3M painters tape will do you well. Even if it gets a little wet. Be sure the area is dry when applying otherwise it won't stick at all. The adhesive is water soluble and the best thing the remove the adhesive residue, should some be left after removal but not likely, would be Windex.
3M makes other types of tape that would be better to suit this application but they are on the industrial level and would not be worth you time or money tracking down purchasing some for this little task.
Source- I'm a 3M QC Tech