In 2017, Altran, NASSCOM Foundation, and Quest Alliance collaborated to implement a blended learning program for educators in Tier II and Tier III engineering colleges. The initiative harnessed experiential and digital learning to upskill educators, to advance the learning capacities of marginalized engineering students. In this paper, we present an array of concerns as we see in the engineering ecosystem, and also present solutions and recommendations to transform it.