You can either shut it down or leave it running. It's up to how you want to do it. I personally power them off.
Do not delete the snapshot unless it is no longer in use or needed. Existing desktops will continue to run, though; they are based on the replica VM that has already been copied off of the snapshot itself. Rebalances to new datastores and creations of new pools will fail if the snapshot is removed.