Are there different kinds of latex ...

Yes. For example, vinyl latex is good for small cracks. Acrylic latex is a little more flexible and lasts longer up to 10 or 15 years. Siliconized acrlic latex should not be confused with a pure silicone caulk, but it is a medium-performance caulk that provides some water resistance and lasts up to 25 years or more.