An investigation of a linear cloud cluster (CC) that brought 7 hours of rainfall over the arid rain shadow region of peninsular India, is the topic of this study. We present detailed insights from microphysical and dynamical interactions using radar observations and cloud-resolving simulations. The cloud-resolving model at 1 km resolution simulated the cold pools and strong gust fronts close to the observation. Gust fronts and their interactions paved way for increased convection organization and aggregation. The heavy rainfall was triggered by the impact of the cold pools in the late evening hours, even though suitable conditions with low convective inhibition and high convective available potential energy were present. The enhancement of equivalent potential temperature (θE) within the 15 km deep layer on the intersection of gust front triggered deep moist convection. The model could simulate the precipitating core and midlevel moistening in the storm's leading edge, thereby facilitating the propagation of convection. The unique aspect is the extended area of rainfall with the two confluent gust fronts and merging of the cold pools. However, high θE regions were found to trigger new convection. The optimal state of the Rotunno–Klemp–Weisman (RKW) theory was noted with moderate wind shears throughout the storm lifecycle, except during the most intensified stage with significant condensate loading and strongest updrafts. The updraft mass fluxes were enhanced after the gust front intersection and have contributed to deeper convection and enhanced precipitation. The longevity of the precipitation over seven hours maybe attributed to sustained updrafts and moistening of the middle layers, triggering new convection under the influence of several cold pool outflows.