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…ues for core services
…ements - Optimize MinIO `PutObject` memory usage by reducing default part size. - Extend Tiltfile with KEDA resource image paths, dependencies, and readiness updates.
… incident correlation, and threshold update tooling
…ndling - Dynamically configure Spark packages for Kafka, PostgreSQL, and user-defined extras. - Replace deprecated `startingTimestamp` and `endingTimestamp` with `startingOffsets` and `endingOffsets`. - Add timestamp filtering for more precise Kafka event processing.
…ndling - Dynamically configure Spark packages for Kafka, PostgreSQL, and user-defined extras. - Replace deprecated `startingTimestamp` and `endingTimestamp` with `startingOffsets` and `endingOffsets`. - Add timestamp filtering for more precise Kafka event processing.
…with resource dependencies
…idation - Introduce `smoke-test-phase11.sh` for verifying Flink dynamic threshold updates and Spark analytics workflows. - Enhance Flink threshold update and Kafka producer scripts with additional namespace and retry handling. - Ensure compatibility with Kafka-first configurations and seeded Spark jobs.
- Introduced predictive-scaler for dynamic replica management based on scaling forecasts from Postgres. - Integrated Kubernetes client-go for deployment patching. - Added configuration for scaling intervals, min/max replicas, and target namespace/deployment. - Enabled active forecast handling and reconciliation loop with error handling.
…ependencies - Introduced `predictive-scaler` Helm chart for Kubernetes-based predictive scaling. - Defined templates for deployment, role, rolebinding, service account, secrets, and configmaps. - Enabled configurable scaling with chart values for replicas, image properties, and resource requirements. - Integrated `predictive-scaler` as a dependency in the Chronos Helm chart with local and default values.
…llback - Introduced KEDA ScaledObject handling for predictive-scaler with dynamic client integration. - Added fallback to Deployment replica patching when ScaledObject is unavailable. - Updated Helm charts, RBAC roles, and configuration to support ScaledObject resource access and management.
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