A Control Flow defines a workflow of tasks to be executed, usually of a particular order. This is where you tell the package in what order everything should happen and it also keeps track of how everything works.
A Data Flow defines a flow of data from a source to a destination. You do not start on one data flow task and move to the next. Data flows between your selected entities (sources, transforms, and destinations).
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