Do you actually have to check out of a hotel, or is there an alternative process for leaving?

Yes, you typically have to check out of a hotel by informing the front desk of your departure and settling any outstanding charges. Some hotels may offer express check-out options where you can leave without stopping at the front desk, but it's always best to confirm the process with the hotel.