April 2026 performance summary for percona/percona-server-mysql-operator. Key feature delivered: Backup Operation Safety to prevent backups when the cluster is not ready, with a controlled override flag to allow backups on non-ready clusters under specific conditions. Included comprehensive unit tests validating the readiness checks and CanBackup logic. Added capability to suspend the backup job if needed and aligned behavior with the PXC operator (co-authored changes). Commit reference: 303d78f595f583b089bb269d16cf02768c027308.

March 2026 performance snapshot: Delivered reliability, observability, and deployment lifecycle improvements across PostgreSQL, XtraDB Cluster, and MySQL operators, with targeted bug fixes that reduce outages and streamline deployment lifecycles. The work improves standby detection, backup lifecycle management, monitoring defaults, TLS handling, and platform/configuration ergonomics, translating to tangible business value in deployment reliability and operational efficiency.

February 2026: Focused delivery across Percona PostgreSQL and MySQL operators to improve reliability, observability, and deployment flexibility. Delivered end-to-end testing for built-in extensions, profiling address configurability, DNS suffix support, backup/restore environment config, and leader election options, with accompanying test and config improvements to reduce risk and streamline operations. These changes enhance operator stability in multi-instance deployments and simplify operational workflows.

January 2026 performance highlights: Delivered a suite of operator enhancements for MongoDB and PostgreSQL that improve security, reliability, and deployment flexibility, while preserving backward compatibility. Major bugs fixed include stabilization of PostgreSQL unit tests and a panic when EnvFrom was accessed. Key features delivered include: Horizon domains in certificates for the MongoDB operator enabling more flexible domain configurations; PBM backups with startingDeadlineSeconds including CRD defaults and validation; HookScript support for backups with lowercase naming and accompanying end-to-end tests; ReplsetSpec enhancements that preserve backward compatibility. MongoDB health checks and readiness improvements with direct health check connections for more reliable readiness. PostgreSQL operator improvements include ClientApply to ClientWriter enabling configuration application through the client writer.

Month: 2025-12 Overview: Delivered a set of high-impact features and reliability fixes across the Percona XtraDB Cluster Operator and Percona Server MongoDB Operator. The work focused on improving backup resilience, automated resource hygiene, Kubernetes operating efficiency, cross-DB compatibility, and secret management, with explicit business value in safer recovery, lower operational cost, and stronger security posture. Key features delivered: - PITR backup readiness: Implemented marking backups as PITR unready in storage to improve backup state visibility and recovery decision-making. (Commits: f1ee4b9c748fe2b98d3060091a2dd4e9eb2df03d) - Automatic TTL cleanup: Added ttlSecondsAfterFinished to backup and restore specs to automatically clean finished resources, reducing stale resource usage and cost. (Commits: adcc6fd27e7f7415382099997434c54ca3062af0; d23fbd7ae1c480721e21b4ea1f013e90afcf3869) - ProxySQL v3 support: Enabled ProxySQL v3 compatibility in the Operator, including test adjustments for 2/3 compatibility. (Commit: 38c6d233bc0baff9b06e5ba6e0b5309b023f1f78) - Vault-based Secrets Synchronization: Introduced VaultSpec and synchronization for user secrets with validation, tests, and caching to secure secret handling. (Commit: c0b2541a51a06b688a805758d1fa2ac0af2a5f17) - Prepare restore job finalizer: Added a Kubernetes finalizer to retain prepare restore jobs for debugging and auditing. (Commit: c4be8a12d3bf6fa82384351e17e15d7ed3f7e926) Major bugs fixed: - MongoDB Operator finalizer reliability: Fixed reliability of the finalizer when terminating pods for replica sets, improving deletion safety and stability. (Commit: f6b8591ac0058499808cb2934593bdfea2517c60) - MySQL version compatibility checks and wsrep_on handling: Strengthened reliability by gating function creation to supported MySQL versions (8.0/8.4) and adjusting wsrep_on handling in entrypoint. (Commit: 24def88c1f9676b9c0a1378ddf96c8295bf9dc41) Overall impact and accomplishments: - Improved recovery readiness and backup hygiene reduce risk of data loss and simplify DR planning. - Automated resource cleanup lowers operational costs and improves cluster density, while preserving needed resources for debugging. - Broader platform compatibility (ProxySQL v3) enhances user choices and adoption, with maintained stability. - Enhanced security posture through Vault-based secrets management and centralized secret handling across clusters. - Strengthened cross-operator reliability and auditing capabilities via Kubernetes retention finalizers and version-aware safety checks. Technologies and skills demonstrated: - Kubernetes Custom Resource Definitions, finalizers, and retention policies - Go-based operator logic, entrypoint behavior, and function creation safeguards - Secrets management and Vault integration patterns, with validation and caching - Comprehensive test and lint hygiene across multiple repos - Cross-team collaboration and traceability through Jira-linked commits

