I have often removed this tape to add to or otherwise change the contents of my package and re-applied it shortly afterwards without it loosing significant adhesion.
While pulling from the rolls it rips easily before getting what you need. I was constantly picking at small slivers to start a new strip to use. It does stick well once it's applied though.