If the preview point or any upstream transformation in the mapping contains hierarchical data, a Python transformation, or any transformation supported only on the Spark engine, the Data Integration Service pushes the job to the Spark engine. Otherwise, the Data Integration Service runs the data preview job. The preview point is the object in a mapping that you choose to view data for.