A new development is catching home buyers off guard as the spring sales season gets under way: Bidding wars are back.

From California to Florida, many buyers are increasingly competing for the same house. Unlike the bidding wars that typified the go-go years and largely reflected surging sales, today's are a result of supply shortages.

"It's...