Many banks set up blended payments so your mortgage payments include property tax. Closing costs occur at the time of purchase and are one-time fees, not recurring. As for the opportunity cost, it's only relevant if your mortgage+taxes are higher than what you were paying in rent.

The big unpredictable element is home repair costs.