul, Accel Data
    • Ann Mary Justine, Research Engineer, HP Enterprise's CMF team
    • Jason Yip, Grainger
    • Sunder, JLR
    • Peter Huang, engineer at <>, on Flink team 
    • Jens Pfau, engineering manager at Google working on GCP
    • Martin Foltin, member, HP Enterprise's CMF team
    • Austin Bennett, architect at Chartboost
    • Eric Veleker, Atlan

Agenda:

  1. Announcements
  2. Recent releases
  3. Airflow Summit recap
  4. Tutorial/demo: migrating to the OpenLineage Airflow Provider
  5. Discussion: observability for OpenLineage+Marquez
  6. Open discussion

Meeting:

Widget Connector
urlhttp://youtube.com/watch?v=LMuS0DJoOtc

Notes:

Announcements

Recent releases

  • 1.2.2

    • Added

      • Spark: publish the ProcessingEngineRunFacet as part of the normal operation of the OpenLineageSparkEventListener#2089@d-m-h
      • Spark: capture and emit spark.databricks.clusterUsageTags.clusterAllTags variable from databricks environment #2099@Anirudh181001

      Thanks to all the contributors, including new contributors @d-m-h, @tati and @xli-1026!

  • 1.3.1

    • Added

      Thanks to all the contributors, including new contributor @erikalfthan!

  • 1.4.1

Migration from standalone Open Lineage package to Airflow provider
    - Jakub explained how to migrate from the standalone openly the flow package to the airflow provider. He gave reasons why they wanted to become an airflow provider, including making sure that the metadata collected in airflow is not breaking airflow itself.
    - They also keep the latest code up to date with all the providers and become part of these providers of the operators. There were a couple of changes introduced in the provider package, and the main question is how to migrate.
    - The simplest way is to just do the install for the specific package. One of the things they would like to walk away from this customer structures, and there was and still is a possibility to write a customer structure that was controlled by the open infrastructures environment variable.
    - Jakub explains that if a user has implemented some get open age assets method previously based on the old module and class, they do not need to worry about it because it is translated. However, if they install opening flow, they will fail to import the old class and need to change the import path.
    - There are changes introducing configuration, and there is a whole section called open image in conflict. Many of the features that were previously available in opening package are also compatible with the provider.
    - People usually like open in URL, which is pretty common and still works. But some entries in the open in age section take precedence over what's been previously handled by environment variables.
    - Jakub gives examples of how the logic for like conflict takes precedence over open in URL. He mentions that the documentation has more information on how it works.
    - He also explains how to add new integration in the provider or other providers that make use of opening provider. They want to give up on using open in age common data set module and use just the classes from the open in age python client.
    - Jakub gives quick advice on how to grab some information from execution of the operator. Previously, when they didn't have any control or influence on how to grab some information from execution of the operator, they needed to read the code and see that maybe job ID is returned as an ex come.
    - Now when they added the integration in the query operator itself, they can just change the code so it saves the job ideas and attributes.
    - Jakub gives a quick demo of how it works. He is using breeze, which is a mostly development environment and cli for airflow.
    - He is using on two point seven point one and is also using integration open in age, which instant Marcus also that's an option that they have in their flow. The only package that he is using is posts because he'll be using or provider.
    - He shows how it works and mentions that the beauty of e-mail life is that he doesn't know if it should work.
    - Jakub says that it should work in a minute.
    - Jakub types in his password.
    - Jakub says that he doesn't need to run post scripts, but actually he doesn't have just to prove he doesn't have any.
    - Jakub says that it's working. He is running some example that uses focus as back end.
    - Jakub says that previously, there was nothing to configure more if a user has like opening the CR.
    - Jakub explains that he changed the next piece and this is development, but the name is changed because he hasn't experimented with something. Eventually, the events came to market.
    - Jakub tries it again.
    - Jakub demonstrates a quick demo of three options for package installation and rerunning history. Julien thanks Jakub and asks if there are any questions about migration from the old open age integration into the new airflow provider.

