Here, we report a draft genome sequence of Campylobacter jejuni strain Shizu21005, isolated from a food handler with no symptoms in Japan on March 2021. Its genome size was 1,656,785 bp, with 2 rRNAs, 35 tRNAs, and a coverage of 330×.