Shopify Marketing Tools corrections policy
Cross-category comparisons depend on current plan limits, Shopify data access, marketplace listings, and category boundaries. A product change can affect both its factual record and whether it solves the bottleneck assigned to it.
Send the page URL, exact claim, and a current primary source to editor@shopifymarketingtools.com. For price changes, include currency, billing cadence, order or contact limits, and the date shown by the vendor.
Confirmed errors are corrected in place. When new evidence changes a category judgment, score, or best-fit recommendation, we update the surrounding explanation and record a substantive review date.
We do not change a rank merely to satisfy a vendor. Reassessment follows the same cross-category weights, and uncertain or non-comparable data remains labeled rather than normalized into an invented number.
Last reviewed: September 30, 2026