Observability for OpenLineage markers
    - Julien introduces the discussion topic of observability for opening age markers and invites Harel to start. Harel asks the audience about ensuring liability of lineage collection and what kind of operability they would like to see, such as distributed tracing.
    - He suggests gathering feedback on a slack channel. Julien thinks the metrics added to the airflow integration by Harel are a good starting point for observability.
    - Hloomba mentions enabling retention policy on all environments and suggests observability on database retention to help with memory or CPU performance. Harel suggests enabling metrics out of the box and instrumenting more functions using drop wizard as a web server.
    - Julien and William discuss having metrics on the retention job to track how the data retention job keeps the database small.
    - Jeevan asked about the possibility of having an open lineage event for Spark applications, and Pawelleszczynski explained the need for a parent run faster to identify each Spark action as part of a bigger entity, the Spark application. Jens suggested having unique job names for Spark actions and the parent Spark application.
    - Pawelleszczynski explained that the current job name is constructed based on the name of the operator or Spark logical note and appended with a dataset name, but they can make it optional to have a human-readable job name or use a hash on the logical plan to ensure uniqueness.
    - Harel mentioned having good news for Bob and suggested discussing it next week.
    - Jens added that having unique job names would help distinguish each Spark action and its runs, and Pawelleszczynski explained the current job naming convention and the possibility of making it unique using a hash on the logical plan.
    - Julien asked if anyone had more comments on the topic.

Creating a registry for consumers and producers
    - Julien presented four items and discussed them in detail. The first item was about creating a registry for consumers and producers, which was summarized in a Google doc.
    - Two options were discussed, and the second proposal with a self-contained repository was preferred. Notes and open items were added to the document, and everyone was encouraged to contribute to it.
    - The second item was about proposing an optional contract for providers for airflow operators to exclude their age. A proposal was made to expose open lineage data set directly into DBT's manifest file, and feedback was sought from DBT contributors.
    - The third item was about spark integration, which knows how to define unique data sets based on various data sources. However, custom data sources with their own implementation become opaque, so an optional contract was proposed to address this issue.

Proposing an optional contract for providers for Airflow operators
    - Julien presented four items and discussed them in detail. The first item was about creating a registry for consumers and producers, which was summarized in a Google doc.
    - Two options were discussed, and the second proposal with a self-contained repository was preferred. Notes and open items were added to the document, and everyone was encouraged to contribute to it.
    - The second item was about proposing an optional contract for providers for airflow operators to exclude their age. A proposal was made to expose open lineage data set directly into DBT's manifest file, and feedback was sought from DBT contributors.
    - The third item was about spark integration, which knows how to define unique data sets based on various data sources. However, custom data sources with their own implementation become opaque, so an optional contract was proposed to address this issue.

Spark integration
    - Julien presented four items and discussed them in detail. The first item was about creating a registry for consumers and producers, which was summarized in a Google doc.
    - Two options were discussed, and the second proposal with a self-contained repository was preferred. Notes and open items were added to the document, and everyone was encouraged to contribute to it.
    - The second item was about proposing an optional contract for providers for airflow operators to exclude their age. A proposal was made to expose open lineage data set directly into DBT's manifest file, and feedback was sought from DBT contributors.
    - The third item was about spark integration, which knows how to define unique data sets based on various data sources. However, custom data sources with their own implementation become opaque, so an optional contract was proposed to address this issue.

Certification process in the Open Lineage ecosystem
    - Julien discussed the need for a certification process in the Open Lineage ecosystem, and suggested creating a document to start a discussion on how to implement it. He mentioned the possibility of providing data set support for scans and action notes, and creating a contract for implementing data sources to expose lineage in relation notes.
    - Julien also talked about the goal of Open Lineage to be built into systems like Airflow, and encouraged attendees to share their opinions and ask questions on Slack.
    - Julien discussed the need for a certification process in the Open Lineage ecosystem, and suggested creating a document to start a discussion on how to implement it. He mentioned the possibility of providing data set support for scans and action notes, and creating a contract for implementing data sources to expose lineage in relation notes.
    - Julien also talked about the goal of Open Lineage to be built into systems like Airflow, and encouraged attendees to share their opinions and ask questions on Slack.

