How can a team be $17 million over cap?

I see that Tampa Bay is $17 million over the salary cap, is there a penalty for being over the cap? If there’s not a penalty then why do teams even follow the cap? It does not look like the salary numbers will drop much if no moves are made so they will be in a similar situation next year.