
Grace Wehner engineered and maintained core observability and deployment features for the Azure/prometheus-collector repository over 14 months, delivering 27 features and resolving 15 bugs. She focused on CI/CD automation, release governance, and cross-cloud compatibility, implementing dynamic pipelines and Helm-based deployment strategies to streamline multi-region releases. Using Go, YAML, and Docker, Grace modernized telemetry stacks, improved test reliability, and enhanced security through build automation and configuration management. Her work addressed operational risks by refining authentication flows, stabilizing integration tests, and aligning with evolving Azure and Kubernetes standards, resulting in a robust, maintainable backend that supports scalable, secure monitoring deployments.

January 2026: Focused on reliability and security improvements in Azure/prometheus-collector. Delivered a critical bug fix addressing proxy authentication handling: basic auth passwords are no longer base64-encoded; proxy settings were aligned with the logs addon to ensure mdsd reliably recognizes credentials. This fix reduces authentication failures and configuration drift in deployments using basic authentication, enhancing stability of metrics collection.
January 2026: Focused on reliability and security improvements in Azure/prometheus-collector. Delivered a critical bug fix addressing proxy authentication handling: basic auth passwords are no longer base64-encoded; proxy settings were aligned with the logs addon to ensure mdsd reliably recognizes credentials. This fix reduces authentication failures and configuration drift in deployments using basic authentication, enhancing stability of metrics collection.
Delivered the Arc Release Train API Usage Fix for the Azure/prometheus-collector, updating internal documentation and simplifying release train parameters to enable more flexible and reliable release management. This work reduces release friction, mitigates misconfigurations, and improves onboarding for developers.
Delivered the Arc Release Train API Usage Fix for the Azure/prometheus-collector, updating internal documentation and simplifying release train parameters to enable more flexible and reliable release management. This work reduces release friction, mitigates misconfigurations, and improves onboarding for developers.
Month: 2025-10 — Azure/prometheus-collector monthly summary focusing on business value and technical achievements. Key features delivered: - CI/CD Pipeline Reliability and Quality Improvements: Robust test failure handling, improved release deployment, explicit test failure signaling, and enhanced test result reporting. Production deployment strategy refinements and configuration test updates to improve reporting accuracy. Major bugs fixed: - Tests and release-related fixes, including helm lint and dry-run checks for PRs, ARC fixes, and build improvements. Overall impact and accomplishments: - More reliable release cycles with faster feedback loops and improved reporting accuracy, enabling safer production deployments and quicker triage. Technologies/skills demonstrated: - CI/CD tooling and release engineering, Helm and Kubernetes deployment strategies, test automation and reporting, build and PR validation practices. Top 3-5 achievements: 1) CI/CD Pipeline Reliability and Quality Improvements delivered for Azure/prometheus-collector, with robust test failure handling, improved release deployment, explicit test failure signaling, and enhanced test result reporting (commits: c1e9835750cb30352aa61cf653a2deabca478123; cd5b72077f45c7b42d7dd8eacafe3aa0a8845e4b). 2) PR validation and Helm-related fixes: lint+dry-run checks for PRs, ARC fixes, and build fixes (commit cd5b72077f45c7b42d7dd8eacafe3aa0a8845e4b). 3) Production deployment strategy refinements and configuration test updates to improve reporting accuracy. 4) Improved test result reporting leading to faster triage and safer releases.
