openshift/hypershift
Dec 2024 – Jun 2026
18 Months active
Languages Used
GoYAMLBashShellgoyamlMakefileMarkdown
Technical Skills
Cloud InfrastructureGoGo DevelopmentKubernetesNetwork SecurityOperator Development
Mulham Raee
PROFILE
Mulham Raee
Over 18 months, contributed to the openshift/hypershift repository by building and evolving core control plane, networking, and monitoring features for multi-cloud Kubernetes environments. Delivered robust API-driven solutions for authentication, metrics forwarding, and service account token lifecycle management, while modernizing operator architecture and improving upgrade reliability. Leveraged Go, Kubernetes operator patterns, and YAML-driven configuration to implement secure OIDC authentication, dynamic ingress routing, and per-cluster monitoring APIs. Focused on automation, test-driven development, and cloud-native best practices, the work reduced operational risk, improved security posture, and enabled scalable, maintainable deployments across AWS and Azure, with comprehensive end-to-end and unit test coverage.
Overall Statistics
Feature vs Bugs
65%Features
Repository Contributions
163Total
Bugs
30
Commits
163
Features
56
Lines of code
1,945,584
Activity Months18
Work History
June 2026
14 Commits • 3 Features
Jun 1, 2026June 2026 Highlights for openshift/hypershift: Key features delivered - Monitoring API for hosted clusters: introduced spec.monitoring with MetricsForwarding and MetricsSet per cluster, enabling per-cluster monitoring configuration while preserving backward compatibility with the legacy EnableMetricsForwarding path. This establishes an API-first approach for metrics routing and visibility. (Commits cf87e5d4c9..., ea1eb172ac..., eafb10b96f7..., 170c140fa5f...) Major bugs fixed - Reconciliation reliability: reworked the hosted cluster reconcile loop into error-collecting blocks with aggregated reporting and observedGeneration tracking, reducing cascading failures and improving status visibility. (Commits d6525969205a..., c860ded7a3ee..., 0983a825656e...) - Memory management in ScrapeAll: prevented unbounded memory growth by disabling HTTP keep-alives in transport and ensuring idle connections are closed post-scrape; regression tests added. (Commit 309e1de14300...) - Registry override and catalog fixes: corrected matching logic to handle digest and tag separators and bumped catalog image cap to 4.22; tests updated accordingly. (Commits e498117f0374..., ad7b62a79dd7...) Overall impact and accomplishments - Business value: improved observability with per-cluster monitoring configuration, reduced operator toil through robust reconciliation and error reporting, and safer image rewrite behavior in disconnected environments. Upgrades and new clusters now benefit from consistent behavior across versions, with instrumentation that supports quicker troubleshooting. - Technical achievements: API-first monitoring enhancements, resilient reconcile architecture, memory-safe scraping, and version-aware health/test gating for cross-release compatibility. These changes position the project for smoother upgrades and more reliable cluster operations. Technologies/skills demonstrated - Go-based controller and API design, CRD field additions, and backward-compatible migrations - Error-collection patterns and reconcile block structuring - Memory management and HTTP transport lifecycle optimization - Image override logic, registry rewriting, and catalog test maintenance - End-to-end and health-check testing across multi-version scenarios
14 Commits • 3 Features
Jun 1, 2026June 2026 Highlights for openshift/hypershift: Key features delivered - Monitoring API for hosted clusters: introduced spec.monitoring with MetricsForwarding and MetricsSet per cluster, enabling per-cluster monitoring configuration while preserving backward compatibility with the legacy EnableMetricsForwarding path. This establishes an API-first approach for metrics routing and visibility. (Commits cf87e5d4c9..., ea1eb172ac..., eafb10b96f7..., 170c140fa5f...) Major bugs fixed - Reconciliation reliability: reworked the hosted cluster reconcile loop into error-collecting blocks with aggregated reporting and observedGeneration tracking, reducing cascading failures and improving status visibility. (Commits d6525969205a..., c860ded7a3ee..., 0983a825656e...) - Memory management in ScrapeAll: prevented unbounded memory growth by disabling HTTP keep-alives in transport and ensuring idle connections are closed post-scrape; regression tests added. (Commit 309e1de14300...) - Registry override and catalog fixes: corrected matching logic to handle digest and tag separators and bumped catalog image cap to 4.22; tests updated accordingly. (Commits e498117f0374..., ad7b62a79dd7...) Overall impact and accomplishments - Business value: improved observability with per-cluster monitoring