Shuffle a random split of 40 days of sales, and most guesses borrow from days after the test day. Switch to a cut-off date to see the honest, larger miss.
Most guesses lean on a training day from after the test day, so they only fill a gap.
The model: average the nearest training day on each side. If no training day comes after, copy the one before.