with previous work with cloud infrastructure and managed data services, including PostgreSQL on Kubernetes, Amazon RDS, AWS, Terraform, service discovery, and secrets management. Ability to operate MSK/Kafka, ClickHouse, or Redis at scale, covering clu ster operations, replication, partitioning or sharding, retention, capacity planning, and workload tuning.