Shoes and belt definitely. Watch strap I've never given much thought to but then again I don't own a leather watch band anymore as all of mine are stainless steel.
I would think it would be nice to match the band as well if possible but I wouldn't lose any sleep over it.
+1! Belt and shoes for sure. Ideal is that the watch should match also, but I do not live in an ideal world!