We constrain the distribution of merging compact binaries across celestial sphere using GWTC-3 catalog from LIGO-Virgo-KAGRA Collaborations' (LVK) third observing run. With 63 confident detections O3, we relative variability (standard deviation) rate density sky to be $\lesssim 16\%$ at 90\% confidence assuming logarithm is described by a Gaussian random field with correlation length $\geq 10^\...