Alaska Air Group Inc. has emerged as the likely winner of an auction for Virgin America Inc.

The company is nearing a deal to buy Virgin America after beating a rival bid by JetBlue Airways Corp., people familiar with the situation said.

There is no guarantee Alaska Air ultimately will clinch the deal, but if it does, an announcement could...