People from Venezuela, Colombia, Panama, Costa Rica, Puerto Rico, Mexico, Nicaragua, Peru, Ecuador, Argentina, Chile, Brasil, are among the many existing communities in Qatar.

Latin American Restos , doubt it!! However some places with Latin Names are around: Latinos (Sheraton), Paloma (Intercontinental), Salsa (Marriot Airport)

There is a group in FB I think is named Latinos in Doha or similar

Regards!!!