configuration, reduced operator toil through robust reconciliation and error reporting, and safer image rewrite behavior in disconnected environments. Upgrades and new clusters now benefit from consistent behavior across versions, with instrumentation that supports quicker troubleshooting. - Technical achievements: API-first monitoring enhancements, resilient reconcile architecture, memory-safe scraping, and version-aware health/test gating for cross-release compatibility. These changes position the project for smoother upgrades and more reliable cluster operations. Technologies/skills demonstrated - Go-based controller and API design, CRD field additions, and backward-compatible migrations - Error-collection patterns and reconcile block structuring - Memory management and HTTP transport lifecycle optimization - Image override logic, registry rewriting, and catalog test maintenance - End-to-end and health-check testing across multi-version scenarios
June 2026
April 2026
5 Commits • 1 Features
Apr 1, 2026April 2026 — Key observable and reliability improvements for hypershift. Delivered guest-cluster metrics forwarder enabling Prometheus scraping of control-plane metrics via the management cluster’s metrics-proxy, with hostname derivation improvements for External DNS, comprehensive tests, and a cleanup pathway to prevent resource leaks when forwarding is disabled. Also fixed metrics-proxy port resolution by deriving ports from pods and added regression tests to cover PodMonitor vs Deployment port resolution scenarios.
April 2026
5 Commits • 1 Features
Apr 1, 2026April 2026 — Key observable and reliability improvements for hypershift. Delivered guest-cluster metrics forwarder enabling Prometheus scraping of control-plane metrics via the management cluster’s metrics-proxy, with hostname derivation improvements for External DNS, comprehensive tests, and a cleanup pathway to prevent resource leaks when forwarding is disabled. Also fixed metrics-proxy port resolution by deriving ports from pods and added regression tests to cover PodMonitor vs Deployment port resolution scenarios.
March 2026
11 Commits • 2 Features
Mar 1, 2026March 2026: Implemented a metrics-proxy–based observability stack for the hosted control plane, hardened private ARO router deployments, and improved code quality and test stability across HyperShift. These changes boost cross-cluster observability, secure metrics collection, private-cluster routing resilience, and reduce test flakiness, delivering measurable business value in reliability and faster issue resolution.
11 Commits • 2 Features
Mar 1, 2026March 2026: Implemented a metrics-proxy–based observability stack for the hosted control plane, hardened private ARO router deployments, and improved code quality and test stability across HyperShift. These changes boost cross-cluster observability, secure metrics collection, private-cluster routing resilience, and reduce test flakiness, delivering measurable business value in reliability and faster issue resolution.
March 2026
February 2026
6 Commits • 5 Features
Feb 1, 2026February 2026 (2026-02) monthly summary for openshift/hypershift: Focused on delivering private Key Vault networking, expanding KMS integration, and strengthening observability and CI reliability. Key infrastructure changes include Azure Key Vault private routing integration with end-to-end TLS for KMS, updates to KAS networking to support private routing, the introduction of an API to opt-in to private Key Vault routing, a new endpoint-resolver control plane for metrics collection, and cross-platform endpoint-resolver test fixtures. In parallel, addressed CI stability by adding retry logic for transient DNS errors when accessing the guest cluster API.
February 2026
6 Commits • 5 Features
Feb 1, 2026February 2026 (2026-02) monthly summary for openshift/hypershift: Focused on delivering private Key Vault networking, expanding KMS integration, and strengthening observability and CI reliability. Key infrastructure changes include Azure Key Vault private routing integration with end-to-end TLS for KMS, updates to KAS networking to support private routing, the introduction of an API to opt-in to private Key Vault routing, a new endpoint-resolver control plane for metrics collection, and cross-platform endpoint-resolver test fixtures. In parallel, addressed CI stability by adding retry logic for transient DNS errors when accessing the guest cluster API.
January 2026
2 Commits
Jan 1, 2026January 2026 — openshift/hypershift: Stabilized hosted cluster operations with two high-impact bug fixes targeting networking and credential rotation. These changes remove stale LoadBalancerSourceRanges after AllowedCIDRBlocks are cleared and unblock service account signing key rotation, delivering greater automation reliability and security for multi-tenant clusters.