November 2025 performance summary: focus on reliability, efficiency, and automation across Percona Helm charts and Kubernetes operators. Delivered streamlined ORC sizing, ensured correct sizing behavior when ORC is disabled to optimize resources, introduced automatic YAML generation for backup/restore CRs, added TLS certificate validity fields with validation for enhanced TLS flexibility, and strengthened security around ProxyAdmin passwords. Also improved configuration templates and testing to reduce misconfigurations and deployment risks.

October 2025 performance summary for Percona operators: - Delivered cross-repo improvements focused on reliability, security, configuration standardization, and observability across the MySQL and PostgreSQL operators. - Established groundwork for safer backups, consistent configuration references, and accelerated secret-driven reconciliation, driving operational efficiency and reduced MTTR.

September 2025 monthly summary for Percona Kubernetes Operators (MySQL, MongoDB, PostgreSQL). Focused on reliability, automation, and governance to reduce operational toil and improve upgrade/datalayer safety. Key features delivered include end-to-end validation and robustness for data sources, metadata standardization, and safer backup/restore workflows across the three operators. Major improvements were made to defaulting, retries, and testing infrastructure, enabling safer cluster lifecycle management and faster issue detection. Concise highlights by feature/bug: - Async Data Source End-to-End Tests and UUID Handling (MySQL operator): robust end-to-end tests for async data source, including cluster init, read/write on primary/replica, graceful deletion, and handling duplicate server UUIDs during init. Commit: d9b6f9d3cd08b833281df4f121bd5cb51142b2c7. - Global Labeling and Metadata Consistency Across Resources: standardized global labels/annotations and metadata reconciliation across StatefulSets, Services, PVCs; aligned labels across resources. Commits: 8b483c12a6ee6fe0c96912b00b3ebfaf50844f62, 0b62f919d6292bf0a6ed91943c0f8ac1092fb743, c2ee4c5849c507d36f82de46bfde79130d39b93f. - PVC Data Source Revert and PVC Update Robustness: revert PVC data source changes; add retry for PVC updates to handle conflicts. Commits: 940a8f81ee31c62d9c6442afc24e369313aa2016, c0d5408e13cef74b82fd2ecdd987038da064603c. - Backup Operations: Container Options Precedence: prioritize containerOptions from backup/restore resources over storage config to improve backup/restore behavior. Commit: 09e324dba1ffbb348a211460b494314427a39ad9. - Default SecretsName Auto-Generation: auto-generate default secretsName for PerconaServerMySQL CRs when not provided. Commit: 76f741aac888023db2547932b7df7c7eaf3b5350. Overall impact and accomplishments: Strengthened operator reliability and consistency across multiple storage/backup scenarios, reduced manual configuration errors via sensible defaults, and improved test coverage and lifecycle stability. These changes reduce time-to-recovery, lower operational risk during upgrades and backups, and enable faster, safer deployments at scale. Technologies/skills demonstrated: Kubernetes Operators patterns (CRDs, StatefulSets, Services, PVCs), end-to-end testing practices, label/annotation governance, retry-on-conflict handling, crash/reconciliation safety, and CI/test infrastructure evolution.

