Lucas Horan, 39, was last seen on December 24 swimming from a boat along the shoreline near the Emeryville Marina.
Horan has not been heard from since, police say.
He was reportedly wearing a gray fleece jacket, unknown color shirt and jeans.
Anyone with information about his whereabouts is asked to call the Emeryville Police Department at 510-596-3700.