durgaprasadml commented on issue #38616:
URL: https://github.com/apache/beam/issues/38616#issuecomment-4583001971

   Hi @junaiddshaukat, I’m interested in working on this issue and have started 
studying the existing Kafka Streams runner skeleton merged in #38534 along with 
the follow-up design discussion.
   
   I’ll first sync with the latest integration branch and review the Flink 
portable runner translation flow (FlinkStreamingPortablePipelineTranslator) to 
align the implementation patterns before starting work on the translation 
framework and Impulse translator.
   
   My plan is to focus on:
   
   * URN-based translator dispatch infrastructure
   * KafkaStreamsTranslationContext topology + PCollection mapping
   * ImpulseTranslator using the dedicated bootstrap-topic approach
   * TopologyTestDriver coverage for one-time Impulse emission and unsupported 
URN validation
   
   I’ll keep the implementation incremental and Beam-style compliant 
(nullness-clean, tests included, no unnecessary suppressions).


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