Hey Singapoh, I found the article which advises on why to sleep on the left side:
"Experts generally recommend sleeping on your side (especially the left side) during pregnancy as it maximises the blood supply to your baby. Sleeping on your side also positions your kidneys to expel body waste and fluids more efficiently and thus reduces swelling, if any, on your ankles, feet, and hands."