Airbnb Inc., which once sold novelty cereal boxes to stay afloat before emerging as a threat to the hotel industry, is close to becoming one of the world's most valuable startups.

The online service that lets people rent their homes to travelers is in advanced talks to raise capital that would value it at about $10 billion, according to people familiar with the matter.

Private-equity...