The 22-year-old phenom was taken into custody after an alleged incident at the Beverly Center, according to the Los Angeles Police Department.
Investigators said the matter stemmed from a dispute involving Urias and a woman. The nature of their relationship was not disclosed.
The pro pitcher was released hours later on $20,000 bail, according to online records.