September 14, 2023 (10am PT)

Attendees:

  • TSC:
    • Paweł Leszczyński, Software Engineer, GetInData
    • Julien Le Dem, OpenLineage project lead
    • Michael Robinson, Community team, Astronomer
    • Maciej Obuchowski, Software Engineer, GetInData, OpenLineage committer
    • Mandy Chessell, Lead of Egeria Project
  • And:
    • Harel Shein, Engineering Manager, Astronomer
    • Harsh Loomba, Upgrade
    • Sheeri Cabral, Product Manager, Collibra
    • Ernie Ostic, Manta Software
    • Mars Lan, CTO/Co-founder, Metaphor

Agenda:

  1. Announcements
  2. Recent releases
  3. Demo: Spark integration tests in Databricks runtime
  4. Discussion items
  5. Open discussion

Meeting:

Widget Connector
urlhttp://youtube.com/watch?v=YqJ3v3fd9tA

Notes:

  1. Announcements [Julien]
  2. Recent releases [Michael R.]
  3. Recent Releases
        - Michael shared a release update on 1.1.0, including support for configuring OpenLineage based on the Flink integration, solving the problem of multiple jobs writing to different data sets with the same job name in Spark, and adding missing Java docs to the Java client. The default behavior can be turned off with an environment variable, and more information is available in the release notes.
        - Michael also thanked new contributors and mentioned bug fixes.
        - Maciej and Julien discussed the fact that Airflow changes are not included in the changelog and that the Airflow-OpenLineage is now part of the Airflow project.

  4. Demo: Spark integration tests in Databricks runtime [Pawel]
        - Pawel thanked the participants and introduced himself. He talked about upgrading the Spark version and the issues they faced with Databricks integration.
        - They had to manually test the changes which was time-consuming. However, Databricks released a Java library that allowed them to run integration tests easily.
        - They also implemented a file transport system to capture lineage events and verify that the events contain what they expected. This change helped speed up their work and have better code.
        - Julien asked if there were any questions.

  5. Discussion items
    1. Open Lineage Registry Proposal [Julien]
          - Julien explained the concept of OpenLineage and the need for a registry to define custom facets and producers. He shared a Google doc for feedback and listed the goals of the registry, including allowing third parties to register their implementation or custom extension and shortening the producer and skim URL values.
          - Custom facets are an easy way to extend the spec without requiring any approval, and producers and consumers can do the list of facets they produce without requiring approval.
          - Mandy joined the call and expressed support for the idea of a registry but suggested that facets should be themed to avoid every producer defining their own facets. She proposed having a set of themes like data facets and meeting assets to cluster similar facets together in the registry.
          - Mandy expresses concern about naming custom facets after specific technologies, as it can lead to unnecessary duplication. Julien explains that the airflow facet is specific to airflow and provides benefits for generic things.
          - Core facets are sometimes added, and there are things specific to what people are doing. Mandy agrees and gives an example of how types are aligned with technologies, leading to duplication.
          - Ernie suggests adding a protocol for something in the registry to become a core facet. Julien explains that there is a template for adding to the spector and that custom facets can be defined as long as they have a prefix to the facet name and publish the schema.
          - To become a core facet, a proposal can be opened on the open is project and usage of the custom facet can be leveraged to show that it works.
          - Mandy suggests having a state on the registry to show whether something is private, under proposal, or being adopted. Julien agrees and explains that some custom facets are specifically in the domain of the producer and should live in the registry, while others are shared.
          - Nick interjects and expresses his appreciation for the community aspect of the open lineage. He suggests that producers provide examples and tests for consumers to use.
          - Mandy asks for clarification on what he means by tests, and Nick explains that it could be a set of payloads or actually running the runtime to produce events.
          - Nick would like to see both examples and payloads for consumers and producers, respectively. He suggests that putting them in a registry would facilitate everything all around like the tests.
          - Julien explains that for the core spec, they have the definition of facets, Jason schema for each asset, and documentation. They also added an example of each core asset and a test for the schema validation.
          - He suggests making it easier for producers to describe what facet they're producing.
          - Mandy asks who did the recent addition, and Julien explains that it was part of getting data. Mandy thanks him for the information.
          - Julien suggests that there could be more done to make it easier for producers to describe what facet they're producing. Nick agrees and suggests a framework for testing where producers can provide enough information for the test to be generated.
          - Julien explains that they currently use schema validation, but it's just a small portion of what Nick is describing. Nick agrees that it's a start.
          - Julien suggests that producers need a registry mechanism to create their own facets and make them explicitly defined. Consumers would also benefit from a programmatic definition of facets they're consuming.
          - He mentions the open lineage website's ecosystem page and how it points to documentation, but a more programmatic definition would be great.
          - Nick agrees that it would be great to have a more programmatic definition of facets.
          - Julien proposed a registry and discussed the trade-offs between a self-contained registry and delegating to other registries. He also mentioned the benefits of using shorter URLs for custom facets.
          - Nick asked about how other communities handle this and suggested looking at successful practices of similar organizations. Pawelleszczynski agreed.
          - There were questions about whether there should be a registry folder under spec or in the opening tab organization, and how to handle core facets and versioning. The group discussed using an owners file in a repo to approve updates to the registry.
          - Julien emphasized that this was just to start the conversation and that there were many different ways to implement the registry.
          - Julien mentioned producing a list of schema URL as a third party and discussed the benefits of a self-contained registry, including the ability to run checks against it and ensure consistency.
          - Julien explained that defining a name and putting a list of information would allow for shorter URLs for custom facets.
          - Julien used ol: as an example of a shorter prefix for schema URLs.
          - Julien mentioned that there were questions about whether there should be a registry rep in the opening tab organization and whether it should be a registry folder under spec.
          - Julien discussed using a Jason file to contain information about customers and their defined names.
          - Julien compared the registry to the even repository and discussed using an owners file to approve updates to the registry.
          - Julien mentioned using ti to verify consistency and avoid breaking the registry.
          - Nick asked about successful practices of similar organizations in handling registries.
          - Nick mentioned that smaller organizations might be more flexible while larger organizations might have more legal requirements for using other registries.
          - Pawelleszczynski agreed with Nick's suggestion to look at successful practices of similar organizations.
          - Julien explains that data-driven decisions are important and mentions the trade-off of how complicated it is to maintain a repository and whether it is self-service for producers. He suggests adding files to an existing open source repo for small organizations, while big organizations may need legal approval to contribute.
          - He also mentions the need for licensing and PR processes.
          - Nick responds with agreement.
          - Julien shares that he will share the draft dock on Open Lineage Slack for feedback and follow the OpenLineage proposal process. He mentions other ideas for implementation, such as the Men repository and the Evan repository, and welcomes other examples.
          - He also asks if there are any questions or things people want to share about OpenLineage.

