How do you say 'It's sushi time in Japanese?

お寿司の時間ですよ : (o su shi no ji kan de su yo) is a polite way to say that, you can remove the 'o' (お) from beginning and replace 'desu yo' (ですよ) with 'da yo' (だよ) to make it more casually spoken.