Yes, the biggest trouble is with 12V LEDs. Unless you get the compatibility between dimmer, driver, and lamp exactly right then it may flicker, not dim smoothly, not dim at all, or not even light.
Mains voltage lamps are less trouble, but you can still have problems depending on the type of...