August 10, 2023 (10am PT)

Attendees:

  • TSC:
    • Julien Le Dem, OpenLineage project lead
    • Michael Robinson, Community team, Astronomer
    • Maciej Obuchowski, Software Engineer, GetInData, OpenLineage committer
    • Willy Lulciuc, Marquez Project Lead
    • Mandy Chessell, Lead of Egeria Project
  • And:
    • Harel Shein, Engineering Manager, Astronomer
    • Harsh Loomba, Upgrade
    • Peter Hicks, Astronomer
    • Sheeri Cabral, Product Manager, Collibra
    • Ernie Ostic, Manta Software
    • Athitya, Intuit India
    • Cory Visi, Solutions Architect, AWS

Agenda:

  1. Announcements
  2. OpenLineage 1.0 overview
  3. OpenLineage Airflow Provider update
  4. Discussion items
  5. Open discussion

Meeting:

Widget Connector
urlhttps://www.youtube.com/watch?v=0Q5dWHvIDLo

Notes:

  1. Announcements [Julien]
    1. Ecosystem Survey still needs responses: https://bit.ly/ecosystem_survey
    2. OpenLineage graduated from the LF AI on 7/27
    3. The 3rd issue of our monthly newsletter shipped on 7/31. Sign up here: https://bit.ly/OL_news
    4. Upcoming meetups:
      1. 8/30 in S.F. at Astronomer
      2. 9/18 in Toronto at Airflow Summit
      3. Marquez meetup on 10/5 in S.F.
  2. LF AI Update [Michael R.]
    1. Topics covered by Julien in presentation to LF AI TAC for graduation included trends in adoption
  3. Recent releases [Michael R.]