2 Commits
Jan 1, 2026January 2026 — openshift/hypershift: Stabilized hosted cluster operations with two high-impact bug fixes targeting networking and credential rotation. These changes remove stale LoadBalancerSourceRanges after AllowedCIDRBlocks are cleared and unblock service account signing key rotation, delivering greater automation reliability and security for multi-tenant clusters.
January 2026
December 2025
11 Commits • 5 Features
Dec 1, 2025Monthly summary for 2025-12 (openshift/hypershift). This period focused on security hardening, upgrade readiness, and reliability improvements, delivering features that enhance token lifecycle management, API/server configuration, and cluster install/maintenance workflows. The work reduced operational risk, improved security posture, and accelerated platform readiness for tenant workloads, while demonstrating strong collaboration across API, operator, and hosting components.
December 2025
11 Commits • 5 Features
Dec 1, 2025Monthly summary for 2025-12 (openshift/hypershift). This period focused on security hardening, upgrade readiness, and reliability improvements, delivering features that enhance token lifecycle management, API/server configuration, and cluster install/maintenance workflows. The work reduced operational risk, improved security posture, and accelerated platform readiness for tenant workloads, while demonstrating strong collaboration across API, operator, and hosting components.
November 2025
4 Commits • 1 Features
Nov 1, 2025November 2025 monthly highlights: reliability and configurability improvements for hypershift. Key outcomes include corrected AWS Identity Provider health signaling when KAS is unavailable to prevent misleading provisioning signals; safeguards added to cloud resource cleanup to avoid deadlocks during cluster deletion; new per-NodePool HAProxy image customization via annotation with a priority-based resolution strategy; expanded unit tests and operator documentation; overall impact is higher provisioning reliability, safer deletions, and more flexible worker API server proxy configuration. Business value includes reduced provisioning errors, faster issue detection, and smoother operator workflows.
4 Commits • 1 Features
Nov 1, 2025November 2025 monthly highlights: reliability and configurability improvements for hypershift. Key outcomes include corrected AWS Identity Provider health signaling when KAS is unavailable to prevent misleading provisioning signals; safeguards added to cloud resource cleanup to avoid deadlocks during cluster deletion; new per-NodePool HAProxy image customization via annotation with a priority-based resolution strategy; expanded unit tests and operator documentation; overall impact is higher provisioning reliability, safer deletions, and more flexible worker API server proxy configuration. Business value includes reduced provisioning errors, faster issue detection, and smoother operator workflows.
November 2025
October 2025
3 Commits • 1 Features
Oct 1, 20252025-10 openshift/hypershift monthly highlights: Improved operator configurability and test reliability with direct business impact. Implemented runtime configurability for the shared ingress HAProxy image via IMAGE_SHARED_INGRESS_HAPROXY, enabling environment-based image overrides, along with a new constant and getter and accompanying unit tests. Fixed EnsureReadOnlyRootFilesystem E2E test accuracy by correctly skipping exempted containers and validating readOnlyRootFilesystem only for non-exempted containers, improving test precision and clarity. These changes reduce deployment friction, enhance environment parity, and strengthen CI confidence.
October 2025
3 Commits • 1 Features
Oct 1, 20252025-10 openshift/hypershift monthly highlights: Improved operator configurability and test reliability with direct business impact. Implemented runtime configurability for the shared ingress HAProxy image via IMAGE_SHARED_INGRESS_HAPROXY, enabling environment-based image overrides, along with a new constant and getter and accompanying unit tests. Fixed EnsureReadOnlyRootFilesystem E2E test accuracy by correctly skipping exempted containers and validating readOnlyRootFilesystem only for non-exempted containers, improving test precision and clarity. These changes reduce deployment friction, enhance environment parity, and strengthen CI confidence.
September 2025
4 Commits • 3 Features
Sep 1, 2025September 2025 monthly summary for openshift/hypershift. This period focused on delivering targeted features to improve security, networking controls, and upgrade reliability, while tightening deployment consistency across AWS and Azure cloud environments. The team completed three key initiatives that drive security, access control, and operational resilience, with accompanying tests and deployment hygiene improvements.
