SP3-PELSA, a modified peptide-centric local stability assay integrated with SP3 sample preparation, enables fivefold faster processing, enhanced peptide recovery (especially for hydrophobic peptides and low-amount samples), and superior performance in drug target discovery, holding great potential for large-scale applications and studies on membrane proteins using scarce clinical samples.