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[Task]: Improve the schema support #34672

Description

@liferoad

What needs to happen?

See the discussions here: https://docs.google.com/document/d/1KfTMok67-bZBUcCCYeHkdktyQZ6arWQJEPMc-4hUrX0/edit?disco=AAABhaO_SVo

Issue Priority

Priority: 2 (default / most normal work should be filed as P2)

Issue Components

  • Component: Python SDK
  • Component: Java SDK
  • Component: Go SDK
  • Component: Typescript SDK
  • Component: IO connector
  • Component: Beam YAML
  • Component: Beam examples
  • Component: Beam playground
  • Component: Beam katas
  • Component: Website
  • Component: Infrastructure
  • Component: Spark Runner
  • Component: Flink Runner
  • Component: Samza Runner
  • Component: Twister2 Runner
  • Component: Hazelcast Jet Runner
  • Component: Google Cloud Dataflow Runner

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