The Caltrain is surprisingly expensive. It is also a long trip from SF to SJ, and has been running late for months when going Northbound.

Beware that if you buy a Clipper card, they tend to "forget" your deposit without recourse. The fine is $250 for being caught without proof of payment or jail.