
Mike Goldsmith engineered robust observability and telemetry solutions across the honeycombio/hpsf and honeycombio/refinery repositories, focusing on scalable configuration, privacy, and data processing. He developed core features such as redaction processors, per-signal OpenTelemetry transforms, and automated validation pipelines, leveraging Go, YAML, and Docker to ensure reliability and maintainability. His work included CLI migration tools, Helm chart automation, and integration of memory management at the ingestion layer, addressing both operational efficiency and privacy requirements. By emphasizing automated testing, schema validation, and release readiness, Mike delivered deeply integrated backend systems that improved deployment safety, configurability, and long-term maintainability for cloud-native environments.
April 2026: Deprecated legacy HTP Helm charts in honeycombio/helm-charts and removed related chart directories, directing users to the newer htp-bindplane chart. This change reduces maintenance overhead, eliminates publishing of outdated charts, and clarifies product direction. Validation was performed through CI/chart release workflows to ensure no new HTP chart publications.
April 2026: Deprecated legacy HTP Helm charts in honeycombio/helm-charts and removed related chart directories, directing users to the newer htp-bindplane chart. This change reduces maintenance overhead, eliminates publishing of outdated charts, and clarifies product direction. Validation was performed through CI/chart release workflows to ensure no new HTP chart publications.
March 2026 — Cross-repo delivery across five repos focusing on configuration, metrics, governance, and maintenance. Key features delivered include: - open-telemetry/opentelemetry-specification: Language-specific prefixes in environment variable substitution to enable per-language config sources beyond env:. Commits dd748a6eeb3557d9e348bb2a5aa03fc10068e45c (plus changelog/doc updates). - open-telemetry/opentelemetry-java: Histogram bucket configuration with min/max controls and supporting SDK classes/methods. Commits 90b52af608e41abfa44ff4687f3a01fad22cc2ea. - alibaba/loongsuite-python-agent: GitHub Action to auto-mark stale PRs after 14 days of inactivity to improve workflow efficiency. Commit b865493be8064b6a43e9a0f97e1b982bba8c7865. - honeycombio/refinery: Governance cleanup and alignment — removed add-to-project workflow and updated Dependabot config to reflect renamed team; PR reviews still required via CODEOWNERS. Commits 4da651db160f6ee3f2420276dd6ec3c299888342 and a4dec74562a0c570984270ea9006221e8bf1e039. - honeycombio/helm-charts: Maintainer email updated to opensource@honeycomb.io in HTP charts. Commit 3ad7a45300197e61e694c1721b0d4c497c5d44b5. Major bugs fixed: - Maintainer contact updated in helm charts to reflect current support channel, ensuring uninterrupted assistance. No other critical bugs were reported this month; the focus was on governance and maintenance improvements as well as feature delivery. Overall impact and accomplishments: - Reduced configuration friction across languages and improved interoperability for environment-based config sources. - Enhanced observability metrics configuration with configurable histogram buckets, enabling more accurate data aggregation and cost-effective monitoring. - Improved PR workflow efficiency and governance, simplifying project ownership and aligning dependencies with team changes. - Maintained clear communication channels through updated maintainer information, ensuring ongoing support. Technologies/skills demonstrated: - Cross-repo coordination, specification design, and documentation updates. - SDK configuration patterns and metrics instrumentation in Java. - CI/CD governance with GitHub Actions, Dependabot configuration, and CODEOWNERS-based reviews. - Helm chart maintenance and external communications (maintainer updates).
