Independence implies that the covariance is 0.

Not the other way around, UNLESS you have a joint normal distribution.

The covariance or dispersion matrix also gives you the variances along the diagonal.

And you can compare the covariances with those variances to obtain the correlation between random variables.

That shows how related, the rvs are.