PySpark vs Spark SQL: a simple guide for data engineers

PySpark and Spark SQL run on the same engine and give identical performance. Use PySpark when you want Python method chaining and programmatic logic. Use Spark SQL when you or your teammates prefer SQL. Most teams mix both in the same notebook.