Refactor timestamp handling in CoreScouter workflow by updating to DATETIME_FORMAT_WITH_TZ, ensuring consistency with recent changes in datetime management.
Enhance timestamp handling in Redis and CoreScouter workflows by updating to DATETIME_FORMAT_MS_WITH_TZ. Modify tests to reflect new timestamp format, ensuring consistency across data structures and improving overall datetime management.
Refactor Redis activity to utilize the new 'now' function for timestamp generation, ensuring consistency with updated datetime handling. This change replaces the direct use of 'datetime.now()' with 'now()' from the temporal constants.
Update sientia-dataops-library version to 1.4.3 and refactor timestamp handling in MongoDB and Redis activities to use DATETIME_FORMAT constants for improved consistency. Enhance unit tests to reflect these changes.
Update requirements and core scouter workflow: comment out old dataops library dependency, change default namespace in worker.py, and enhance timestamp handling in core_scouter.py with DATETIME_FORMAT.
Refactor logging in worker.py to use custom_info and custom_error methods, enhancing log metadata with pod and workflow details for improved observability.
Enhance logging in Gates, MongoDB, and Redis activities by replacing debug statements with info level logs, improving observability of data processing steps. Update worker configuration to adjust concurrency settings and enable autoscaling for task polling.
Update dependencies and improve observability by changing logger imports. Bump sientia-dataops-library version to 1.4.1 and update image tag to 0.4.2 in values.yaml.
Enable SDK metrics service in values.yaml and update worker.py to initialize SDK metrics server with Prometheus configuration, enhancing observability of the application.
Update image tag to 0.4.0 in values.yaml, modify GITHUB_BRANCH for SIENTIAPDE-1169, and enhance Redis activity to handle model tags for improved data retention.
Update requirements for sientia-dataops-library to version 1.3.7, add ServiceMonitor configuration for Prometheus in values.yaml, and refactor pod_id usage in Gates and Redis activities for improved consistency in metric tracking.
SIENTIAPDE-1174 Add pod_id initialization in Activities class and update Scouter to reference it for improved consistency in environment variable handling.
Update replica count in values.yaml, add application status metrics in metrics.py, and implement Prometheus server in worker.py for enhanced observability.
Update sonar-project.properties to exclude worker.py from coverage, enhance error handling in worker.py, and add new tests for error scenarios in test_redis.py and test_mongo.py.
Implement store_data_package method in Redis activity for debug data storage. Update CoreScouter workflow to conditionally call store_data_package based on debug flag. Enhance tests for store_data_package functionality and error handling.
Enhance Gates and Redis activities by adding metadata parameter to apply_aggregation and notification methods. Refactor notification handling to use send_notification for improved consistency. Update tests to reflect changes in notification method calls and ensure proper functionality with new metadata integration.
Refactor Activities class to remove Kafka and Druid dependencies, simplifying initialization. Update values.yaml to set replica count to 1 for reduced resource usage. Adjust Redis activity to set TTL to None for better data retention. Remove unused Kafka and Druid activity files and their associated tests, streamlining the codebase.
Refactor Scouter workflow to update data loading method, changing from load_latest_druid_data to load_latest_data. Adjusted parameters for consistency in collection naming and improved clarity in data retrieval process.
Update Druid configuration in values.yaml to change port from 8081 to 8888. Refactor pydruid.py to use druid_engine for SQLAlchemy connections, enhancing clarity and consistency in data loading operations.
Update Druid activity to handle None values for last data timestamp, ensuring default timestamp is set to epoch start. Enhance data loading debug logging for improved traceability.
Enhance Druid activity by adding configuration for Druid host and port in values.yaml. Refactor data loading logic to utilize SQLAlchemy for querying Druid, improving query efficiency and readability. Update timestamp handling to streamline data retrieval process.
Update Druid activity to handle None values for last data timestamp, ensuring robust date parsing. Bump image tag in values.yaml to 0.2.3 for version consistency.
Integrate Druid activity into the Activities class, adding support for Druid configuration and initialization. Update worker and connectors configuration to accommodate Druid, enhancing data processing capabilities.
Update MongoDB activity to format 'inserted_at' timestamps as strings in the format 'YYYY-MM-DD HH:MM:SS.ssssss', improving readability of timestamp data.
