Definitely feel like a "late to the party person haha"
No, it's never too late. Many of us felt the same way because we didn't get involved from the beginning. But look where we are now? Even if you'd bought bitcoin during the last ATH, early 2018, you'd have twice the value right now.
Just start small (don't invest more than you're willing to lose) and see where it takes you.