
7/24/2026
What this post added
Introduced a Shadow Testing stage into the Flink deployment pipeline. This involves deploying a parallel 'Shadow' Flink application alongside the 'Main' application. The Shadow application runs with `isShadow=true` and produces results to isolated sinks (e.g., dedicated Kafka topics, S3 buckets) and uses distinct consumer group IDs or server ID ranges to avoid interfering with the Main application. The deployment pipeline validates the Shadow application's stability for a configured period before proceeding with the Main application deployment. This significantly reduces downtime during deployment failures.