Update kcl_3x_deep-dive.md
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@ -65,7 +65,7 @@ KCL 3.x implements leader election using `DynamoDBLockClient` library ([GitHub l
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- 3) Claims leadership if the previous lock owner's heartbeat has expired, following a first-worker-wins model
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### **Leader failure handling in KCL 3.x**
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The `DynamoDBLockClient` library ([GitHub link](https://github.com/awslabs/amazon-dynamodb-lock-client/)) provides the core failure handling capabilities. It monitors and responds to various failure scenarios including network partitions, worker shutdowns, and overloaded workers. When a worker fails to maintain its heartbeat on the lock item, KCL 3.x automatically enables another worker to claim leadership.
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The `DynamoDBLockClient` library provides the core failure handling capabilities. It monitors and responds to various failure scenarios including network partitions, worker shutdowns, and overloaded workers. When a worker fails to maintain its heartbeat on the lock item, KCL 3.x automatically enables another worker to claim leadership.
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KCL 3.x extends the base failure handling with additional safeguards for critical operations such as lease assignments. If there are three consecutive failures in lease assignment by a leader ([GitHub code ref](https://github.com/awslabs/amazon-kinesis-client/blob/68a7a9bf53e03bd9177bbf2fd234aca103d7f5dc/amazon-kinesis-client/src/main/java/software/amazon/kinesis/coordinator/assignment/LeaseAssignmentManager.java#L81)), KCL 3.x detects and releases the leadership to enable other workers to take the leadership and perform lease assignments. This dual-layer failure handling mechanism ensures both infrastructure-level and application-level failures are handled effectively.
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