实际上 (shí jì shàng) is a formal, written way to say 'in fact, actually', often used to contrast with appearances or common belief. Its near-synonym 其实 (qí shí) is more colloquial and common in everyday speech; use 其实 for casual contrast, and 实际上 for more formal or written contexts.