Three checks before acting on ecommerce research

Define the marketplace, region and time context before comparing products. A sample can reveal questions but does not represent the whole market. Check what a metric measures: cumulative sold counts do not establish monthly sales. Finally, test costs and margin assumptions alongside ROAS. We are the Nolyn team, building research workflows that keep these questions visible.