It works on a subset of data (default is 50 documents, but configurable to some degree by the admin), so if the data is changing, what displays in preview will change as well.
As for stopping a pipeline, you should be able to edit a Snap and set Snap execution to Disabled which would stop the pipeline at that Snap (assuming a linear pipeline).
Diane Miller
