How far are $d$-dimensional copulas with uniform $(d-1)$-marginals from (total) independence?

We consider the family ${\mathcal{C}}_d^{{\mathrm{\Pi }}_{d-1}}$ of all $d$-dimensional copulas whose $(d-1)$-dimensional marginals are all equal to the $(d-1)$-dimensional product copula ${\mathrm{\Pi }}_{d-1}$ and tackle the natural question, `how far away’ from the $d$-dimensional product copula ${\mathrm{\Pi }}_d$ elements in ${\mathcal{C}}_d^{{\mathrm{\Pi }}_{d-1}}$ can be. We provide definitive answers for both, the uniform metric $d_{\mathrm{\infty }}$ as well as the stronger, conditioning-based metric $D_1$. The established results clearly indicate that the family ${\mathcal{C}}_d^{{\mathrm{\Pi }}_{d-1}}$ is larger than one might expect.