The emergency services were called to Glenapp Road in the Pollokshields area of the city at about 11:50.
Two people were taken to Queen Elizabeth University Hospital. They are thought to have been suffering from smoke inhalation.
Other residents from the flats received medical assessments at the scene.
A fire in a block of tenement flats in Glasgow has left two people requiring hospital treatment.