Despite availability of preclinical report about antidiabetic activity of the molecule Scoparic Acid D isolated from Scoparia dulcis L. no clinical trial has reported to be initiated possibly because of the fact that molecular mechanism of hypoglycemic effect of the molecule was not explained properly. Considering the reported hypoglycemic potential of the molecule and looking at the alarming increase of diabetic population worldwide and particularly in India we wanted to explain the mode of action of the molecule using virtual screening technique. Target Fishing Technique was employed to find out suitable target for the molecule using PharmMapper server taking human targets as database. From the result, the topmost diabetes drug target was selected and Scoparic Acid D was docked with it using FlexX. Collecting from PubChem database, descriptors of 54 existing antidiabetic molecules were considered for developing QSAR model and activity of Scoparic Acid D was predicted with reference to the QSAR model developed. In a similar manner Docking score of two known commercially available human α-glucosidase enzyme inhibitor drugs, viz. Miglitol and Voglibose and their IC50 values were recorded and compared with that of Scoparic Acid D. The target fishing of Scoparic acid D revealed that it has a high potentiality to inhibit the human α-glucosidase enzyme, which is a target for Diabetes mellitus. Docking studies showed greater affinity of Scoparic Acid D towards the active site of human α-glucosidase with a docking score of -8.1675, which is better than that of existing 22 inhibitors out of 54 used in the study and is also comparable to that of two commercial drugs, which target human α-glucosidase enzyme. Predicted IC50 value of Scoparic Acid D was found to be 3.98μM which is better than that of the known human α-glucosidase enzyme inhibitor drug i.e., Voglibose (IC50: 5.6 μM). We, therefore, suggest that Scoparic Acid D may be a potent inhibitor of human α-glucosidase enzyme and thereby delaying digestion of starch and sucrose, flattening postprandial blood glucose excursions and mimicking the effects of dieting on hyperglycemhyperglycemia may be a potent drug for treating diabetes.