You want to use tape that is made for painted automotive surfaces. 3M offers at least three different "regular" automotive tapes (tan, yellow, and green).
They also make a sky blue waterproof tape (Scotch 3434) that's sold in the UK. I bought some off eBay and, while its nice tape, it isn't...