
Emily S. enhanced distributed tracing and configuration management across several Elastic repositories, focusing on practical improvements for developer experience and system reliability. In elastic/elastic-agent, she implemented tail-based sampling for OpenTelemetry in the EDOT collector, introducing a latency-based policy and comprehensive configuration examples using Go and YAML. For elastic/logstash, Emily stabilized JVM options management and deprecated pipeline-level config.reload settings, ensuring consistent behavior for Java 17+ deployments. She also improved OpenTelemetry integration documentation in elastic/elasticsearch-java, clarifying span generation and configuration. Her work demonstrated depth in API design, observability, and documentation, addressing real-world deployment challenges with clear, maintainable solutions.

October 2025 focused on stabilizing configuration behavior and API cleanliness in elastic/logstash for Java 17+ deployments. Delivered code-level consistency for JVM options and deprecated pipeline-level config.reload.*, enabling cleaner migrations and reduced runtime drift.
October 2025 focused on stabilizing configuration behavior and API cleanliness in elastic/logstash for Java 17+ deployments. Delivered code-level consistency for JVM options and deprecated pipeline-level config.reload.*, enabling cleaner migrations and reduced runtime drift.
In Sep 2025, delivered tail-based sampling support for OpenTelemetry in the EDOT collector within the elastic/elastic-agent repo. Implemented a new tail-based sampling processor, integrated into the component list, updated configurations, and licensed the new dependency. Accompanied by documentation and configuration examples detailing a two-step trace pipeline setup and load balancing across collectors to improve trace analysis. Included a latency-based policy example (5000 ms to 10000 ms) reflected in docs and a sample gateway. This work enables more accurate tail sampling, reduces observation costs, and improves overall observability for distributed services. Major bugs fixed: none reported this month. Technologies used include OpenTelemetry, EDOT collector architecture, tail-based sampling, policy-based sampling, and documentation/config management for deployment-ready configs.
In Sep 2025, delivered tail-based sampling support for OpenTelemetry in the EDOT collector within the elastic/elastic-agent repo. Implemented a new tail-based sampling processor, integrated into the component list, updated configurations, and licensed the new dependency. Accompanied by documentation and configuration examples detailing a two-step trace pipeline setup and load balancing across collectors to improve trace analysis. Included a latency-based policy example (5000 ms to 10000 ms) reflected in docs and a sample gateway. This work enables more accurate tail sampling, reduces observation costs, and improves overall observability for distributed services. Major bugs fixed: none reported this month. Technologies used include OpenTelemetry, EDOT collector architecture, tail-based sampling, policy-based sampling, and documentation/config management for deployment-ready configs.
November 2024 monthly highlights for elastic/elasticsearch-java: focused on improving OpenTelemetry integration documentation for the Java API Client, enhancing developer observability and configuration clarity.
November 2024 monthly highlights for elastic/elasticsearch-java: focused on improving OpenTelemetry integration documentation for the Java API Client, enhancing developer observability and configuration clarity.
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