I would not advise you to sand before caulking. Because you will definitely have to sand after caulking.
I masked everything with tape, after I applied the caulk, I leveled the caulk with a credit card. Immediately, while it was still fresh, I removed the masking tape. I am very satisfied with the result. I used a Sika 290DC.
I just had to sand a little.