We investigate the quasi-local thermodynamics of rotating Kerr-AdS black holes enclosed by a finite timelike boundary. By employing the Brown-York stress tensor, we define a holographic pressure \(\mathcal {P}\) and its conjugate area \(\mathcal {A}\) at a finite cutoff. We demonstrate that the inclusion of angular momentum introduces a momentum flux at the boundary, requiring a generalized first law of the form \(dE = T_{\textrm{loc}}dS + \Omega _{\textrm{loc}}dJ - \mathcal {P}d\mathcal {A}\) , where \(\Omega _{\textrm{loc}}\) accounts for frame-dragging effects. A central result of our study is the analysis of the extensivity parameter \(\eta \) . We show that while small rotating black holes exhibit non-extensive behavior due to gravitational self-interactions, extensivity is recovered in the large-size limit ( \(r_{+} \gg \ell \) ), where the system satisfies the Euler relation. These findings provide robust evidence for the fluid-gravity correspondence at finite cutoff and offer a new perspective on the thermodynamic structure of rotating holographic duals.