4 Commits • 3 Features
Sep 1, 2025September 2025 monthly summary for openshift/hypershift. This period focused on delivering targeted features to improve security, networking controls, and upgrade reliability, while tightening deployment consistency across AWS and Azure cloud environments. The team completed three key initiatives that drive security, access control, and operational resilience, with accompanying tests and deployment hygiene improvements.
September 2025
August 2025
12 Commits • 4 Features
Aug 1, 2025Monthly summary for 2025-08 focused on delivering business value through reliability, security, and scalability improvements in the hypershift OpenShift integration. Key features introduced include a dynamic shared ingress control plane with an HAProxy config generator, enhanced rollout readiness monitoring, and AWS NodePool capacity reservation support. A targeted bug fix reduced unnecessary operations by ensuring default Security Group day2 tags are only updated when changes occur. The work also encompassed internal stability and testing improvements to raise reliability and maintainability.
August 2025
12 Commits • 4 Features
Aug 1, 2025Monthly summary for 2025-08 focused on delivering business value through reliability, security, and scalability improvements in the hypershift OpenShift integration. Key features introduced include a dynamic shared ingress control plane with an HAProxy config generator, enhanced rollout readiness monitoring, and AWS NodePool capacity reservation support. A targeted bug fix reduced unnecessary operations by ensuring default Security Group day2 tags are only updated when changes occur. The work also encompassed internal stability and testing improvements to raise reliability and maintainability.
July 2025
13 Commits • 2 Features
Jul 1, 2025July 2025 delivered dual-pronged platform enhancements for hypershift: AWS HostedCluster day-2 tag reconciliation with ROSA managed policies and a comprehensive shared-ingress refresh. The HostedCluster work introduced last-applied tags tracking, annotation on security group creation, and a new ROSA policies flag, enabling predictable tag governance and policy alignment. The shared-ingress overhaul migrated to a Konflux-built image, added socat and reloader sidecar, introduced hermetic build parameters, and widened the CIDR capacity while applying AllowedCIDRs across all endpoints, significantly improving network scalability and build reliability. In parallel, targeted fixes were applied to improve stability: ensure last-applied-security-group-tags annotation on creation; gate the shared-ingress pipeline to run only when needed; and increase the maximum CIDR blocks from 50 to 500. These changes reduce operational toil, improve security posture, and enhance CI/CD throughput.
13 Commits • 2 Features
Jul 1, 2025July 2025 delivered dual-pronged platform enhancements for hypershift: AWS HostedCluster day-2 tag reconciliation with ROSA managed policies and a comprehensive shared-ingress refresh. The HostedCluster work introduced last-applied tags tracking, annotation on security group creation, and a new ROSA policies flag, enabling predictable tag governance and policy alignment. The shared-ingress overhaul migrated to a Konflux-built image, added socat and reloader sidecar, introduced hermetic build parameters, and widened the CIDR capacity while applying AllowedCIDRs across all endpoints, significantly improving network scalability and build reliability. In parallel, targeted fixes were applied to improve stability: ensure last-applied-security-group-tags annotation on creation; gate the shared-ingress pipeline to run only when needed; and increase the maximum CIDR blocks from 50 to 500. These changes reduce operational toil, improve security posture, and enhance CI/CD throughput.
July 2025
June 2025
4 Commits • 2 Features
Jun 1, 2025June 2025 performance summary for openshift/hypershift focusing on business value and technical achievements. The month delivered strengthened test infrastructure for control plane components, environment-aware monitoring integration, and targeted fixes that improve reliability across multi-cloud deployments.
June 2025
4 Commits • 2 Features
Jun 1, 2025June 2025 performance summary for openshift/hypershift focusing on business value and technical achievements. The month delivered strengthened test infrastructure for control plane components, environment-aware monitoring integration, and targeted fixes that improve reliability across multi-cloud deployments.
May 2025
18 Commits • 5 Features
May 1, 2025May 2025 summary for openshift/hypershift: Implemented robust security and modernization across the control plane and platform components, reducing operational complexity and improving reliability on mixed clusters. Key features include OIDC-based authentication for the Kubernetes API Server, modernization of the Control Plane Operator and CAPI/CAP v2 components, and security hardening via a Shared-Ingress NetworkPolicy. Deprecations and refactors simplify configuration and maintenance by removing DeploymentConfig usage, while tests and job status reporting were stabilized for better CI feedback. The work demonstrates strong proficiency in Kubernetes security, operator design, cloud integration, and test automation.
