News of the World says Bruce is ready to go back to Rangers with an increased offer before the January transfer window closes on Monday.
The 27-year-old joined Rangers in a £2.5million deal from Charlton Athletic in 2008.
Bougherra has two years left on his current contract with Rangers.
