Determination of the cause of inherited hemolysis is based on clinical and stepwise conventional laboratory tests. Patients with obscure etiology require genetic diagnosis, which is time-consuming, expensive, and laborious, mainly because of numerous causal genes. This study enrolled 43 patients with clinical and laboratory evidence of unexplained hemolytic anemia. Initially, 13 patients were tested using a commercial (TruSight One) panel, and remaining cases underwent targeted sequencing using a customized 55-gene panel. Pyruvate kinase deficiency was found in eight, glucose-6-phosphate dehydrogenase (G6PD) deficiency in three (G6PD Guadalajara in two and p.Tyr227Ser: novel, named as G6PD Chandigarh), and glucose-6-phosphate isomerase (GPI) deficiency in two (GPI:p.Arg347His and p.Phe304Leu: novel, named as GPI Chandigarh). Three patients had Mediterranean stomatocytosis/macrothrombocytopenia, and two had overhydrated stomatocytosis. Xerocytosis was found in three patients, whereas six had potentially pathogenic variants in membrane protein-coding genes. Overall, 63% cases received a definite diagnosis. Timely determination of etiology was helpful in diagnosis, genetic counseling, and offering a prenatal diagnosis. Therapeutic implications include performing or avoiding splenectomy that may ameliorate the anemia in many but also predispose to thrombosis in other groups of patients. This first study on the genetic spectrum of unexplained hemolytic anemia from the Indian subcontinent also represents, currently, one of the largest cohort worldwide of such patients.