18 Commits • 5 Features
May 1, 2025May 2025 summary for openshift/hypershift: Implemented robust security and modernization across the control plane and platform components, reducing operational complexity and improving reliability on mixed clusters. Key features include OIDC-based authentication for the Kubernetes API Server, modernization of the Control Plane Operator and CAPI/CAP v2 components, and security hardening via a Shared-Ingress NetworkPolicy. Deprecations and refactors simplify configuration and maintenance by removing DeploymentConfig usage, while tests and job status reporting were stabilized for better CI feedback. The work demonstrates strong proficiency in Kubernetes security, operator design, cloud integration, and test automation.
May 2025
April 2025
5 Commits • 3 Features
Apr 1, 2025April 2025 monthly performance summary for openshift/hypershift focusing on reliability, capacity planning, and architectural upgrades. Key work includes migrating ignition components to the v2 CP Operator, enabling AWS Capacity Reservations for NodePool configurations, stabilizing Karpenter deployments, and tightening kube-apiserver readiness and bootstrap sequencing. These efforts reduce operational risk, improve capacity visibility, and accelerate startup and deployment cycles.
April 2025
5 Commits • 3 Features
Apr 1, 2025April 2025 monthly performance summary for openshift/hypershift focusing on reliability, capacity planning, and architectural upgrades. Key work includes migrating ignition components to the v2 CP Operator, enabling AWS Capacity Reservations for NodePool configurations, stabilizing Karpenter deployments, and tightening kube-apiserver readiness and bootstrap sequencing. These efforts reduce operational risk, improve capacity visibility, and accelerate startup and deployment cycles.
March 2025
6 Commits • 2 Features
Mar 1, 2025March 2025 (openshift/hypershift): Delivered core control-plane enhancements and stability improvements. Implemented token-minter sidecar injection for dynamic ServiceAccount token minting in the control plane, enabling standardized and secure token provisioning for workloads. Refactored cpov2 to support token-minter injection and updated user-facing docs. Migrated konnectivity-agent into the cpov2 architecture, introducing new components and aligning reconciliation logic with the v2 operator framework. Fixed stability-critical no-op behaviors: refactoring reconciliation to prevent no-op API calls and infinite update loops, and addressing no-op updates in etcd StatefulSets by cleaning up YAML/statefulset definitions. Overall, these changes reduce API noise, improve reliability, and simplify maintenance, delivering tangible business value through safer token provisioning, more predictable updates, and easier operator lifecycle management. Technologies/skills demonstrated: Kubernetes operator patterns (cpov2), Go-based control-plane components, reconciliation logic, sidecar injection patterns, YAML/statefulset hygiene, and documentation repaving for user clarity.
6 Commits • 2 Features
Mar 1, 2025March 2025 (openshift/hypershift): Delivered core control-plane enhancements and stability improvements. Implemented token-minter sidecar injection for dynamic ServiceAccount token minting in the control plane, enabling standardized and secure token provisioning for workloads. Refactored cpov2 to support token-minter injection and updated user-facing docs. Migrated konnectivity-agent into the cpov2 architecture, introducing new components and aligning reconciliation logic with the v2 operator framework. Fixed stability-critical no-op behaviors: refactoring reconciliation to prevent no-op API calls and infinite update loops, and addressing no-op updates in etcd StatefulSets by cleaning up YAML/statefulset definitions. Overall, these changes reduce API noise, improve reliability, and simplify maintenance, delivering tangible business value through safer token provisioning, more predictable updates, and easier operator lifecycle management. Technologies/skills demonstrated: Kubernetes operator patterns (cpov2), Go-based control-plane components, reconciliation logic, sidecar injection patterns, YAML/statefulset hygiene, and documentation repaving for user clarity.
March 2025
February 2025
21 Commits • 8 Features
Feb 1, 2025February 2025: Implemented core platform enhancements in hypershift to improve stability, scalability, and operability. Key features delivered include vendored CRDs for Karpenter, cpov2 migration/refactor of snapshotcontroller/ingress-operator/cronJobs/OLM, and OpenshiftEC2NodeClass introduction; expanded cpov2 coverage to pki-operator and image-registry-operator; and auto-approve for Karpenter CSRs. E2E validation extended (EnsureCustomLabels, labels tests, kubeadmin login) with targeted bug fixes (kubeadmin login, pull-secret on v2 SA, CA bundle attachment). These efforts deliver tangible business value: smoother upgrades, reduced operator toil, and improved security/compliance.
