Calle Latina is located in Decatur, United States on 406 Church St. Calle Latina is rated 4.4 out of 5 in the category latin american in United States. Bienvenidos.ents of smoky grilled meats, sticky plantains, and roasted peppers blend with the upbeat strums of street music. A quick transaction and a smile leave you with a warm empanada, torta, arepa, or taco in hand. Top it off with a handmade salsa, agua fresca or delicate dulce and you’re good to go. Calle Latina brings the tastes of South American streets to Decatur, Georgia.