I don't know when to use against and when to use into, after bump:
The cat bumped against the door
The clumsy boy always bumps into the furniture
While dancing, she bumped into me several times
I ran after him, bumping against people in my hurry.
Bump into doesn't give me a headache when it means meet by chance, but it does only when it means physically hit by accident.