
Worked extensively on the rajsinghtech/kubernetes-manifests repository, delivering robust cloud infrastructure and DevOps solutions over 13 months. Focused on Kubernetes-based deployments, the work included feature development, bug fixes, and infrastructure enhancements for media, surveillance, and home automation services. Leveraged YAML and Helm to manage configuration, automate upgrades, and ensure reliable storage and networking. Addressed persistent storage, database integration, and observability by refining PostgreSQL deployments, optimizing NFS and SMB storage, and integrating monitoring tools. Emphasized release governance, reproducibility, and deployment stability, resulting in scalable, maintainable systems that reduced operational overhead and improved reliability across diverse cloud-native workloads.
June 2026: Focused stability improvements for the Kubernetes manifests project, specifically enhancing the video transcoding pathway to prevent OOM crashes and ensure reliable playback across varying node schedules.
June 2026: Focused stability improvements for the Kubernetes manifests project, specifically enhancing the video transcoding pathway to prevent OOM crashes and ensure reliable playback across varying node schedules.
April 2026 monthly summary for rajsinghtech/kubernetes-manifests: Delivered critical persistence improvements for Immich pictures by correcting the Helm chart's storage mounting path and ensuring server.persistence-based volumes render correctly. Focused on robust integration with the bjw-s common library to support persistent storage and reduce runtime errors. Business impact includes more reliable image storage, lower incident risk, and smoother upgrades in production.
April 2026 monthly summary for rajsinghtech/kubernetes-manifests: Delivered critical persistence improvements for Immich pictures by correcting the Helm chart's storage mounting path and ensuring server.persistence-based volumes render correctly. Focused on robust integration with the bjw-s common library to support persistent storage and reduce runtime errors. Business impact includes more reliable image storage, lower incident risk, and smoother upgrades in production.
Month: 2025-10 | Summary: Focused release hygiene and stability upgrade in rajsinghtech/kubernetes-manifests. Delivered Immich Service Upgrade to Stable Version by updating the Helm release image tag. This minimal-risk version bump brings stability, potential bug fixes, and performance improvements from the new Immich image, with a clear audit trail. Commit: 5245f0a3de7a2871c549920dc492b2b63aae769e. No other code changes required; no major bugs fixed in this period.
Month: 2025-10 | Summary: Focused release hygiene and stability upgrade in rajsinghtech/kubernetes-manifests. Delivered Immich Service Upgrade to Stable Version by updating the Helm release image tag. This minimal-risk version bump brings stability, potential bug fixes, and performance improvements from the new Immich image, with a clear audit trail. Commit: 5245f0a3de7a2871c549920dc492b2b63aae769e. No other code changes required; no major bugs fixed in this period.
Month: 2025-08 — Focused on release engineering and deployment stability for the Kubernetes manifests repository. Delivered a controlled Immich application version upgrade via Helm with sequential minor version bumps. No major defects reported this period; upgrades provide access to bug fixes and feature improvements from newer Immich releases while maintaining deployment stability. This work enhances release reproducibility, auditability, and ongoing deployment health.
Month: 2025-08 — Focused on release engineering and deployment stability for the Kubernetes manifests repository. Delivered a controlled Immich application version upgrade via Helm with sequential minor version bumps. No major defects reported this period; upgrades provide access to bug fixes and feature improvements from newer Immich releases while maintaining deployment stability. This work enhances release reproducibility, auditability, and ongoing deployment health.
July 2025: Upgraded Home Assistant deployment to the latest stable release (2025.7) in the Kubernetes manifests for rajsinghtech/kubernetes-manifests, enhancing stability and enabling new features. The change is captured in commit 63903841afc8c4601635f4d89b36e0d40fdde6fc ("bump ha"). No customer-reported bugs fixed this month; primary focus was upgrade governance and release readiness.
July 2025: Upgraded Home Assistant deployment to the latest stable release (2025.7) in the Kubernetes manifests for rajsinghtech/kubernetes-manifests, enhancing stability and enabling new features. The change is captured in commit 63903841afc8c4601635f4d89b36e0d40fdde6fc ("bump ha"). No customer-reported bugs fixed this month; primary focus was upgrade governance and release readiness.