Month: 2025-10 — Azure/prometheus-collector monthly summary focusing on business value and technical achievements. Key features delivered: - CI/CD Pipeline Reliability and Quality Improvements: Robust test failure handling, improved release deployment, explicit test failure signaling, and enhanced test result reporting. Production deployment strategy refinements and configuration test updates to improve reporting accuracy. Major bugs fixed: - Tests and release-related fixes, including helm lint and dry-run checks for PRs, ARC fixes, and build improvements. Overall impact and accomplishments: - More reliable release cycles with faster feedback loops and improved reporting accuracy, enabling safer production deployments and quicker triage. Technologies/skills demonstrated: - CI/CD tooling and release engineering, Helm and Kubernetes deployment strategies, test automation and reporting, build and PR validation practices. Top 3-5 achievements: 1) CI/CD Pipeline Reliability and Quality Improvements delivered for Azure/prometheus-collector, with robust test failure handling, improved release deployment, explicit test failure signaling, and enhanced test result reporting (commits: c1e9835750cb30352aa61cf653a2deabca478123; cd5b72077f45c7b42d7dd8eacafe3aa0a8845e4b). 2) PR validation and Helm-related fixes: lint+dry-run checks for PRs, ARC fixes, and build fixes (commit cd5b72077f45c7b42d7dd8eacafe3aa0a8845e4b). 3) Production deployment strategy refinements and configuration test updates to improve reporting accuracy. 4) Improved test result reporting leading to faster triage and safer releases.
September 2025 monthly summary for Azure/prometheus-collector focused on delivering cloud-specific improvements, stabilizing CI/CD, and aligning deployments with AKS/Resource Provider changes. Highlights include new Azurebleucloud environment support in the OpenTelemetry Collector, CI/CD and Retina/version handling improvements, test reliability enhancements, and patching Helm charts and chart installation contexts for Arc and AKS RP compatibility.
September 2025 monthly summary for Azure/prometheus-collector focused on delivering cloud-specific improvements, stabilizing CI/CD, and aligning deployments with AKS/Resource Provider changes. Highlights include new Azurebleucloud environment support in the OpenTelemetry Collector, CI/CD and Retina/version handling improvements, test reliability enhancements, and patching Helm charts and chart installation contexts for Arc and AKS RP compatibility.
August 2025 (Azure/prometheus-collector) monthly summary: Delivered substantial CI/CD and release automation improvements, multi-cloud release readiness, and reliability fixes that directly enhance deployment velocity, cross-cloud consistency, and system stability. Key work spanned pipeline enhancements, OneBranch-based release modernization, and targeted bug fixes across pipelines and configuration handling, underpinning faster, safer releases and improved observability.
August 2025 (Azure/prometheus-collector) monthly summary: Delivered substantial CI/CD and release automation improvements, multi-cloud release readiness, and reliability fixes that directly enhance deployment velocity, cross-cloud consistency, and system stability. Key work spanned pipeline enhancements, OneBranch-based release modernization, and targeted bug fixes across pipelines and configuration handling, underpinning faster, safer releases and improved observability.
July 2025 monthly summary for Azure/prometheus-collector: Delivered end-to-end upgrade automation for the OpenTelemetry Collector, enhanced testing labeling and configuration for Arc/OTLP, and hardened the build/scan pipelines. This work enabled faster releases, improved test fidelity, and clearer release documentation. Demonstrated proficiency in CI/CD orchestration, Go tooling (Go 1.24), test infrastructure, and release engineering.
July 2025 monthly summary for Azure/prometheus-collector: Delivered end-to-end upgrade automation for the OpenTelemetry Collector, enhanced testing labeling and configuration for Arc/OTLP, and hardened the build/scan pipelines. This work enabled faster releases, improved test fidelity, and clearer release documentation. Demonstrated proficiency in CI/CD orchestration, Go tooling (Go 1.24), test infrastructure, and release engineering.
June 2025 performance summary: Delivered targeted feature control for the Prometheus receiver to mitigate high CPU usage, stabilized Azure Prometheus integration tests, and advanced release readiness for Azure Monitor Metrics on AKS clusters. These efforts improved runtime efficiency, test reliability, and deployment processes across two key repositories.
June 2025 performance summary: Delivered targeted feature control for the Prometheus receiver to mitigate high CPU usage, stabilized Azure Prometheus integration tests, and advanced release readiness for Azure Monitor Metrics on AKS clusters. These efforts improved runtime efficiency, test reliability, and deployment processes across two key repositories.
