Scott Downs came in to pitch and Markakis greeted him by serving a clean single into center field, plating Valencia and Pearce with the go ahead runs.
Gonzalez (4-2) tamed Los Angeles on one run over four hits, yielding just one walk while striking out seven in winning a second straight start.
Jim Johnson racked up his 23rd save despite allowing a run in the ninth as the Orioles clinched their three-game series and improved to 11-5 against American League West teams this season.
Vargas (5-4) was reached for three runs on seven hits over 6 2/3 frames.
Mike Trout socked a solo homer for the Angels, who dropped an eighth in 10 games.
Celebrity Families of 2014 [PHOTOS]