Gift products peak before the holidays, sunscreen in summer. If you order on a flat yearly average, you'll run short in the peak and overbuy in the quiet months. Raise your daily sales figure for the peak weeks, and order early enough for the stock to land before them.
See the Black Friday inventory checklist for dates.