Shower/Tub caulk cracking on new bathroom shower
Latex is another common caulking material. Sounds like you're looking for something like this:

http://www.homedepot.com/p/Custom-Building-Products-Polyblend-09-Natural-Gray-10-5-oz-Sanded-Ceramic-Tile-Caulk-PC0910S/100678060