We develop a quantum harmonic analysis framework for the affine group. This encapsulates several examples in literature such as localization operators, covariant integral quantizations, and quadratic time-frequency representations. In process, we notion of admissibility operators extend well known results to operator setting. A major theme paper is interaction between convolutions, Weyl quantiz...