March 2026 — Cross-repo delivery across five repos focusing on configuration, metrics, governance, and maintenance. Key features delivered include: - open-telemetry/opentelemetry-specification: Language-specific prefixes in environment variable substitution to enable per-language config sources beyond env:. Commits dd748a6eeb3557d9e348bb2a5aa03fc10068e45c (plus changelog/doc updates). - open-telemetry/opentelemetry-java: Histogram bucket configuration with min/max controls and supporting SDK classes/methods. Commits 90b52af608e41abfa44ff4687f3a01fad22cc2ea. - alibaba/loongsuite-python-agent: GitHub Action to auto-mark stale PRs after 14 days of inactivity to improve workflow efficiency. Commit b865493be8064b6a43e9a0f97e1b982bba8c7865. - honeycombio/refinery: Governance cleanup and alignment — removed add-to-project workflow and updated Dependabot config to reflect renamed team; PR reviews still required via CODEOWNERS. Commits 4da651db160f6ee3f2420276dd6ec3c299888342 and a4dec74562a0c570984270ea9006221e8bf1e039. - honeycombio/helm-charts: Maintainer email updated to opensource@honeycomb.io in HTP charts. Commit 3ad7a45300197e61e694c1721b0d4c497c5d44b5. Major bugs fixed: - Maintainer contact updated in helm charts to reflect current support channel, ensuring uninterrupted assistance. No other critical bugs were reported this month; the focus was on governance and maintenance improvements as well as feature delivery. Overall impact and accomplishments: - Reduced configuration friction across languages and improved interoperability for environment-based config sources. - Enhanced observability metrics configuration with configurable histogram buckets, enabling more accurate data aggregation and cost-effective monitoring. - Improved PR workflow efficiency and governance, simplifying project ownership and aligning dependencies with team changes. - Maintained clear communication channels through updated maintainer information, ensuring ongoing support. Technologies/skills demonstrated: - Cross-repo coordination, specification design, and documentation updates. - SDK configuration patterns and metrics instrumentation in Java. - CI/CD governance with GitHub Actions, Dependabot configuration, and CODEOWNERS-based reviews. - Helm chart maintenance and external communications (maintainer updates).
February 2026: Delivered significant declarative configuration improvements for the OpenTelemetry Java SDK and updated branding for Artifact Hub charts. Key outcomes include performance optimizations, enhanced configurability, dynamic system property support, and improved usability through warnings and documentation. These changes reduce configuration errors, accelerate startup, and improve brand consistency in distribution channels.
February 2026: Delivered significant declarative configuration improvements for the OpenTelemetry Java SDK and updated branding for Artifact Hub charts. Key outcomes include performance optimizations, enhanced configurability, dynamic system property support, and improved usability through warnings and documentation. These changes reduce configuration errors, accelerate startup, and improve brand consistency in distribution channels.
January 2026 performance summary for honeycombio/hpsf. The month focused on delivering high-value features, stability improvements, and architectural enhancements that improve reliability, scalability, and business value across symbolication, rule processing, tracing, memory management, redaction, and component organization.
January 2026 performance summary for honeycombio/hpsf. The month focused on delivering high-value features, stability improvements, and architectural enhancements that improve reliability, scalability, and business value across symbolication, rule processing, tracing, memory management, redaction, and component organization.
December 2025 performance summary: Implemented per-signal OpenTelemetry Transform and Filter capabilities, expanded data extraction with JSON attribute parsers, enhanced string-condition logic, and improved onboarding with automatic ingest-key generation in Helm charts. Also cleaned up deprecated components to reduce maintenance overhead. These deliverables increased data fidelity, processing flexibility, and operational efficiency across honeycombio/hpsf and helm-charts deployments, delivering measurable business value in observability.
December 2025 performance summary: Implemented per-signal OpenTelemetry Transform and Filter capabilities, expanded data extraction with JSON attribute parsers, enhanced string-condition logic, and improved onboarding with automatic ingest-key generation in Helm charts. Also cleaned up deprecated components to reduce maintenance overhead. These deliverables increased data fidelity, processing flexibility, and operational efficiency across honeycombio/hpsf and helm-charts deployments, delivering measurable business value in observability.
November 2025 focused on delivering robust metadata capabilities for HPSF components and clarifying telemetry behavior in exporter docs, with targeted testing to improve auditing, stability, and UX. Key work spanned new versioning support, optional display names for component properties, schema validation enhancements, and documentation clarifications to reflect environment-scoped telemetry.
November 2025 focused on delivering robust metadata capabilities for HPSF components and clarifying telemetry behavior in exporter docs, with targeted testing to improve auditing, stability, and UX. Key work spanned new versioning support, optional display names for component properties, schema validation enhancements, and documentation clarifications to reflect environment-scoped telemetry.
