This is the alley where Kelly gets raped in the season nine episode "Dog's Best Friend"
Cherokee Ave, across from Pacific Kitchen Equipment (1648 Cherokee Ave), Los Angeles CA
Note: The alleyway can be seen again in the season nine episode "That's the Guy," when Dylan gets information from the homeless lady about the attack as he is posting up reward signs