Giter Club home page Giter Club logo

flink-avro-state-recovery's Introduction

Build Status

Flink Avro State Recovery

Example project on how to do state recovery in Apache Flink using Apache Avro.

Data schema updates

We're using Avro schema's to update state in Flink. This enables us to evolve data as business requirements change. As a result, there is a procedure you need to follow in order to update any data in Flink:

  1. Alter your case class
  2. Move the current Avro schema to the history list of avro schemas for the case class. (this is needed to resolve old schemas when decoding later on)
  3. Add the new Avro schema in the corresponding case class' companion object with support for the evolution done (e.g. default value when adding field).
  4. Alter from/to GenericRecord functions to cope with the added field. Ensure that a GenericRecord generated by the old case class can be parsed by the new case class. (You will get the old GR from Flink atm)
  5. Add old case-class to test data and write tests to check evolution through serialisation and when directly transforming GenericRecord (e.g. dataV2.fromGenericRecord(dataV1.toGenericRecord)).

flink-avro-state-recovery's People

Contributors

nielsdenissen avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

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

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

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

  • web

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

  • server

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

  • Machine learning

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

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

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

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.