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I have the same problem on my thumb from gripping the racket to tightly.
This tape has some flex to it so it doesn't constrict your thumb range of motion as much as other tape:
I use this "golfers tape" and really like it. Stays on even when hands sweat. [link]
I use golfer's tape, it's more flexible than regular tape. [link]