February 2025
21 Commits • 8 Features
Feb 1, 2025February 2025: Implemented core platform enhancements in hypershift to improve stability, scalability, and operability. Key features delivered include vendored CRDs for Karpenter, cpov2 migration/refactor of snapshotcontroller/ingress-operator/cronJobs/OLM, and OpenshiftEC2NodeClass introduction; expanded cpov2 coverage to pki-operator and image-registry-operator; and auto-approve for Karpenter CSRs. E2E validation extended (EnsureCustomLabels, labels tests, kubeadmin login) with targeted bug fixes (kubeadmin login, pull-secret on v2 SA, CA bundle attachment). These efforts deliver tangible business value: smoother upgrades, reduced operator toil, and improved security/compliance.
January 2025
20 Commits • 6 Features
Jan 1, 2025January 2025: Consolidated hypershift platform improvements with a focus on Karpenter integration, storage/CSI enhancements, networking/Azure adaptations, and robustness. Delivered multi-region operational capabilities, policy-driven validation, and stronger end-to-end testing and cleanup, enabling safer deployments and faster iteration across OpenShift environments.
20 Commits • 6 Features
Jan 1, 2025January 2025: Consolidated hypershift platform improvements with a focus on Karpenter integration, storage/CSI enhancements, networking/Azure adaptations, and robustness. Delivered multi-region operational capabilities, policy-driven validation, and stronger end-to-end testing and cleanup, enabling safer deployments and faster iteration across OpenShift environments.
January 2025
December 2024
4 Commits • 3 Features
Dec 1, 2024December 2024: OpenShift Hypershift development focused on stabilizing the hosted control plane and improving platform alignment through four key deliverables. Key features delivered include centralizing kubeadmin secret hash reconciliation in the ControlPlaneOperator to prevent cross-component conflicts; adopting the system trust store for OAuth IDP client certificates to simplify cert management and improve security posture; implementing platform-aware KCM grace periods and dynamic replica management to align with availability policies across platforms; and integrating the Cloud Credential Operator into the Hosted Control Plane to ensure proper deployment and management, especially on AWS. Major bugs fixed include centralizing reconciliation to avoid race conditions between HCCO and CPO and test updates for system trust store initialization. Overall, this work increased stability, improved security posture, and enabled smoother operator orchestration in the hosted control plane with multi-cloud considerations. Technologies/skills demonstrated include Go, Kubernetes controller patterns, operator reconciler architecture, system trust stores, cloud-credential-operator integration, IBM Cloud considerations, AWS platform specifics, and test-driven improvements.
December 2024
4 Commits • 3 Features
Dec 1, 2024December 2024: OpenShift Hypershift development focused on stabilizing the hosted control plane and improving platform alignment through four key deliverables. Key features delivered include centralizing kubeadmin secret hash reconciliation in the ControlPlaneOperator to prevent cross-component conflicts; adopting the system trust store for OAuth IDP client certificates to simplify cert management and improve security posture; implementing platform-aware KCM grace periods and dynamic replica management to align with availability policies across platforms; and integrating the Cloud Credential Operator into the Hosted Control Plane to ensure proper deployment and management, especially on AWS. Major bugs fixed include centralizing reconciliation to avoid race conditions between HCCO and CPO and test updates for system trust store initialization. Overall, this work increased stability, improved security posture, and enabled smoother operator orchestration in the hosted control plane with multi-cloud considerations. Technologies/skills demonstrated include Go, Kubernetes controller patterns, operator reconciler architecture, system trust stores, cloud-credential-operator integration, IBM Cloud considerations, AWS platform specifics, and test-driven improvements.
Activity
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Quality Metrics
Correctness92.2%
Maintainability87.0%
Architecture88.8%
Performance81.6%
AI Usage33.8%
Skills & Technologies
Programming Languages
BashDockerfileGoHCLMakefileMarkdownShellYAMLgoyaml
Technical Skills
API DesignAPI DevelopmentAPI Server ConfigurationAPI ValidationAPI developmentAPI testingAWSAuthenticationAutomationAzureBackend DevelopmentBuild AutomationCEL ExpressionsCI/CDCLI Development
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