Shekhar Prasad Rajak created SPARK-54321:
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             Summary: Implementing Kafka 4.x Queue Semantics for Spark 
Streaming - Kafka Source
                 Key: SPARK-54321
                 URL: https://issues.apache.org/jira/browse/SPARK-54321
             Project: Spark
          Issue Type: New Feature
          Components: Connect
    Affects Versions: 4.0.0
            Reporter: Shekhar Prasad Rajak


I am initiating a discussion on adding support for Kafka 4.x queue semantics 
within Spark Streaming when using Kafka as a source. Kafka 4 introduces 
queue-like semantics with share groups, enabling multiple consumers to process 
records in parallel from a single partition with per-message acknowledgments 
and retries. This complements traditional Kafka consumer groups by offering 
more flexible and scalable event processing models, ideal for high-throughput, 
real-time data workloads.
Looking forward to your thoughts and engagement.

Dev thread with subject: "Discussion: Implementing Kafka 4.x Queue Semantics 
for Spark Streaming - Kafka Source"



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