stream processing , Storage Systems, Design Patterns, Solid Principles, Kafka, real-time data-intensive systems, clean architecture, data stores, Flink, columnar analytics engines, event-driven architectures, compliance requirements, Relational Databases, caching layers, multi-tenant SaaS platforms, AI-driven tools and workflows, data isolation, time-series stores, geo-distributed deployments