Engine issues with my Audi A2 - help!

I've been experiencing some engine issues with my Audi A2 and I'm hoping someone can provide some guidance. The problem started a few days ago when I noticed a slight rattle coming from the engine area. Now, it's more of a knocking sound that gets louder when I accelerate. Anyone familiar with similar problems or know what might be causing this?