Obika enjoyed a successful spell with the Glovers last season, scoring four goals in 10 appearances.
He joins fellow Spurs youngsters Steven Caulker and Ryan Mason and White Hart Lane team-mate Danny Hutchins at Huish Park.
Obika has been unable to break into the first team set up at Spurs, having made two appearances in last season's UEFA Cup.
Source: Team_Talk