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Kafka Streams StateStore restoration process monitoring (PoC)

This repository demonstrates how to measure StateStore restoration process time inside Kafka Streams application.

Features

  • Custom StateRestoreListener for gathering metrics.
  • Zipkin integration for metrics visualization.

Getting Started

Prerequisites

  • Java 8
  • Docker

Usage

  • Build docker image.

    ./gradlew bootBuildImage
  • Start docker-compose demo.

      docker-compose up -d
  • List containers and check if all are Up.

    docker-compose ps   
    #                    Name                                  Command                  State                                      Ports                               
    # -----------------------------------------------------------------------------------------------------------------------------------------------------------------
    # kafka-statestore-monitoring_fast-data-dev_1   /usr/bin/dumb-init -- /usr ...   Up             0.0.0.0:8081->8081/tcp, 0.0.0.0:8082->8082/tcp, 3031/tcp,                                                                    
    # kafka-statestore-monitoring_zipkin_1          start-zipkin                     Up (healthy)   9410/tcp, 0.0.0.0:9411->9411/tcp                                   
    # kafka-stream-demo-app                         /cnb/process/web                 Up             0.0.0.0:8080->8080/tcp                                             
  • Follow logs of demo-app.

    docker-compose logs -f kafka-stream-demo-app
  • Produce dummy messages to add some data to state store.

    # start kafka console producer
    docker-compose exec fast-data-dev kafka-console-producer --broker-list fast-data-dev:9092 --topic words
    
    # sample logs from 'demo-app'
    # kafka-stream-demo-app    | 2021-04-10 14:17:18.708  INFO [hello-world,,] 1 --- [-StreamThread-1] c.rbiedrawa.app.words.WordCountKStream   : Received word: hello world
    # kafka-stream-demo-app    | 2021-04-10 14:17:21.312  INFO [hello-world,,] 1 --- [-StreamThread-1] c.rbiedrawa.app.words.WordCountKStream   : Received word: test test1
  • Restart demo-app to trigger state store restoration.

    docker-compose restart kafka-stream-demo-app
  • View demo-app logs, StateRestoreListener should print some metrics, below sample output:

    kafka-stream-demo-app    | 2021-04-10 14:21:00.603  INFO [hello-world,,] 1 --- [-StreamThread-1] c.r.a.kafka.ZipkinStateRestoreListener   : Started restoration of WordCounts partition 0 total records to be restored 6
    kafka-stream-demo-app    | 2021-04-10 14:21:00.604  INFO [hello-world,,] 1 --- [-StreamThread-1] c.r.a.kafka.ZipkinStateRestoreListener   : Started restoration of WordCounts partition 5 total records to be restored 1
    kafka-stream-demo-app    | 2021-04-10 14:21:00.854  INFO [hello-world,,] 1 --- [-StreamThread-1] c.r.a.kafka.ZipkinStateRestoreListener   : Restored batch 1 for WordCounts partition 5 
    kafka-stream-demo-app    | 2021-04-10 14:21:00.856  INFO [hello-world,,] 1 --- [-StreamThread-1] c.r.a.kafka.ZipkinStateRestoreListener   : Restoration complete for WordCounts partition 5 totalRestoredRecords: 1 totalTime: 251
    kafka-stream-demo-app    | 2021-04-10 14:21:01.011  INFO [hello-world,,] 1 --- [-StreamThread-1] c.r.a.kafka.ZipkinStateRestoreListener   : Restoration complete for WordCounts partition 0 totalRestoredRecords: 6 totalTime: 406
  • Open your web browser and go to Zipkin dashboard page.

  • Use tagQuery=state-restore to filter only state-restore traces. zipkin-search-by-tagQuery.png

  • Click SHOW button to see more details. zipkin-monitoring-view.png

  • Stop docker compose.

    docker-compose down -v

References

License

Distributed under the MIT License. See LICENSE for more information.