August 2025 monthly summary focusing on delivery, reliability, and deployment flexibility across Percona operators. This period emphasized high-impact improvements in availability, provisioning, and governance, with a clear line of sight to business value.

July 2025 performance-focused month for Percona operators. Key advances center on security hardening, observability, and deployment flexibility, underpinned by robust tests and reliability improvements across the PostgreSQL, MySQL, and XtraDB operator stacks. Notable work includes security and config hardening, enhanced CRD status reporting, improved failure handling, and extended customization capabilities for on-cluster components and backups.

June 2025 performance summary: Delivered cross-repo improvements across MongoDB, MySQL, PostgreSQL operators and Helm charts, emphasizing backup durability, networking configurability, and safe lifecycle management. Key outcomes include new backup retention policy configuration, configurable router ports, standardized resource labeling, improved Azure restore reliability, and CRD/versioning enhancements with TTL cleanup and finalizer reliability. These changes unlock more flexible deployments, reduce operational risk, and improve governance, testing, and maintenance workflows. Technologies demonstrated include Kubernetes CRD design, Go-based operator development, Helm chart engineering, unit test modernization, and cloud storage integration.

May 2025 monthly performance summary for Percona Operators. Delivered significant reliability, security, and scalability improvements across xtradb, mongodb, mysql, and postgres operators, with strong emphasis on cloud integrations, standardization, and operational safety. Business value realized through safer backups, improved resource management, and clearer versioning and labeling across all CRDs.

April 2025 monthly summary focusing on stability, scalability, and maintainability across Percona operators. Delivered features to improve deployment consistency, backup reliability, and RBAC robustness; achieved performance and operational improvements by enabling operator concurrency and PMM integration; improved business value by reducing risk in backups, deployments, and upgrade paths. Cross-repo quality improvements include CI automation for code formatting and tests.

March 2025 performance summary for Percona operators focused on reliability, observability, and expanded backup capabilities across MySQL, PostgreSQL, and MongoDB operators. Delivered robust bootstrap and startup improvements, enhanced resource management through labeling, introduced readiness instrumentation, and extended backup/restore options, driving operational efficiency and reduced downtime.

February 2025 (2025-02) was focused on stabilizing operator internals, strengthening cluster initialization resilience, enhancing backup reliability, and improving observability across Percona operators. Deliveries across three repositories reduced operational risk and improved business value by hardening core workflows, enabling smoother maintenance, and improving diagnostics. Key outcomes include: - PostgreSQL Operator stability: standardized internal finalizers by introducing an internal. prefix and refactoring operator logic to migrate from the old finalizer name, enabling better categorization and management of internal Kubernetes finalizers (K8SPG-637). Commit: 7a642573ec154bf5c97a12e22ba9b0d45bc929a6. - MongoDB Operator resilience: cluster initialization now handles missing mongod containers without crashing, via a guarded initialization state transition (K8SPSMDB-1231). Commit: cd17777f261832738995f762c54e4ebd63913fc9. - MongoDB Operator reliability: backup creation and status retrieval now use exponential backoff to cope with transient errors (K8SPSMDB-1263). Commit: 91c1682b9db7cef41467a9526309c8b250f0d33f. - MongoDB Operator observability: healthcheck logging enhanced with log rotation via Lumberjack to prevent log bloat (K8SPSMDB-1197). Commit: e6f8cbe220ddf73bcf0e678925c15a02baa57e40. - XtraDB Cluster Operator restore resilience: fixed restore hangs after operator restart by refactoring the restore controller and updating CRD status fields to support new restore state handling (K8SPXC-1152). Commit: e82f671e88109ff227d936744b684d6cd66ef8bc. Overall impact and accomplishments: - Reduced risk of outages due to stale finalizers and startup crashes during cluster initialization. - Improved reliability of backup workflows under transient failures. - Bounded log growth and improved observability for health checks. - Restore operations now resume gracefully after operator restarts, with enhanced status reporting. Technologies and skills demonstrated: - Kubernetes operator patterns (finalizers, CRDs, restart handling) - Robust error handling and state transitions - Exponential backoff retry patterns - Log rotation and observability tooling (Lumberjack) - Cross-repo coordination and release-ready git practices

