Silva-Renteria was arrested near Grand Prairie, Texas, and will be held there pending extradition to Georgia. He will then be taken to the DeKalb County Sheriff's Office Jail.
Police allege Silva-Renteria murdered Sophie Vasquez at her Brookhaven apartment. The 36-year-old was found by officers the morning of May 4 with multiple gunshot wounds at the doorstep of her home.
Silva-Renteria is charged with murder and additional charges are expected to be added.
Police said Silva-Renteria and Vasquez were familiar with one another but stopped short of calling them friends.
Investigators also do not believe Vasquez was targeted for being transgender.