How often does the cheapest product take the #1 organic position?

This insight looks only at product knowledge panels, the boxes where Google shows "Top sellers" for a specific product. Those panels surface a handful of merchants for the same product, and the ranking rules are not the same as for product carousels elsewhere on the page.

Price clearly matters to shoppers and to Google, but it is one of many signals. Relevance, reviews, and data quality also influence where your offer appears.

Our dataset and how we normalize price

For the price analysis we use panels where more than one seller is shown, so we can compare positions and prices. For each panel we take the average price of all listed offers, then express each product's price as a relative difference from that average (e.g. -20% means 20% below the panel average, +30% means 30% above). That way we compare fairly across very different price ranges.

Why position in the knowledge panel matters

The first slot in a product knowledge panel gets the most visibility. Shoppers often pick one of the top offers without scrolling further. So even though price is not the only factor, appearing in position 1 when you are the cheapest reinforces the message that your offer is the best value.

For how price relates to ranking in the broader organic Shopping results (carousels and mixed SERPs), see our analysis on whether product price impacts organic ranking in Google Shopping.

How we calculate this data

We restrict to product knowledge panels (serp_element_type = 'knowledge_graph_shopping'). The "cheapest at #1" statistic is the share of panels with more than one seller where the product at position 1 has the minimum price in that panel. The heatmap bins normalized price into ranges (e.g. -80% to -60%, 0% to 20%) and uses a weighted linear regression across all product-panel observations to fit the trend line.