    1. 1.0.0: Added

      Removed

      Changed

    2. 0.30.1: Added

      Changed

  4. Update on the OpenLineage Airflow Provider [Maciej]
    1. Pypi package version 1.0.1 available at: https://pypi.org/project/apache-airflow-providers-openlineage/1.0.1/
      1. installable with pip install apache-airflow-providers-openlineage==1.0.1 
    2. Development progresses in the Airflow repo
    3. What's there already:
      1. Operator coverage:
        1. A lot of SQL-related operators, especially based on SQLExecuteQueryOperator
        2. Some GCP ones: BigQueryInsertJobOperator, GCStoGCSOperator 
        3. Some Sagemaker-related operators
        4. FTP, SFTP operators
        5. Basic support for Python and Bash operators
      2. Changed:
        1. Airflow: do not run plugin if OpenLineage provider is installed #1999@JDarDagran
        2. Python: rename config to config_class #1998 @mobuchowski
    4. Next steps
      1. Operator coverage:
        1. Popular operators around BigQuery: BigQueryUpsertTableOperator…
        2. Transport operators, like MySQLToSnowflakeOperator, GCSToBigQueryOperator
        3. S3 support, like S3CopyObjectOperator
        4. Add support for XCom-native operators like BigQueryGetDataOperator
        5. This list is not a promise
      2. "Core" changes
        1. Add interfaces around OpenLineage-implementing operators - making implementation more native
        2. XCom dataset support - this relates to XCom operators mentioned above
        3. Hook-level lineage support
  5. OpenLineage 1.0 with Static Lineage Update
    1. Putting things together for 1.0 release
      1. Important features and PRs
        1. Clarify docs on `RunEvent` lifecycle (link)


July 13, 2023 (8am PT)

Attendees:

  • TSC:
    • Julien Le Dem, OpenLineage project lead
    • Jakub Dardziński, Software Engineer, GetInData
    • Michael Robinson, Community team, Astronomer
    • Mandy Chessell, Egeria Project Lead
  • And:
    • Anirudh Shrinivason, Data Engineer, Grab
    • Julian LaNeve, Senior Product Manager, Astronomer
    • Harel Shein, Engineering Manager, Astronomer
    • Jens Pfau, at Google working on GCP
    • Alexandre Bergere, DataGalaxy
    • Ernie Ostic, SVP of Product, Manta

Agenda:

  1. Announcements
  2. Updates
  3. Recent releases
  4. DataGalaxy integration demo
  5. Open discussion

Meeting:

Widget Connector
urlhttp://youtube.com/watch?v=2vD6-Uwr7ZE

June 8, 2023 (10am PT)

Attendees:

  • TSC:
    • Julien Le Dem, OpenLineage project lead
    • Maciej Obuchowski, Software Engineer, GetInData, OpenLineage committer
    • Michael Robinson, Community team, Astronomer
  • And:
    • Cori Visi, Solutions Architect, AWS
    • Harel Shein, Engineering Manager, Astronomer
    • John Lukenoff, Software Engineer, Asana
    • Suparna Bhattacharya, HPE Labs
    • Ann Mary Justine, Research Engineer, HP Enterprise's CMF team
    • Anirudh Shrinivason, Data Engineer, Grab
    • Chris Olivares, CTO, Hum Capital 
    • Martin Foltin, HPE Research Labs
    • Sheeri Cabral, Technical Product Manager, Lineage, Collibra
    • Harry, works at a Bay area-based fintech firm
    • Julian LaNeve, Senior Product Manager, Astronomer

Agenda:

  1. Announcements
  2. Recent releases
  3. Static lineage progress update
  4. Open discussion

Meeting:

Widget Connector
urlhttp://youtube.com/watch?v=zPBpt4ekCeo

Notes:

