Gragnague (French pronunciation: [ɡʁaɲaɡ]; Occitan: Granhaga) is a commune in the Haute-Garonne department in southwestern France.

The inhabitants of the commune are known as Gragnaguais.

Gragnague station has rail connections to Toulouse, Albi and Rodez.

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