May 2025 monthly summary for Azure/prometheus-collector: Delivered observability, build governance, and CI/CD improvements with measurable business impact. Upgraded telemetry stack to OpenTelemetry Collector 0.123.0 and Prometheus Collector 6.17.0, aligning pipelines with the 1ES build system to enhance monitoring and observability. Migrated the build pipeline to a governed template to standardize processes across the project. Improved build pipeline signature handling to reduce false positives and maintain security posture. Fixed Prometheus metrics endpoint routing to ensure reliable integration with OpenTelemetry collector. Enhanced image push reliability with verbose logging, version checks, and retry logic to improve traceability and deploy reliability. Introduced a dedicated OpenTelemetry CI/CD cluster in Azure Pipelines to improve test coverage and integration stability. Refreshed release process and pipeline settings to streamline production flags and Helm installer upgrades.
May 2025 monthly summary for Azure/prometheus-collector: Delivered observability, build governance, and CI/CD improvements with measurable business impact. Upgraded telemetry stack to OpenTelemetry Collector 0.123.0 and Prometheus Collector 6.17.0, aligning pipelines with the 1ES build system to enhance monitoring and observability. Migrated the build pipeline to a governed template to standardize processes across the project. Improved build pipeline signature handling to reduce false positives and maintain security posture. Fixed Prometheus metrics endpoint routing to ensure reliable integration with OpenTelemetry collector. Enhanced image push reliability with verbose logging, version checks, and retry logic to improve traceability and deploy reliability. Introduced a dedicated OpenTelemetry CI/CD cluster in Azure Pipelines to improve test coverage and integration stability. Refreshed release process and pipeline settings to streamline production flags and Helm installer upgrades.
April 2025 monthly summary for Azure/prometheus-collector focusing on business value and key technical achievements. The month delivered stability and automation improvements to the CI/CD pipeline, introduced observability and deployment enhancements through Retina Helm chart integration, and aligned Windows image handling to reduce test failures and deployment risk. Overall, these changes reduced release risk, accelerated delivery cycles, and improved cross-platform reliability.
April 2025 monthly summary for Azure/prometheus-collector focusing on business value and key technical achievements. The month delivered stability and automation improvements to the CI/CD pipeline, introduced observability and deployment enhancements through Retina Helm chart integration, and aligned Windows image handling to reduce test failures and deployment risk. Overall, these changes reduced release risk, accelerated delivery cycles, and improved cross-platform reliability.
March 2025 performance highlights across two repositories focused on governance, stability, and observability. Key features delivered include the Governed Release Pipeline Configuration for Azure, enabling staged releases with image pushing, artifact validation, code signing validation, and multi-region deployments with monitoring. Major bugs fixed include: (1) Build pipeline tag truncation fix for multi-arch builds to accommodate -arm and -amd suffixes with an updated Docker manifest, and (2) test environment Prometheus client library alignment by aligning the version with the main otelcollector and updating go.mod/go.sum. Additionally, a new Prometheus API Server for Receiver Debugging was added to open-telemetry/opentelemetry-collector-contrib to streamline inspection and troubleshooting of the receiver’s operational state. Overall impact includes reduced release risk, improved deployment consistency, stabilized test environments, and enhanced observability and troubleshooting capabilities. Technologies and skills demonstrated span Azure DevOps pipelines, Go module management, Docker multi-arch workflows, code signing validation, monitoring integration, and Prometheus API server implementation for improved operational visibility.
