If bed posture is good (sleeping on your side) and your BMI is less than 30 (BMI = weight ÷ (height×height)), then your problem lies in the Nose or Throat. A deviated nasal septum, hypertrophic inferior turbinates, nasal polyps, long soft palate, oversized uvula or large tonsils may be the problem.