Use this phrase to apologize, whether for something big or small. Use “for” to give more detail. For example:

I’m sorry for being so late.

I’m sorry for the mess. I wasn’t expecting anyone today.

You can use “really” to show you’re very sorry for something:

I’m really sorry I didn’t invite you to the party.