We study the stability of weighted \(L^p\) Bergman kernels on a sequence of domains in \(\mathbb {C}^n\) and show that, under certain conditions on the domains and weights, the weighted \(L^p\) Bergman kernels converge compactly. For \(p=2\) , we provide a link between the stability of multiplier ideal sheaves and the stability of weighted Bergman kernels with weights of the form \(e^{-\varphi _j}\) , where \(\{\varphi _j\}\) is a sequence of plurisubharmonic functions. Our main result shows that on a bounded hyperconvex domain, such weighted Bergman kernels converge compactly whenever the associated multiplier ideal sheaves satisfy a stability condition, without requiring the weights \(\{\varphi _j\}\) to be monotone.