Our findings demonstrate that hydroxytyrosol effectively reprograms the tumor microenvironment in 3D melanoma spheroids by downregulating the ERBB2/3/4 axis and suppressing key oncogenic pathways such as PI3K-Akt and MAPK/ERK. This evidence concerns the gene AKT1 and neoplasm.