High oilseed production is an exigency due to the increasing edible oil consumption of the growing population. Rapeseed and mustard are cultivated worldwide and contribute significantly to the world's total oilseed production. Already a plateau is reached in terms of area and yield in most of the existing cultivars. Most of the commercially cultivated high yielding rapeseed and mustard varieties are tall, mainly due to a wider use of heterosis. However, they are susceptible to lodging and consequent yield losses. Plant yield is strongly dependent upon its architecture; therefore, 'ideotype breeding' is the key approach adopted to develop new varieties with enhanced yield potential, which is less explored in these crops. Dwarf/ semi dwarf plant type varieties has shown its improved yield potential over tall plant type in cereals which further leads to 'Green revolution' in Asian countries. Although, many induced dwarf mutants in rapeseed and mustard were isolated, unlike dwarf green-revolution varieties of cereals, most of them had undesirable plant types with defects including extreme dwarfism and sterility, leading to poor yield potential. Understanding the genetic and molecular mechanisms governing plant height and its correlation with yield and yield contributing characters is crucial. In this review, recent insights into genetic, molecular, and anatomical regulation of plant height have been discussed. The role of hormones, their crosstalk, and hormonal control for cell division and expansion have been delineated with respect to plant architecture. Many dwarfing genes are identified as being part of various phytohormone pathways. Parallelly, molecular links between plant height and flowering time have been explored. The overall synthesis of the review points out some key target pathways and genes that will be useful for plant breeders as well as biotechnologists for targeted genome editing for improving plant architecture without a yield penalty.