In the architectural lifecycle of any web application or automated data pipeline, data storage is the ultimate crucible of performance. A software engineer can write highly optimized, multi-threaded Python automation scripts on a cloud VPS and pair them with lightning-fast front-end user interfaces. However, if the underlying database layer is…