Like skyrim for example. It takes away from the immersion
Because it's such awesome gameplay standing in Markarth waiting for the guards to finish target practice so you can swoop in and collect them, then using the wait function to bring them back out once night falls.

The only time ammunition makes for an interesting mechanic is survival horror games where proper conversation is a key to success.