1) Since the process is stationary, the variance is the same in each period. 2) Since e_t is white noise it cannot be correlated to past values such as y_t-1
i don’t think it would be relevant as we have sigma^2*Z*Z’. We have sigma^2 that is positive and ZZ’ that is positive. So their product is positive and the inequality is proven.