Transformations and Actions

Spark operations split into transformations (build a new dataset, lazy) and actions (trigger computation and return a result or write output).

Transformations are lazy: they record what to do but run nothing. Spark builds a directed acyclic graph (DAG) of transformations and only executes when an action is called.