January 2025 performance summary for the developer-focused Kubernetes operators (PostgreSQL and XtraDB). Focused on reliability, security, and observability across two core operators. Delivered features and fixes that strengthen backup resilience, enforce TLS-only connections, harden Patroni operations, and improve health checks and PVC resize visibility. Two-repo effort with concrete commits addressing critical operational gaps, improved error handling, and clearer troubleshooting signals. Key outcomes: - Backup resilience and finalizer lifecycle improvements, TLS/Backoff hardening, and safer cluster deletion workflows; reduced risk of failed backups or orphaned resources during lifecycle operations. - TLS-Only connections became configurable at the CRD level, enabling enforceable security policy for PostgreSQL clusters. - Patroni robustness improvements with proper resource limits and security contexts, plus validation guards to prevent misconfigurations. - PMM readiness and liveness probes introduced for PMM client containers, ensuring faster detection of unhealthy PMM integrations and easier troubleshooting. - Enhanced PVC resize logging and error reporting to provide clearer failure signals (quota, storage class issues) and faster remediation. Overall impact and accomplishments: - Improved reliability and safety of backup and restore workflows, stronger security posture with TLS enforcement, and clearer operational signals for day-2 operations. - Reduced incident resolution time through better logging, error aggregation, and health checks. - Demonstrated end-to-end ownership across two critical operators, delivering business value in data protection, security, and operability. Technologies/skills demonstrated: - Kubernetes operators (Go), CRD design and controller logic; pgBackRest backup orchestration and lifecycle, TLS policy enforcement, Patroni configuration management, PMM client integration, and PVC resize telemetry. - Strong focus on maintainability, security, and observability in production-grade Kubernetes deployments.

December 2024 monthly summary for Percona operator development. Delivered targeted features and reliability improvements across two operators, enabling safer runtime configuration, stable capacity management, and enhanced metadata management. Key outcomes include: (1) Percona XtraDB Cluster operator: TLS dynamic enable/disable with dynamic reconciliation and secret lifecycle management; end-to-end tests updated, supporting a more secure and flexible deployment. (2) VolumeExpansion control: introduced VolumeExpansionEnabled flag that governs expansion behavior across versions by removing an operator-version check, simplifying maintenance and improving stability. (3) PostgreSQL Operator: robust backup initialization error handling to gracefully manage get-latest-backup scenarios and reduce noisy logs during cluster init. (4) PostgreSQL Operator: global annotations and labels support (2.6.0+) propagating metadata to Secrets, ConfigMaps, StatefulSets, and other managed objects for improved customization and management. Overall, these changes reduce downtime risk, improve upgrade path reliability, and enhance observability and governance across deployed clusters. Technologies demonstrated include Kubernetes operator patterns, dynamic reconciliation, secret and metadata management, test automation, and cross-version compatibility.

Month 2024-11 summary: Implemented operator-level features and reliability improvements across Percona's Kubernetes operators, with a focus on runtime sharding control, robust backups for sharded deployments, and strengthened test infrastructure. Key changes include dynamic sharding management with backups gating, a new updatePod helper for robust replset updates, and backup agent/configuration integrated into StatefulSets with TLS/credentials support for automated backups. Also standardized Kubernetes labels across Percona XtraDB Cluster resources to improve identification, observability, and management. Strengthened secret handling, environment/credential management, and version compatibility to improve test reliability and CI surface. These changes reduce operational toil, improve disaster recovery readiness, and demonstrate solid Go/K8s operator engineering, security, and performance readiness.

2024-10 monthly summary for the percona-server-mongodb-operator: Focused on reliability, lifecycle cleanup, and reducing operational toil. Delivered a critical bug fix that prevents deletion hangs when clusters are in AppStateError due to finalizer errors, enabling clean and automated resource removal. This month also strengthened maintainability and traceability through precise commits and clear ownership, improving overall operator resilience and customer experience.