Cavities and shock fronts created by radio jets advancing into hot atmospheres of galaxies and clusters provide a reliable measure of the energetics of radio sources. High resolution X-ray and radio observations show that even modest radio sources can be extraordinarily powerful. Periodic AGN activity, possibly controlled by feedback, supplies enough energy to suppress cooling flows in many systems. Cluster radio lobes are generally out of equipartition, and they exhibit large variations in radiative efficiency. Synchrotron ages correlate poorly with buoyancy ages estimated independently by X-ray observations, indicating perhaps that the dynamics of these systems may be more complicated than we might have hoped.