The OpenLineage Technical Steering Committee meetings are Monthly on the Second Wednesday 9:00am to 10:00am US Pacific and the link to join the meeting is https://us02web.zoom.us/j/81831865546?pwd=RTladlNpc0FTTDlFcWRkM2JyazM4Zz09
All are welcome.
Sept 8th 2021
- Attendees:
- TSC:
Mandy Chessell: Egeria Lead. Integrating OpenLineage in Egeria
Michael Collado: Datakin, OpenLineage
- Maciej Obuchowski: GetInData. OpenLineage integrations
- Willy Lulciuc: Marquez co-creator.
- Ryan Blue: Tabular, Iceberg. Interested in collecting lineage across iceberg user with OpenLineage
- And:
- Venkatesh Tadinada: BMC workflow automation looking to integrate with Marquez
- Minkyu Park: Datakin. learning about OpenLineage
- Arthur Wiedmer: Apple, lineage for Siri and AI ML. Interested in implementing Marquez and OpenLineage
- TSC:
- Meeting recording:
- zoom link
- Passcode: +UsC8emL
- Meeting notes:
- agenda:
Update on OpenLineage latest release (0.2.1)
dbt integration demo
OpenLineage 0.3 scope discussion
Facet versioning mechanism (Issue #153)
OpenLineage Proxy Backend (Issue #152)
OpenLineage implementer test data and validation
Kafka client
Roadmap
- Iceberg integration
Open discussion
Slides: https://docs.google.com/presentation/d/1fI0u8aE0iX9vG4GGrnQYAEcsJM9z7Rlv/edit#slide=id.p1
- Discussions:
added to the agenda a Discussion of Iceberg requirements for OpenLineage.
Demo of dbt:
really easy to try
when running from airflow, we can use the wrapper 'dbt-ol run' instead of 'dbt run'
Presentation of Proxy Backend design:
- summary of discussions in Egeria
Egeria is less interested in instances (runs) and will keep track of OpenLineage events separately as Operational lineage
Two ways to use Egeria with OpenLineage
receives HTTP events and forwards to Kafka
A consumer receives the Kafka events in Egeria
Proxy Backend in OpenLineage:
direct HTTP endpoint implementation in Egeria
Depending on the user they might pick one or the other and we'll document
- summary of discussions in Egeria
Use a direct OpenLineage endpoint (like Marquez)
Deploy the Proxy Backend to write to a queue (ex: Kafka)
Follow up items:
- agenda:
The transport abstraction (Backend interface) could be usable directly from the client or from the Proxy Backend. The user can decide if they want the intermediate proxy. TODO: add github issue to track discussion.
We should add a distribution client symmetric to the Proxy Backend. It reads from Kafka and sends event to an OpenLineage HTTP endpoint. Marquez would use it, for example to consume OpenLineage events produced by Egeria.. TODO: add github issue
- Iceberg integration:
presentation of Iceberg model
Manifest and manifest list: 2-level tree structure tracking data files.
root metadata version file. Points to manifest list (It knows all of the previous versions of the dataset that we want to keep)
Iceberg collect various metadata about the scans and data being produced and wants to expose it through OpenLineage. It can already expose metadata but there is no listener yet. TODO(Ryan): add the metadata list presented to the Iceberg ticket.
Aug 11th 2021
- Attendees:
- TSC:
Ryan Blue
Maciej Obuchowski
Michael Collado
Daniel Henneberger
Willy Lulciuc
Mandy Chessell
Julien Le Dem
- And:
Peter Hicks
Minkyu Park
Daniel Avancini
- TSC:
- Meeting recording:
- zoom link
- Passcode: =RBUj01C
- Meeting notes:
- Agenda:
- Coming in OpenLineage 0.1
- OpenLineage spec versioning
- Clients
- Marquez integrations imported in OpenLineage
- Apache Airflow:
- BigQuery
- Postgres
- Snowflake
- Redshift
- Great Expectations
- Apache Spark
- dbt
- Apache Airflow:
- OpenLineage 0.2 scope discussion
- Facet versioning mechanism (Issue #153)
- OpenLineage Proxy Backend (Issue #152)
- Kafka client
- Roadmap
- Open discussion
- Coming in OpenLineage 0.1
- Slides: https://docs.google.com/presentation/d/1Lxp2NB9xk8sTXOnT0_gTXicKX5FsktWa/edit#slide=id.ge80fbcb367_0_14
- Notes:
- OpenLineage 0.1 is being published
- Coming in OpenLineage 0.1
- OpenLineage spec versioning
- Clients (Java, Python)
- Marquez integrations imported in OpenLineage
- Apache Airflow:
- BigQuery
- Postgres
- Snowflake
- Redshift
- Great Expectations
- Apache Spark
- dbt
- Question: How is airflow capturing openlineage events?
- openlineage-airflow installed on the airflow instance
- adapters per operator
- Apache Airflow:
- OpenLineage 0.2 scope discussion
- Facet versioning mechanism (Issue #153)
- OpenLineage Proxy Backend (Issue #152)
- Questions:
- What is the advantage of the proxy backend?
- The consumer does not need to implement an endpoint and can consume from kafka
- can configure what to do with events independently of various integrations
- first step to having a routing mechanism:
- to send events to multiple consumer
- to have rule-based routing
- to enable archiving the event in addition to sending them
- Is it included in OpenLineage?
