In the world of Imaging Radar, the primary goal is to accurately and efficiently represent the world, providing the sensor suite with unparalleled and essential fusion ready data that cannot be offered by vision sensors. Advanced post processing techniques will be explored with a focus on high resolution, super resolution, effective resolution of multipaths, elimination of false alarms, and interference mitigation. Through the application of these techniques, Imaging Radar emerges as a pivotal sensor within the fusion sensor suite. Emphasis will be on methodologies to open the door for OEMs to extend the application of radar beyond the conventional uses in ADAS and AV applications, to a diverse range of scenarios, from detecting lost cargo on the road, optimizing highway merging, making informed decisions at intersections, navigating challenging road inclines, achieving smooth transitions in and out of tunnels, and other cases challenging scenarios.