June 2025 performance highlights for rajsinghtech/kubernetes-manifests: Implemented a PostgreSQL consolidation strategy for Immich, enabled flexible external DB deployment options, and stabilized storage/persistence to improve reliability and efficiency. The changes reduce operational overhead, improve resource utilization, and provide scalable DB options for Immich deployments, with traceable commits for auditability.
June 2025 performance highlights for rajsinghtech/kubernetes-manifests: Implemented a PostgreSQL consolidation strategy for Immich, enabled flexible external DB deployment options, and stabilized storage/persistence to improve reliability and efficiency. The changes reduce operational overhead, improve resource utilization, and provide scalable DB options for Immich deployments, with traceable commits for auditability.
May 2025 performance summary for rajsinghtech/kubernetes-manifests. Major bugs fixed: none reported. Key feature delivered: Application Deployment Version Upgrade updating the Immich image tag to a newer version for security, compatibility, and stability. No user-facing changes; deployment remains stable. Overall impact: improved security posture, reduced drift, and more reliable deployment pipelines. Technologies/skills demonstrated: Kubernetes manifests, image tagging, Git version control, release management, and changelog discipline.
May 2025 performance summary for rajsinghtech/kubernetes-manifests. Major bugs fixed: none reported. Key feature delivered: Application Deployment Version Upgrade updating the Immich image tag to a newer version for security, compatibility, and stability. No user-facing changes; deployment remains stable. Overall impact: improved security posture, reduced drift, and more reliable deployment pipelines. Technologies/skills demonstrated: Kubernetes manifests, image tagging, Git version control, release management, and changelog discipline.
April 2025 focuses on reliability, observability, and capacity in the kubernetes-manifests repository. Key outcomes include restoring service availability for critical media and surveillance services, improving monitoring visibility for networked devices, and expanding storage to support growing media data. These efforts reduce downtime risk, enable faster incident response, and scale operations to accommodate future growth. Technologies and skills demonstrated include Kubernetes deployments and replica management, Gatus health-check configuration and observability tuning, and storage provisioning for large media datasets.
April 2025 focuses on reliability, observability, and capacity in the kubernetes-manifests repository. Key outcomes include restoring service availability for critical media and surveillance services, improving monitoring visibility for networked devices, and expanding storage to support growing media data. These efforts reduce downtime risk, enable faster incident response, and scale operations to accommodate future growth. Technologies and skills demonstrated include Kubernetes deployments and replica management, Gatus health-check configuration and observability tuning, and storage provisioning for large media datasets.
March 2025 achievements focused on delivering scalable Kubernetes infrastructure improvements in rajsinghtech/kubernetes-manifests, with emphasis on local-network alignment, enhanced NAS/NFS storage provisioning, Envoy Gateway networking and scaling, and targeted lifecycle optimizations. The work prioritized business value through improved reliability, faster testing, and more efficient resource usage, while maintaining robust change control and clear documentation.
March 2025 achievements focused on delivering scalable Kubernetes infrastructure improvements in rajsinghtech/kubernetes-manifests, with emphasis on local-network alignment, enhanced NAS/NFS storage provisioning, Envoy Gateway networking and scaling, and targeted lifecycle optimizations. The work prioritized business value through improved reliability, faster testing, and more efficient resource usage, while maintaining robust change control and clear documentation.
February 2025: Delivered critical enhancements to Immich deployment and Postgres configuration, expanded observability with Prometheus storage increase, and established a robust test environment and GitOps automation. These changes reduce deployment drift, improve test reproducibility, and enable scalable monitoring while showcasing strong Kubernetes, PostgreSQL, and GitOps skills.
February 2025: Delivered critical enhancements to Immich deployment and Postgres configuration, expanded observability with Prometheus storage increase, and established a robust test environment and GitOps automation. These changes reduce deployment drift, improve test reproducibility, and enable scalable monitoring while showcasing strong Kubernetes, PostgreSQL, and GitOps skills.