October 2025 focused on strengthening observability reliability, enabling scalable data flows, and enabling a smoother migration path for refinery users. In honeycombio/hpsf, core features delivered include deterministic sampling for the default workflow template, introducing a sampler that routes traces and logs with a 100% sample rate before exporting, while metrics bypass sampling to preserve accuracy. A new refinery2hpsf CLI was added to convert Refinery-based sampling rules into HPSF workflows, with complete CLI, core conversion logic, tests, and documentation to streamline migrations. Release readiness work for v0.19.0 included version bumps, a changelog entry for the new feature, Go language upgrade to 1.25.3, and asdf tool-versions for automated Go version management. In honeycombio/refinery, a nil-pointer crash in OTLP data conversion was resolved by bumping Husky to v0.39.2, improving ingestion reliability. Overall, these efforts improved data quality, reliability, and migration paths, while aligning tooling and dependencies for the next release cycle.
October 2025 focused on strengthening observability reliability, enabling scalable data flows, and enabling a smoother migration path for refinery users. In honeycombio/hpsf, core features delivered include deterministic sampling for the default workflow template, introducing a sampler that routes traces and logs with a 100% sample rate before exporting, while metrics bypass sampling to preserve accuracy. A new refinery2hpsf CLI was added to convert Refinery-based sampling rules into HPSF workflows, with complete CLI, core conversion logic, tests, and documentation to streamline migrations. Release readiness work for v0.19.0 included version bumps, a changelog entry for the new feature, Go language upgrade to 1.25.3, and asdf tool-versions for automated Go version management. In honeycombio/refinery, a nil-pointer crash in OTLP data conversion was resolved by bumping Husky to v0.39.2, improving ingestion reliability. Overall, these efforts improved data quality, reliability, and migration paths, while aligning tooling and dependencies for the next release cycle.
September 2025 monthly summary for honeycombio/hpsf focusing on reliability, configurability, and measurable business value through new processing capabilities, improved defaults, and release readiness.
September 2025 monthly summary for honeycombio/hpsf focusing on reliability, configurability, and measurable business value through new processing capabilities, improved defaults, and release readiness.
June 2025 focused on delivering core privacy features and stabilizing the Redaction workflow in honeycombio/hpsf, delivering tangible business value through privacy-ready telemetry processing, improved configurability, and release readiness. Major work includes introducing the Redaction Processor core and port integration to redact sensitive telemetry attributes, stabilizing redaction validation and tests by allowing optional attributes and aligning pipeline names, enhancing the HoneycombExporter UX/API with subtype labels, improved Mode validation, and an APIPort parameter for correct endpoint construction; standardizing port naming across components to improve consistency and maintainability; and completing release readiness for 0.9.0 with version updates, changelog, and simplifications to samplers (removing the Environment property), plus a UI clarity improvement in StartSampling TLS labeling. Overall, these changes enhance privacy controls, configuration reliability, operational efficiency, and accelerate future feature delivery.
June 2025 focused on delivering core privacy features and stabilizing the Redaction workflow in honeycombio/hpsf, delivering tangible business value through privacy-ready telemetry processing, improved configurability, and release readiness. Major work includes introducing the Redaction Processor core and port integration to redact sensitive telemetry attributes, stabilizing redaction validation and tests by allowing optional attributes and aligning pipeline names, enhancing the HoneycombExporter UX/API with subtype labels, improved Mode validation, and an APIPort parameter for correct endpoint construction; standardizing port naming across components to improve consistency and maintainability; and completing release readiness for 0.9.0 with version updates, changelog, and simplifications to samplers (removing the Environment property), plus a UI clarity improvement in StartSampling TLS labeling. Overall, these changes enhance privacy controls, configuration reliability, operational efficiency, and accelerate future feature delivery.
