I bid almost 100% of my domestic hotel stays on Priceline. The only refunds I have gotten were for acts of God, ie hurricanes last year in Florida & New Orleans.
I've tried disputing the quality of a hotel once and a hotel that was clearly outside the geographic boundaries on their own website. Was like arguing with a brick wall both times, yet I keep coming back as the saving for me still justifies the abysmal customer service.