Thrombosis, a leading cause of numerous fatalities, particularly in developed nations, accounts for thousands of deaths. The contemporary lifestyle inevitably leads to occurrences of venous thrombosis, including deep vein thrombosis and thromboembolism. This article presents a groundbreaking study where a novel series of N′-(arylmethylidene)-6-(p-methoxyphenyl)-3-methyl-1-phenyl-1H-pyrazolo[3,4-b] pyridine-4-carbohydrazide derivatives were efficiently synthesized and screened for thrombolytic activities. Compounds 4a, 4c, 4d, and 4h demonstrated the best antiplatelet activities when using different agonists such as arachidonic acid and collagen. These compounds showed >50 % activity by using agonist collagen and inhibited >50 % platelet aggregation in whole human blood. Compounds 4c and 4d showed the greatest inhibitory effect of 97.98 % and 98.97 %, respectively as compared to other synthesized compounds and aspirin. For platelet aggregation using arachidonic acid, all the synthesized compounds 4a, 4c, 4d and 4h shown >93 % inhibition than that of aspirin. In computational studies, ligands 4c(ap) and 4d(ap) exhibited potent interaction with the COX-1 active site, suggesting inhibitory potential against thrombolytic activities. Ligand 4c(ap) scored 8896 and ACE of -418.31 kcal/mol, while 4d(ap) scored 8742 and ACE of -417.43 kcal/mol. Similarly, ligands 4c(ap) and 4h(ap) displayed outstanding docking scores at the COX-2 active site, with 4c(ap) scoring 8574 (ACE:301.49 kcal/mol) and 4h(ap) scoring 8424 (ACE:276.16 kcal/mol). Synthesized compounds particularly 4c and 4d have the potential to be used for clinical trials and could be beneficial for the designing and development of novel therapeutics for cardiovascular and thromboembolic ailments.