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Atlassian describes rebuilding its incident-detection platform using OpenTelemetry, Apache Kafka, and Apache Flink on Kubernetes, reducing the time required to turn events into metrics to less than 10 seconds and lowering operating costs by approximately 97%. However, the improvement did not eliminate coverage and false-alarm problems, nor the ingestion pipeline’s dependence on a single region.