Phased array antenna or beamformer plays key role in many emerging wireless applications, be it industrial such as 5G wireless communication and RADAR technology or commercial such as autonomous driving, imaging, and so on. Depending upon the application and design constraints such as power, area, and hardware cost, there are many architectures available in the open literature for designing a beamformer. The power consumption and the hardware cost become the two major limiting factors while choosing the specific phased array antenna for commercial applications. In order to reduce the hardware cost, designers try to limit the scanning range of the beamformer by reducing the number of control elements generally the phase shifters. These beamformers are called limited scan phased array antenna (LSPAA). These are proving to be useful in many commercial applications due to their reduced design cost. In this paper, we provide a detailed review of the various architectures present in literature for LSPAA design and a comparison between several of them with respect to scanning range, sidelobe level (SLL), and so on. In addition, a figure-of-merit is also proposed for comparison between the different architectures.