The present study was conducted to evaluate the performance and heterotic potential of 21 ridge gourd (Luffa acutangula L. Roxb.) hybrids for critical growth, flowering and yield-related traits. A comprehensive analysis revealed significant variability across all traits, indicating a broad genetic base suitable for effective selection and hybrid development. Among the parental lines, IC-344512 and Arka Prasan were superior for vine length, while IC-344652 and Kerala Local-3 were identified as sources for earliness. The hybrid Kerala Local-3 × Arka Sujat exhibited outstanding overall performance, recording the longest vine (5.54 m), the highest number of branches (7.84), early maturity (44.46 days to harvest) and a maximum yield of 6.96 kg/vine (36.18 t/ha). Furthermore, heterosis analysis revealed its significant superiority over commercial checks. The cross Bangalore Local-1 × Arka Prasan also emerged as a promising hybrid, notable for its early flowering and high fruit weight, making it ideal for short-duration cultivation. The expression of both positive and negative heterosis confirmed the roles of additive and non-additive gene actions. For instance, Bangalore Local-1 × Arka Prasan displayed highly desirable negative heterosis for earliness, while Kerala Local-3 × Arka Sujat showed remarkable mid-parent heterosis for yield per vine (133.30 %). Overall, this investigation successfully identified Kerala Local-3 × Arka Sujat and Bangalore Local-1 × Arka Prasan as elite hybrids that combine high yield potential with other desirable agronomic traits, thus validating heterosis breeding as a powerful strategy to enhance productivity in ridge gourd.