
Worked on the rajsinghtech/kubernetes-manifests repository to modernize and optimize cloud-native storage and media processing infrastructure over two months. Focused on storage migration, synchronization, and deployment reliability, the work included integrating Ceph and SMB-backed persistent volumes, enhancing Frigate and Immich workflows, and reorganizing the media stack for cost and availability. Used Kubernetes manifests, Shell scripting, and YAML to automate migration-safe storage transitions, scale media applications, and harden backup and configuration management. The engineering approach emphasized repeatable deployment patterns, operational efficiency, and AI-based event analysis, resulting in improved storage flexibility, reduced inconsistencies, and scalable, predictable synchronization across the stack.
April 2025 monthly summary for rajsinghtech/kubernetes-manifests: focus on storage-efficient Frigate deployment tuning and comprehensive media stack reorganization to optimize cost, availability, and AI-based event analysis. Implemented migration-safe storage migrations to short-snapshot drives, coordinated scale operations for Jellyfin, Plex, Radarr, Sonarr, Lidarr, Transmission, Bazarr, Readarr, and Tdarr, and hardened backup/config management. Result: reduced storage footprint, improved AI event retention, and a scalable, repeatable deployment pattern.
April 2025 monthly summary for rajsinghtech/kubernetes-manifests: focus on storage-efficient Frigate deployment tuning and comprehensive media stack reorganization to optimize cost, availability, and AI-based event analysis. Implemented migration-safe storage migrations to short-snapshot drives, coordinated scale operations for Jellyfin, Plex, Radarr, Sonarr, Lidarr, Transmission, Bazarr, Readarr, and Tdarr, and hardened backup/config management. Result: reduced storage footprint, improved AI event retention, and a scalable, repeatable deployment pattern.
March 2025 monthly summary for rajsinghtech/kubernetes-manifests. Focused on storage modernization, Frigate integration stabilization, and migration workflows, with a strong emphasis on reliability and scalability. Delivered SMB-based persistent volumes for shared storage; re-enabled Frigate integration and moved its configuration back to UNAS to support Ceph-backed deployments; introduced Immich migration workflow with size and sync enhancements; implemented extensive general synchronization improvements and tuning; migrated Frigate to Ceph-backed storage with scaling and synchronization; completed targeted bug fixes including Immich mounts, removal of Immich staging path, and overall stability improvements. Tech stack demonstrated includes Kubernetes manifests, Ceph, SMB, Frigate, Immich, rsync, and NFS, reflecting strong automation, migration planning, and performance-conscious tuning. Business value: improved storage flexibility, scalable media processing, reduced deployment inconsistencies, and more predictable sync cycles.
March 2025 monthly summary for rajsinghtech/kubernetes-manifests. Focused on storage modernization, Frigate integration stabilization, and migration workflows, with a strong emphasis on reliability and scalability. Delivered SMB-based persistent volumes for shared storage; re-enabled Frigate integration and moved its configuration back to UNAS to support Ceph-backed deployments; introduced Immich migration workflow with size and sync enhancements; implemented extensive general synchronization improvements and tuning; migrated Frigate to Ceph-backed storage with scaling and synchronization; completed targeted bug fixes including Immich mounts, removal of Immich staging path, and overall stability improvements. Tech stack demonstrated includes Kubernetes manifests, Ceph, SMB, Frigate, Immich, rsync, and NFS, reflecting strong automation, migration planning, and performance-conscious tuning. Business value: improved storage flexibility, scalable media processing, reduced deployment inconsistencies, and more predictable sync cycles.

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