Hepatocellular carcinoma (HCC) has garnered significant attention from researchers due to its high recurrence rate and invasive characteristics. The design of drugs with dual-target combined effects represents a promising strategy in cancer treatment. Our observations suggest that ADAM17 and HDAC may inhibit the unfavorable prognostic signaling pathway Notch1 in HCC through distinct mechanisms, thereby suppressing tumor cell proliferation and metastasis. Consequently, this study utilized the ADAM17 inhibitor ZLDI-8 as a lead compound and developed a series of dual ADAM17/HDAC2 inhibitors by integrating strategies such as backbone leaping and pharmacophore fusion. We assessed the anti-hepatocellular carcinoma activity of these compounds, focusing on their anti-proliferative, pro-apoptotic, and anti-metastatic properties. Notably, ZSNI-21 effectively inhibited the proliferation of Bel-7402 cells and demonstrated significant anti-metastatic capabilities against HCC-LM3 cells, with its targeting confirmed. Additionally, its in vivo safety was validated. To date, there have been no reports on dual ADAM17/HDAC2 inhibitors, marking this as a novel endeavor.