How likely is a first time home loan to fall through after you have signed off on the contingencies?

Everything seems fine. House appraised good the inspection went well and the loan company has everything they need and have approved the loan. But sometimes I hear loans fail to be funded at the close of escrow. What can cause this and how likely is it?