In May 2025, delivered automated validation, dependency upgrades, and documentation improvements across honeycombio/hpsf and honeycombio/refinery to strengthen release confidence and deployment reliability. Implemented automated smoke testing for HPSF template-based configurations covering Refinery and Collector, enhanced the test harness (Makefile) to generate configurations, spin up Docker containers, and validate refinery startup; added a collector smoke test target; ensured EMA throughput template includes a default FieldList. In Refinery, upgraded OpenTelemetry-related dependencies (husky v0.36.0 and associated Go modules) and enabled parsing of OpenTelemetry Probability Sampling values. Documentation for datatype rules was improved with a valuetype: choice addition and regenerated rules markdown, with autogenerated markers to prevent manual edits. These changes collectively expand test coverage, reduce maintenance overhead, and improve deployment safety and observability integration.
In May 2025, delivered automated validation, dependency upgrades, and documentation improvements across honeycombio/hpsf and honeycombio/refinery to strengthen release confidence and deployment reliability. Implemented automated smoke testing for HPSF template-based configurations covering Refinery and Collector, enhanced the test harness (Makefile) to generate configurations, spin up Docker containers, and validate refinery startup; added a collector smoke test target; ensured EMA throughput template includes a default FieldList. In Refinery, upgraded OpenTelemetry-related dependencies (husky v0.36.0 and associated Go modules) and enabled parsing of OpenTelemetry Probability Sampling values. Documentation for datatype rules was improved with a valuetype: choice addition and regenerated rules markdown, with autogenerated markers to prevent manual edits. These changes collectively expand test coverage, reduce maintenance overhead, and improve deployment safety and observability integration.
April 2025 monthly summary for honeycomb developer work across hpsf, refinery, and helm-charts. Focused on delivering core features, stabilizing release readiness, and hardening the test suite to improve reliability and business value. The period yielded concrete feature deliveries, targeted bug fixes, and improvements to development workflows that reduce risk and accelerate customer value.
April 2025 monthly summary for honeycomb developer work across hpsf, refinery, and helm-charts. Focused on delivering core features, stabilizing release readiness, and hardening the test suite to improve reliability and business value. The period yielded concrete feature deliveries, targeted bug fixes, and improvements to development workflows that reduce risk and accelerate customer value.
March 2025 monthly summary across honeycombio/refinery, honeycombio/helm-charts, and honeycombio/hpsf focusing on delivering observability, reliability, and ready-to-use configurations that drive business value. Key features: bytes-per-event metric and DataSize refactor; chart version bump; HPSF default sampler and OpenTelemetry template; release prep for v0.2.0. Impact: improved monitoring, capacity planning, deployment consistency, and user onboarding.
March 2025 monthly summary across honeycombio/refinery, honeycombio/helm-charts, and honeycombio/hpsf focusing on delivering observability, reliability, and ready-to-use configurations that drive business value. Key features: bytes-per-event metric and DataSize refactor; chart version bump; HPSF default sampler and OpenTelemetry template; release prep for v0.2.0. Impact: improved monitoring, capacity planning, deployment consistency, and user onboarding.
Concise monthly summary for 2025-01 focusing on delivering a robust default HPSF configuration and expanding test coverage for the honeycombio/hpsf repository. No major bugs fixed this month.
Concise monthly summary for 2025-01 focusing on delivering a robust default HPSF configuration and expanding test coverage for the honeycombio/hpsf repository. No major bugs fixed this month.
December 2024 Monthly Summary focusing on business value and technical achievements across honeycombio/refinery and honeycombio/helm-charts. Highlights include delivered packaging and release readiness features, critical bug fixes that stabilized querying and metrics collection, and improvements that streamline release processes for faster time-to-value.
December 2024 Monthly Summary focusing on business value and technical achievements across honeycombio/refinery and honeycombio/helm-charts. Highlights include delivered packaging and release readiness features, critical bug fixes that stabilized querying and metrics collection, and improvements that streamline release processes for faster time-to-value.
In November 2024, refinery focused on strengthening observability, reliability, and configuration clarity with measurable improvements across telemetry, metrics, and CI stability. The work delivered lays a solid foundation for faster incident response, easier capacity planning, and smoother feature rollouts.
In November 2024, refinery focused on strengthening observability, reliability, and configuration clarity with measurable improvements across telemetry, metrics, and CI stability. The work delivered lays a solid foundation for faster incident response, easier capacity planning, and smoother feature rollouts.

Overview of all repositories you've contributed to across your timeline