A lower number can reflect a smaller pack, subscription, coupon, trade-in or incomplete delivery charge rather than a lower equivalent price. Comparison therefore starts with identity, condition and purchase terms—not arithmetic.
We preserve the displayed price and relevant context, then calculate approved normalised measures such as price per unit or converted currency. Original values remain visible so analysts can understand what was observed and how a comparable measure was produced.
Structured production review makes recurring competitor datasets manageable. The documented workflow separates confirmed exact matches, approved comparison groups and non-comparable offers, preventing one summary metric from hiding weak evidence.
Retail and Marketplaces
Consumer Health and Personal Care
Electronics
Home Improvement and Furniture
Industrial and MRO Supply
Market Research and Analytics