Combinatorial chemistry and high-throughput screening techniques allow for the rapid synthesis and testing of large libraries of compounds. Combinatorial chemistry uses solid and solution phase methods to efficiently produce thousands of compounds, while high-throughput screening employs automated instrumentation like microtiter plates to quickly assess large numbers of compounds through functional or non-functional assays. These approaches provide advantages for drug discovery by facilitating the identification of hit compounds for further optimization into drug leads.