The inhibitory potential of 17 flavonoids on lactate dehydrogenase A (LDHA), a key enzyme in the downstream process of aerobic glycolysis in cancer cells, is investigated. Fisetin exhibited excellent inhibitory activity (IC50 = 0.066 µM). Quercetin 3‐β‐D‐glucoside, quercetin 3‐galactoside, luteolin, neoeriocitrin, and luteolin 7‐O‐β‐D‐glucoside showed good inhibitory activity (IC50 = 1.397–15.730 µM). Biochanin A, baicalein, quercetin, scutellarein‐7‐glucuronide, diosmetin, baicalein 7‐O‐β‐D‐glucuronide, and apigenin 7‐apioglucoside demonstrated moderate inhibitory activity (IC50 = 33.007–86.643 µM). Eriodictyol, quercetin 7‐O‐β‐D‐glucoside, apigenin 7‐O‐β‐D‐glucoside, and epicatechin were inactive. The Lineweaver–Burk plot showed that fisetin competitively inhibits NADH binding (Ki = 0.024 µM). Ki values for other compounds were calculated using the Cheng–Prusoff equation (Ki = 0.2799–2.1661 µM). The study revealed that the inhibitory effect of flavonoids varies with the number and position of OH groups and bound sugars. Molecular docking analyses indicated that flavonoids exhibited strong interactions with the NADH binding site of LDHA through hydrophobic interactions and hydrogen bonds. Molecular dynamic simulations tested the stability of the fisetin‐LDHA complex over 100 ns and showed fisetin's high binding affinity to LDHA, maintaining strong hydrogen bonds. The binding energy of fisetin with LDHA was −33.928 kcal/mol, indicating its effectiveness as an LDHA inhibitor. Consequently, flavonoids identified as strong inhibitors could be potential cancer treatment sources through LDHA inhibition.