
Worked on the opensearch-project/data-prepper repository to enhance observability for CloudWatch Logs sink by introducing three new classified error metrics, enabling more granular alerting and faster fault isolation. Leveraged Java and the AWS SDK to implement these metrics, focusing on AccessDenied, ResourceNotFound, and Throttled scenarios. Developed comprehensive integration tests using WireMock to validate metric accuracy across various failure conditions, which improved test coverage and reliability. Updated documentation to clearly describe the new monitoring capabilities, supporting better onboarding and governance. Refined error classification logic and improved test isolation using Gradle, contributing to more robust and maintainable backend development workflows.
June 2026 monthly summary for opensearch-project/data-prepper: CloudWatch Logs sink observability enhancements delivered targeted metrics, robust tests, and documentation updates to improve operator confidence and reduce incident response time. Focused on observability, reliability, and governance of log delivery pipelines.
June 2026 monthly summary for opensearch-project/data-prepper: CloudWatch Logs sink observability enhancements delivered targeted metrics, robust tests, and documentation updates to improve operator confidence and reduce incident response time. Focused on observability, reliability, and governance of log delivery pipelines.

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