its actually very easy. Removing the old stuff is a bit of a pain since you must make sure you get it all off, but after that its a breeze.
Small tip, dipping your finger in soapy water before you mush the bead into the corner makes it come out very nice and helps keep the silicon from sticking to your finger so you keep most of it in the joint.