Giter VIP home page Giter VIP logo

wikimedia-sampler's Introduction

wikimedia-sampler

A toy example of a Kafka to OpenSearch / ElasticSearch pipeline for WikiMedia data written in pure FP Scala 3 with Cats Effect, fs2-kafka and opensearch-java client.

It consists of:

  • producer: a Kafka producer that reads from the WikiMedia event stream and writes to a kafka topic
  • consumer: a Kafka consumer that reads from a Kafka topic and writes to OpenSearch

Setup

  1. Install scala-cli
  2. Start VM (optional)
    # MacOS only, not needed if you have Docker Desktop or similar
    ./colima.sh
  3. Run local infra.
    docker-compose -f ./docker-compose.yml up
  4. Run the app
    # start producer process
    scala-cli ./sampler -- produce
    # start consumer process
    scala-cli ./sampler -- consume
    # run the producer & consumer processes concurrently
    scala-cli ./sampler -- produce-consume
    # for more options
    scala-cli ./sampler -- help
  5. You can inspect processed data in:

Potential improvements

  • parametrize more OpenSearch client options and move them to the CLI level
  • use Avro or other format instead of JSON
  • kafka consumer graceful shutdown
  • use explicit mapping instead of dynamic one in OpenSearch
  • create Grafana / Kibana dashboards
  • add more tests

wikimedia-sampler's People

Contributors

grzegorz-bielski avatar

Watchers

 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.