The latest endeavor to emerge from Google Inc.'s advanced-research lab is flying into a field buzzing with competitors.

Google X said Thursday it is developing a system of drones to deliver goods. Rival Amazon.com Inc. is also testing delivery drones, and Domino's Pizza Inc. tested delivering pies via drone in 2013.

Google said a 5-foot-wide...