January 2025 monthly summary for rajsinghtech/kubernetes-manifests. Delivered a comprehensive set of deployments and infrastructure enhancements across media and gateway services, focusing on reliability, scalability, and improved user experience. Key outcomes include Frigate deployment upgrades (beta image, increased resources, admin password reset), Cloudflare DDNS and Envoy gateway for lukehouge.com with HTTPS and host rules for Jellyfin/Jellyseerr, Jellyfin enhancements for music and audiobooks via new mounts and PVCs, full expansion of the media services suite (Lidarr, Readarr, Audioarr, Transmission) with deployments, services, PVCs, routes and updated resource definitions, and Immich image upgrades for feature and bug fixes. These changes improve end-user media availability, simplify admin operations, and demonstrate strong Kubernetes, CI/CD, and cloud-edge integration skills.
January 2025 monthly summary for rajsinghtech/kubernetes-manifests. Delivered a comprehensive set of deployments and infrastructure enhancements across media and gateway services, focusing on reliability, scalability, and improved user experience. Key outcomes include Frigate deployment upgrades (beta image, increased resources, admin password reset), Cloudflare DDNS and Envoy gateway for lukehouge.com with HTTPS and host rules for Jellyfin/Jellyseerr, Jellyfin enhancements for music and audiobooks via new mounts and PVCs, full expansion of the media services suite (Lidarr, Readarr, Audioarr, Transmission) with deployments, services, PVCs, routes and updated resource definitions, and Immich image upgrades for feature and bug fixes. These changes improve end-user media availability, simplify admin operations, and demonstrate strong Kubernetes, CI/CD, and cloud-edge integration skills.
December 2024: Delivered storage backend migration and enhanced deployment/configuration for Frigate within the Kubernetes manifests to boost reliability, scalability, and operator observability. Migrated Frigate storage from Ceph HDD (ceph-hdd-fs) to an NFS-backed storage (nfs-proxmox-vault) to improve storage reliability and scalability. Added a comprehensive Frigate deployment configuration (multi-camera settings, MQTT, zones, object filtering, recording/UI preferences) and integrated Frigate monitoring into Gatus with Discord alerts to enhance reliability and observability. Implemented monitoring integration to improve incident response and centralized visibility. These changes reduce storage risk, streamline surveillance workflows, and improve maintainability across the Frigate service.
December 2024: Delivered storage backend migration and enhanced deployment/configuration for Frigate within the Kubernetes manifests to boost reliability, scalability, and operator observability. Migrated Frigate storage from Ceph HDD (ceph-hdd-fs) to an NFS-backed storage (nfs-proxmox-vault) to improve storage reliability and scalability. Added a comprehensive Frigate deployment configuration (multi-camera settings, MQTT, zones, object filtering, recording/UI preferences) and integrated Frigate monitoring into Gatus with Discord alerts to enhance reliability and observability. Implemented monitoring integration to improve incident response and centralized visibility. These changes reduce storage risk, streamline surveillance workflows, and improve maintainability across the Frigate service.
November 2024 performance summary for rajsinghtech/kubernetes-manifests. Key SMB capability expansion was delivered as a feature, including SMB server configuration updates and the introduction of an SMB load balancer to improve file-share reliability and throughput. IMMICH-related capacity and stability were enhanced through version and limit upgrades, storage class adjustments for Postgres/Redis, and broader Redis limits. Frigate integration was improved with TLS hardening, internal port adjustments, and affinity updates. The month also included testing enhancements, OOM fixes, and a wave of configuration hygiene improvements (kustomization.yaml updates, deployment naming fixes, PVC updates, and volume permissions) to reduce drift and simplify support. Overall, the work lifted reliability, scalability, and interoperability across core components while maintaining strong delivery velocity.
November 2024 performance summary for rajsinghtech/kubernetes-manifests. Key SMB capability expansion was delivered as a feature, including SMB server configuration updates and the introduction of an SMB load balancer to improve file-share reliability and throughput. IMMICH-related capacity and stability were enhanced through version and limit upgrades, storage class adjustments for Postgres/Redis, and broader Redis limits. Frigate integration was improved with TLS hardening, internal port adjustments, and affinity updates. The month also included testing enhancements, OOM fixes, and a wave of configuration hygiene improvements (kustomization.yaml updates, deployment naming fixes, PVC updates, and volume permissions) to reduce drift and simplify support. Overall, the work lifted reliability, scalability, and interoperability across core components while maintaining strong delivery velocity.

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