- Yes (Otherwise it would have to be in Egeria)
- Does it include error management or retry policy? What if the proxy dies? Do we care about durability?
- Yes we care about durability
- first implementation to be synchronous. single transaction to Kafka per event.
- future might be configurable to adjust depending on context (guaranteed delivery vs performance batching)
- What technology should we use?
- Proposed: Java + spring boot (like Egeria)
- discussion to use Java + dropwizard like Marquez
- general consensus on using java. (framework TBD)
- In the future, might have a go implementation to enable lightweight sidecar pattern
- What is the advantage of the proxy backend?
- Questions:
- Kafka client
- Roadmap
- Open discussion
How do we define extension points for integrations? For example hooks, spark and airflow for the user to add adapters/facets without having to modify OL.
- TODO: create a ticket to track this
- Apache Iceberg interest in OpenLineage:
- Would want to add additional notifications
- how many files read or written
- How long a commit took.
- How many attempts to commit were needed?
- TODO: create ticket to enable Iceberg facets to be added to OpenLineage events
- Iceberg needs to send events independently of where the library is used. (example: plain java process or other)
- TODO: need ticket for this => #167 Iceberg integration
- TODO: ticket for PrestoDB/Trino integrations
- => #164 Trino and #165 PrestoDB
- Would want to add additional notifications
- Egeria has a weekly community call
- September 1st will be about OpenLineage
- Also an incoming webinar
- Agenda:
July 14th 2021
- Attendees:
- TSC:
- Julien Le Dem
- Mandy Chessel
- Michael Collado
- Willy Lulciuc
- TSC:
- Meeting recording:
- zoom link
- Passcode: =!oZ?&0A
- Meeting notes
- Agenda:
- Finalize the OpenLineage Mission Statement
- Review OpenLineage 0.1 scope
- Roadmap
- Open discussion
- Slides: https://docs.google.com/presentation/d/1fD_TBUykuAbOqm51Idn7GeGqDnuhSd7f/edit#slide=id.ge4b57c6942_0_46
- Notes:
Mission statement:
Overall consensus on the statement.
TODO: vote by commenting on the ticket
Spec versioning mechanism:
The goal is to commit to compatible changes once 0.1 is published
We need a follow up to separate core facet versioning
=> TODO: create a separate github ticket.The lineage event should have a field that identifies what version of the spec it was produced with
=> TODO: create a github issue for this
TODO: Add issue to document version number semantics (SCHEMAVER)
Extend Event State notion:
where do we capture more precise state transitions like RESTART?
Discussion should happen here: https://github.com/OpenLineage/OpenLineage/issues/9
OpenLineage 0.1:
finalize a few spec details for 0.1 : a few items left to discuss.
In particular job naming
parent job model
Importing Marquez integrations in OpenLineage
Open Discussion:
connecting the consumer and producer
TODO: ticket to track distribution mechanism
options:
Would we need a consumption client to make it easy for consumers to get events from Kafka for example?
OpenLineage provides client libraries to serialize/deserialize events as well as sending them.
proxy similar to OpenTelemetry Collector.
Send to Kafka: https://github.com/OpenLineage/OpenLineage/issues/70
We can have documentation on how to send to backends that are not Marquez using HTTP and existing gateway mechanism to queues.
Do we have a mutual third party or the client know where to send?
Source code location finalization
job naming convention
you don't always have a nested execution
can call a parent
parent job
You can have a job calling another one.
always distinguish a job and its run
need a separate notion for job dependencies
need to capture event driven: TODO: create ticket.
TODO(Julien): update job naming ticket to have the discussion.
- Agenda:
June 9th 2021
- Attendees:
- TSC:
Julien Le Dem: Marquez, Datakin
Drew Banin: dbt, CPO at fishtown analytics
Maciej Obuchowski: Marquez, GetIndata consulting company
Zhamak Dehghani: Datamesh, Open protocol of observability for data ecosystem is a big piece of Datamesh
Daniel Henneberger: building a database, interested in lineage
Mandy Chessel: Lead of Egeria, metadata exchange. lineage is a great extension that volunteers lineage
Willy Lulciuc: co-creator of Marquez
Michael Collado: Datakin, OpenLineage end-to-end holistic approach. - And:
Kedar Rajwade: consulting on distributed systems.
Barr Yaron: dbt, PM at Fishtown analytics on metadata.
Victor Shafran: co-founder at databand.ai pipeline monitoring company. lineage is a common issue - Excused: Ryan Blue, James Campbell
- TSC:
- Meeting recording:
- zoom link
- Passcode: +ge1Akp9
- Meeting notes:
Agenda:
project communication
Technical charter review
medium term roadmap discussion
Notes:
project communication
github: for specs, designs, reviews and building consensus (issues and PRs)
email: for announcements, notes, etc
Slack: transient discussions, does not maintain history. Any decision making or notes should go to persistent medium (email and github)
monthly meeting: recorded, notes and recording published on the wiki
Technical Charter review:
TODO: Finalize the mission statement. TSC members to comment in the doc.
Roadmap discussion:
TODO: please comment in the doc. Julien to update the OpenLineage project in github: https://github.com/OpenLineage/OpenLineage/projects/1