March 2025 performance highlights across two repositories focused on governance, stability, and observability. Key features delivered include the Governed Release Pipeline Configuration for Azure, enabling staged releases with image pushing, artifact validation, code signing validation, and multi-region deployments with monitoring. Major bugs fixed include: (1) Build pipeline tag truncation fix for multi-arch builds to accommodate -arm and -amd suffixes with an updated Docker manifest, and (2) test environment Prometheus client library alignment by aligning the version with the main otelcollector and updating go.mod/go.sum. Additionally, a new Prometheus API Server for Receiver Debugging was added to open-telemetry/opentelemetry-collector-contrib to streamline inspection and troubleshooting of the receiver’s operational state. Overall impact includes reduced release risk, improved deployment consistency, stabilized test environments, and enhanced observability and troubleshooting capabilities. Technologies and skills demonstrated span Azure DevOps pipelines, Go module management, Docker multi-arch workflows, code signing validation, monitoring integration, and Prometheus API server implementation for improved operational visibility.
February 2025 – Azure/prometheus-collector Key features delivered: - Prometheus metrics testing improvements and stability (commits: 902617e05d2a7c495c922f4e03870f34016bdb45; ecd8086c57e234bf0465dd82dbfb2f34ee3475f1): Enhanced Prometheus metrics testing by adding test cases for handling dollar signs in labels and external labels; fixed a breaking change in Prometheus UI test configuration loading to ensure tests run reliably across Windows nodes and across Kubernetes resource types (PodMonitor, ServiceMonitor). - CI/CD pipeline and testing tooling upgrades (commits: 5ade27d1c31c4e52b1bbe1c4ea5eb04427cf9860; 1a8f8b757498d14869ab3ded6971e8d8e8024b46): Upgraded CI/CD tooling, enabling Arc conformance image builds with a GoLang version build argument, updated Testkube and Golang versions in CI/test packages, and refreshed documentation on viewing test results and dependency upgrades. - Telemetry stack modernization: Fluent Bit replacement (commit: e050670439223b157603e1c39fe20585faad0718): Replaced Telegraf with Fluent Bit across Linux and Windows, upgraded Fluent Bit versions, removed Telegraf dependencies, and reconfigured telemetry collection to use Fluent Bit's Prometheus scrape and metrics selector processors; aligned build pipelines and configs. Major bugs fixed: - Resolved breaking changes in Prometheus UI test configuration loading that intermittently affected test reliability across environments; ensured consistent test execution on Windows nodes and diverse Kubernetes resources (PodMonitor, ServiceMonitor). Overall impact and accomplishments: - Significantly improved test reliability and coverage for Prometheus metrics, stabilized cross-platform CI/CD pipelines, and modernized telemetry infrastructure to a Fluent Bit-based stack. These changes reduce operational risk, accelerate feedback loops, and enable scalable monitoring deployments across heterogeneous environments. Technologies/skills demonstrated: - Prometheus/PromQL testing, Kubernetes resource types (PodMonitor, ServiceMonitor), Windows/Kubernetes testing, GoLang, Arc conformance pipeline, Testkube, Fluent Bit, Telegraf deprecation, CI/CD tooling and build configuration, documentation updates.
February 2025 – Azure/prometheus-collector Key features delivered: - Prometheus metrics testing improvements and stability (commits: 902617e05d2a7c495c922f4e03870f34016bdb45; ecd8086c57e234bf0465dd82dbfb2f34ee3475f1): Enhanced Prometheus metrics testing by adding test cases for handling dollar signs in labels and external labels; fixed a breaking change in Prometheus UI test configuration loading to ensure tests run reliably across Windows nodes and across Kubernetes resource types (PodMonitor, ServiceMonitor). - CI/CD pipeline and testing tooling upgrades (commits: 5ade27d1c31c4e52b1bbe1c4ea5eb04427cf9860; 1a8f8b757498d14869ab3ded6971e8d8e8024b46): Upgraded CI/CD tooling, enabling Arc conformance image builds with a GoLang version build argument, updated Testkube and Golang versions in CI/test packages, and refreshed documentation on viewing test results and dependency upgrades. - Telemetry stack modernization: Fluent Bit replacement (commit: e050670439223b157603e1c39fe20585faad0718): Replaced Telegraf with Fluent Bit across Linux and Windows, upgraded Fluent Bit versions, removed Telegraf dependencies, and reconfigured telemetry collection to use Fluent Bit's Prometheus scrape and metrics selector processors; aligned build pipelines and configs. Major bugs fixed: - Resolved breaking changes in Prometheus UI test configuration loading that intermittently affected test reliability across environments; ensured consistent test execution on Windows nodes and diverse Kubernetes resources (PodMonitor, ServiceMonitor). Overall impact and accomplishments: - Significantly improved test reliability and coverage for Prometheus metrics, stabilized cross-platform CI/CD pipelines, and modernized telemetry infrastructure to a Fluent Bit-based stack. These changes reduce operational risk, accelerate feedback loops, and enable scalable monitoring deployments across heterogeneous environments. Technologies/skills demonstrated: - Prometheus/PromQL testing, Kubernetes resource types (PodMonitor, ServiceMonitor), Windows/Kubernetes testing, GoLang, Arc conformance pipeline, Testkube, Fluent Bit, Telegraf deprecation, CI/CD tooling and build configuration, documentation updates.
