Epistasis, where mutations' effects depend on genetic background, is common in evolution. Fitness landscapes show how epistasis influences evolution. Empirical studies reveal frequent epistasis influenced by fitness measures, mutations, and environments. The research reviews theory and experiments on fitness landscapes, highlighting challenges and future directions for understanding epistasis in adaptation.