Yes you do. That's how their billing works and there are several legal clauses in their terms as well as notices in the console. You are responsible for the resources you use.

It's not on them to check your credit limit and only spend that much while you get access to resources first. They will have a legal claim to get paid and will pursue it, especially if its 5 figures or higher. The collections industry exists just for this purpose.