A recommendation engine that supports SQL-based development. The goal is to enable data scientists, including data analysts, data engineers, and backend developers, to quickly build production-ready recommendation systems. The system architecture is shown in the figure below. SQLRec encapsulates underlying component access, model training, inference, and other processes using SQL, allowing upper-level recommendation business logic to be described using only SQL.