  1. Announcements [Julien]:
    1. Our first annual ecosystem survey is live and accepting responses: https://bit.ly/ecosystem_survey. Your participation matters!
    2. We recently published the first issue of our monthly newsletter: https://mailchi.mp/18826f97904e/openlineage-news-may-2023. It's a great way to learn about upcoming meetups and recent blog posts, etc.
    3. Two meetups are happening soon:
      1. New York on 6/22 at Collibra's HQ: https://www.meetup.com/data-lineage-meetup/events/294065396/
      2. San Francisco on 6/27 at Astronomer: https://www.meetup.com/meetup-group-bnfqymxe/events/293448130/
    4. Upcoming talks:
      1. Paweł Leszczyński and Maciej Obuchowski, “Column Lineage is Coming to the Rescue,” Berlin Buzzwords, June 18-20, 2023
      2. Julien Le Dem and Willy Lulciuc, “Cross-platform Data Lineage with OpenLineage,” Data+AI Summit, June 28-29, 2023
      3. Maciej Obuchowski, “OpenLineage in Airflow: A Comprehensive Guide,” Airflow Summit, September 19-21, 2023
  2. Recent releases [Michael R.]:
    1. OpenLineage 0.25.0
    2. OpenLineage 0.26.0
    3. OpenLineage 0.27.1
    4. OpenLineage 0.27.2
  3. Static Lineage Progress Update [Paweł]:
    1. Overview
      1. Up to this point, operational/runtime metadata has been the focus of OpenLineage
      2. But there is also a need for lineage metadata about datasets not associated with runs
      3. To address this, a proposal has been created
        1. It answers the question: how can we add new data types to support static lineage?
        2. We decided to add two new types:
          1. job event
          2. dataset event
        3. A schemaURL provides a distinguishing mechanism
        4. Generic client code will not be affected
    2. Demo
      1. Approach taken: serialize and deserialize without modifying the database
    3. Conclusion
      1. This approach does not break existing usage scenarios while nonetheless adding new event types
      2. Changes will be implemented in the clients and the spec
    4. Q&A
      1. Initial work on Marquez to support static lineage has also been completed (adding the capability to distinguish between the event types), but Marquez is not currently able to store static lineage metadata
      2. Ability to convert from static to dynamic anticipated?
        1. Formats not very different
        2. Job event is subtype of a run event, making it easy to extract the data you care about
        3. Marquez UI should not change
      3. Ownership change notification possible?
        1. This data accessible via the REST API but not currently built in
        2. Contribution of such a feature would be welcome
        3. Alternative solution: add a listener
      4. Job events are static but not dataset events?
        1. Both are static events
  4. Discussion items
    1. Marquez search – how robust?
      1. Recommended: visit the GitHub repo and use GitPod to try it out (or use the up.sh script in the docker directory there to deploy locally)
        1. Tags are accessible in some facets in the UI, which would provide one way
    2. Row-based lineage – are there any facets or models that would help with this use case?
      1. We are trying to keep the metadata store smaller than the data itself
      2. Row-level lineage could be captured in a data model, which would be accessible in Marquez
      3. Challenge: the volume of data
      4. It might be helpful to have a doc about solutions for this in the project
    3. Another good forum for asking questions: https://bit.ly/OLslack

May 11, 2023 (10am PT)

Attendees:

  • TSC:
    • Julien Le Dem, OpenLineage project lead
    • Maciej Obuchowski, Software Engineer, GetInData, OpenLineage committer
    • Michael Robinson, Community team, Astronomer
    • Jakub Dardziński, Software Engineer, GetInData
  • And:
    • Natalie Zeller, Software Engineer, Natural Intelligence
    • Cori Visi, Solutions Architect, AWS
    • Harel Shein, Engineering Manager, Astronomer
    • John Lukenoff, Software Engineer, Asana
    • Harshini Devathi, Data Engineer
    • Danilo Mota
    • Suparna Bhattacharya, HPE Labs
    • Ann Mary Justine, Research Engineer, HP Enterprise's CMF team
    • Ernie Ostic, SVP of Product, MANTA
    • Anirudh Shrinivason, Data Engineer, Grab

Agenda:

  • Announcements
  • Recent releases
  • Custom transport types support
  • dbt Cloud integration
  • Discussion items
  • Open discussion

Meeting:

Widget Connector
urlhttp://youtube.com/watch?v=qc-dg0B3Cnc

Notes:

  1. Announcements [Julien]:
    1. Upcoming meetups
      1. Boston Data Lineage Meetup (tentatively scheduled for June)
      2. San Francisco OpenLineage Meetup at Astronomer (tentatively scheduled for June 27)
    2. Upcoming talks
      1. Paweł Leszczyński and Maciej Obuchowski, “Column Lineage is Coming to the Rescue,” Berlin Buzzwords, June 18-20, 2023
      2. Julien Le Dem and Willy Lulciuc, “Cross-platform Data Lineage with OpenLineage,” Data+AI Summit, June 28-29, 2023
      3. Maciej Obuchowski, “OpenLineage in Airflow: A Comprehensive Guide,” Airflow Summit, September 19-21, 2023
  2. Recent releases [Michael R.]
    1. OpenLineage 0.24.0
      1. Additions
        1. Support custom transport types #1795@nataliezeller1
        2. Airflow: dbt Cloud integration #1418@howardyoo@JDarDagran
        3. Spark: support dataset name modification using regex #1796@pawel-big-lebowski
      2. https://github.com/OpenLineage/OpenLineage/releases/tag/0.24.0
      3. https://github.com/OpenLineage/OpenLineage/compare/0.23.0...0.24.0
  3. Custom transport types support [Natalie]
    1. OpenLineage supports a set of predefined transport types (HTTP, Kafka, others)
    2. Previously, adding a new or custom type required changing the transport config and transport factory to recognize the new type
    3. This change allows for extending functionality without having to change anything in the OpenLineage codebase
    4. Example: my company, where we work with an OpenMetadata backend
      1. This required a custom transport type
      2. With this change I can do this without changing anything
    5. Implementation
      1. New interface: TransportBuilder
      2. Implementable via methods:
        1. getType() // set in transport.type config param
        2. getConfig() // extension of TransportConfig, containing the required configuration
        3. Transport build(TransportConfig config) // builds a custom Transport instance based on the custom configuration
      3. Additionally you need to have a file (META-INF/services/io.openlineage.client.transports.TransportBuilder) that must be included in a jar in the class path, containing the fully qualified name of the implementing class
      4. Using the service loader pattern, implementations of TransportBuilder will be discovered and loaded at runtime.
    6. Q&A
      1. What are some use cases for other cool transport mechanisms?
        1. Native cloud, your queue system to send events
        2. Preferred way: the provider, data catalog, or something to implement over the lineage
        3. Maybe someone wants to do MSMQ or MQSeries
        4. You can also apply some transformation logic as part of your transport provider, so you can have your own ways of transporting the data
      2. Should we have some sort of repository where people can put their custom transport types that their building in a single place?
        1. They can put them in the repo; I don't think we need a separate place, at least right now
  4.  dbt Cloud integration [Jakub]
    1. Previously:
      1. The dbt-ol script invoked dbt metadata processing and sent OpenLineage events
      2. Worked only with a local dbt project
      3. How events were created:
        1. each run was a separate supported dbt node
        2. parent run reflected dbt-ol command call
    2. New dbt Cloud integration:
      1. each run in dbt Cloud might have multiple steps, each producing separate JSON files
      2. Each step is considered a parent run
      3. DbtArtifactProcessor was separated as a parent for DbtCloudArtifactProcessor and DbtLocalArtifactProcessor classes; the naming convention stays the same
      4. Used with DbtCloudRunJobOperator & DbtCloudJobRunSensor operators in Airflow integration, also makes use of DbtCloudHook to retrieve metadata from the dbt Cloud API
    3. Artifact retrieval and processing
      1. Due to a 10-sec thread timeout in the OpenLineage-Airflow integration, there is the following process for fetching dbt metadata:
        1. each run is a separate supported dbt node (models, tests, sources, snapshots)
        2. parent run reflects dbt-ol command call
      2. The issue will be resolved with the Airflow OpenLineage provider release (learn more about AIP-53 here)
  5. Discussion items
    1. Can we help ensure efficiency by narrowing the scope in some pragmatic ways? For example: is validation necessary in the case that an OpenLineage client is being used to send events? Are there other similar cases where validation might not be necessary?
      1. Work on adding validation to the project is ongoing, e.g., in the proxy where there is some schema validation happening
      2. It would be useful to have some testing facility, e.g., for people consuming OpenLineage and potential implementers
      3. From a producer's point of view, we could check if the consumer consumes them; this would have to be specific to each consumer
      4. We could have a dataset of events that contain all the assets, which would be useful for anyone who wants to do their own testing – like examples of all the facets that exist (instead of having to create them by hand for internal teams)
      5. Maybe just pump demo payloads out to disk and keep them somewhere
    2. Improving column lineage: there are lots of other elements that would be useful
      1. People want to add selected rules and filters
        1. Is there an anticipated traffic level, typical volume in a plan for design lineage
      2. Column metadata is well covered by other standards in the industry, but there are some lineage ones related to expected performance, flags that people want such as for PII data that's being managed on that edge, etc.
      3. One question: are those properties of a transformation itself, or just a property of a resulting column?
        1. In some cases, transformation; in others the actual edge, which is interesting. Option: have the ability to define the kinds of edges
        2. for PII, there is a tagging facet we were discussing that is still in progress
        3. Action item: get feedback on this and complete it
    3. Spark integration: merge into and aggregate functions don't provide column lineage
      1. A fix has recently been made, but when will this be released?
      2. Anyone can request a release in the #general Slack channel. You're encouraged to do this if you'd like a fix before the next regularly scheduled release (on the first work day of the month).

