Sleeping on an inflatable mattress long-term can have various negative side effects. These include back problems and stiffness due to inadequate support, skin irritation caused by materials like vinyl, allergies to mattress materials, and increased risk of Sudden Infant Death Syndrome (SIDS) for infants who may turn onto their stomachs or sides.