January 2025 monthly summary for Azure/prometheus-collector: Delivered two high-impact changes focused on security, reliability, and user experience. Key features delivered: (1) Update Dockerfiles to use new Azure Linux base images for builds (Go and Python reference apps), strengthening security posture and keeping base OS current. (2) Improve AMA metrics configuration documentation for namespace regex filtering, reducing misconfigurations and improving metrics collection accuracy. No critical defects reported; the month prioritized proactive improvements to builds and docs. Overall impact: enhanced security and maintainability, clearer user guidance, and improved deployment reliability, setting the stage for safer releases and easier onboarding. Technologies/skills demonstrated: Dockerfile build optimization, base image management, Prometheus AMA metrics integration, YAML/configuration documentation, and cross-team collaboration.
January 2025 monthly summary for Azure/prometheus-collector: Delivered two high-impact changes focused on security, reliability, and user experience. Key features delivered: (1) Update Dockerfiles to use new Azure Linux base images for builds (Go and Python reference apps), strengthening security posture and keeping base OS current. (2) Improve AMA metrics configuration documentation for namespace regex filtering, reducing misconfigurations and improving metrics collection accuracy. No critical defects reported; the month prioritized proactive improvements to builds and docs. Overall impact: enhanced security and maintainability, clearer user guidance, and improved deployment reliability, setting the stage for safer releases and easier onboarding. Technologies/skills demonstrated: Dockerfile build optimization, base image management, Prometheus AMA metrics integration, YAML/configuration documentation, and cross-team collaboration.
Concise monthly summary for 2024-12 focused on the Azure/prometheus-collector repo. Highlights include the delivery of Arc environment configurability for the Azure Monitor Metrics addon, with enhanced overrides for cluster distribution and cloud environment, plus CA certificate directory mounting controls to improve compatibility in Arc-enabled Kubernetes clusters. The work aligns with GA readiness and strengthens observability coverage across Arc deployments.
Concise monthly summary for 2024-12 focused on the Azure/prometheus-collector repo. Highlights include the delivery of Arc environment configurability for the Azure Monitor Metrics addon, with enhanced overrides for cluster distribution and cloud environment, plus CA certificate directory mounting controls to improve compatibility in Arc-enabled Kubernetes clusters. The work aligns with GA readiness and strengthens observability coverage across Arc deployments.
In November 2024, the Azure/prometheus-collector work focused on feature delivery and release readiness for improved observability and security. Key changes were implemented in AcStor Scrape Config Support and Arc Extension Chart upgrades, with related image upgrades and CVE/security/runtime component updates documented for the release.
In November 2024, the Azure/prometheus-collector work focused on feature delivery and release readiness for improved observability and security. Key changes were implemented in AcStor Scrape Config Support and Arc Extension Chart upgrades, with related image upgrades and CVE/security/runtime component updates documented for the release.
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