Is lying about income on a Credit Card application illegal?

From what I understand they very rarely verify the income you list.

Is there anything illegal about exaggerating annual income on a Credit Card application for [...]

What is the punishment for lying about age on a credit card application?

I’m underage (16) and I got to thinking about people my age who have credit cards (and not with their parents account/consent). They’ve lied about [...]