The way in which the USDA Census of Agriculture counts farmers has transformed over time, limiting comparisons between years. Changes to the 2017 Census could be wrongly interpreted to suggest a significant increase in the number of women farmers and principal women farmers. We explain these changes, the caveats needed, and suggestions for more accurate comparisons.