April 20, 2023 (10am PT)

Attendees:

  • TSC:
    • Julien Le Dem, OpenLineage project lead
    • Paweł Leszczyński, Software Engineer, GetInData
    • Maciej Obuchowski, Software Engineer, GetInData, OpenLineage committer
    • Michael Robinson, Community team, Astronomer
  • And:
    • Sheeri Cabral, Technical Product Manager, Lineage, Collibra
    • Julian LaNeve, Senior Product Manager, Astronomer
    • John Montroy, Big data/backend engineer
    • Anirudh Shrinivason, Data Engineer, Grab

Agenda:

  1. Announcements
  2. Updates (new!)
    1. OpenLineage in Airflow AIP
    2. Static lineage support
  3. Recent release overview
  4. A new consumer
  5. Caching support for column lineage
  6. Discussion items
    1. Snowflake tagging
  7. Open discussion

Meeting:

Widget Connector
urlhttp://youtube.com/watch?v=aFiRpWBU8bQ

Notes:

  1. Announcements [Julien]
    1. A New York meetup will be happening on 4/26 at the Astronomer offices in the Flatiron District
    2. Julien Le Dem will be speaking at the Data+AI Summit in June: "Cross-platform Data Lineage with OpenLineage"
    3. Recent talks:
      1. Last month: Ross Turk, Paweł Leszczyński and Maciej Obuchowski all spoke at Big Data Technology Warsaw Summit 2023
      2. Also last month: Julien spoke at Data Council Austin
    4. Recent meetups:
      1. Last month: OpenLineage Meetup at Data Council Austin
      2. Last month: Data Lineage Meetup in Providence, RI
  2. Updates [Julien]
    1. OpenLineage in Airflow (AIP-53)
      1. Goal: make operators responsible for their own lineage
      2. Goal requires additions to the Airflow infrastructure
      3. Development process will progress in 3 phases
        1. add an OpenLineage library conforming to Airflow processes and coding style
        2. work on other providers, implementing OpenLineage methods
        3. add OpenLineage support to TaskFlow and Python operators
      4. Timeline: aiming for June Providers release
      5. We have begun with the Snowflake operator
      6. A significant benefit: operators will support it
    2. Static lineage support
      1. Next stage: add formal proposal to the OpenLineage repo, where it will be easier for members to comment
      2. To recap:
        1. OL is designed to capture lineage as pipelines run, as well as some info that is more static (schema, schema changes, etc.)
        2. Goal: capture lineage about views, etc., that have not run yet
        3. Focus will remain on everything that has been deployed
        4. Parallel discussion: lineage from job-less events, e.g., ad-hoc events
          1. challenge: these could pollute the namespace
        5. Basic proposal: to make the job name optional, which will require changes on the Marquez side, as well
      3. Comments are welcome
        1. See the #general channel in Slack for links to the two relevant docs
  3. Caching support for column lineage [Paweł]
    1. Personal opinion: the Spark integration is amazing because it extracts from the logical plan; also, it is easy to configure (requiring just 4 lines of code)
    2. Caching: a popular concept for Spark jobs
      1. a separate logical plan is used for cached datasets, meaning that two logical plans must be merged
      2. we will know how inputs are affecting outputs even when logical plans have been merged
  4. Open discussion
    1. A question about duplicated events when setting env variables [Anirudh]
      1. we have needed to employ filtering
      2. Spark reuses jobs for actions that are not really jobs

March 9, 2023 (10am PT)

Attendees:

...

  • Announcements [Julien]
    • Two meetups will be happening soon:
      • Data Lineage Meetup cohosted with Collibra, Providence, RI, March 9 at 6 PM ET
      • OpenLineage Meetup at Data Council Austin on March 30th at 12:15 PM CST
    • Talk happening soon:
      • Julien Le Dem, "Ten Years of Building Open Source Standards: From Parquet to Arrow to OpenLineage," Data Council Austin, March 30th, 10 AM CST
  • Recent releases 0.20.6, 0.21.1
  • Custom env var support in the Spark integration [Anirudh]
    • adds ability to capture environment variables from a Spark cluster
    • required the addition of a new class to extend an existing class
    • does not override variables already being captured
    • desired variables must be specified by the user
    • variables are visible in environment properties of OpenLineage events
    • Q & A
      • Q: is it possible to accidentally include sensitive data in these variables?
      • A: users must "opt in" by selecting variables in advance
      • Q: what was the experience like interacting with the community?
      • A: really great! I got a lot of help from a lot of people, including Pawel

February 9, 2023 (10am PT)

...