Start with the marketplace you sell on. Most of the tools here are built around one platform, and a tool that is excellent for Amazon may say nothing useful about Etsy, eBay or TikTok Shop. If you sell in two places, check that each one is covered properly, not just mentioned on the pricing page.
Next, decide which question you are trying to answer. Some tools help you find product ideas. Others tell you whether an idea has steady demand, how crowded it is, what it costs to make and ship, or what buyers complain about in existing reviews. A seller choosing a first product needs most of these. A seller adding a variation to a proven product may only need keyword data and a profit calculator.
Treat sales estimates with care. Research tools model sales from public signals such as sales rank, review counts and listing changes. The models are useful for comparing products against each other, but the absolute numbers can be well off for any single listing. Compare two or three tools on a product you already sell, where you know the real figures, and you will learn how much to trust each one.
Look at demand over time. A product with strong sales this month may be riding a season, a viral video or a short trend. Price and rank history, trend charts and a few years of search interest show whether demand holds steady. Products from social trends can sell fast and fade just as fast, which matters when a factory order takes weeks to arrive.
Work the numbers before you contact suppliers. Marketplace fees, fulfillment charges, storage, ad spend, returns and freight all come out of the price. A fee calculator and an honest estimate of what you will spend on ads per sale tell you whether a product still makes money at the price buyers expect to pay.
Check suppliers twice. B2B marketplaces make it easy to message factories, and AI sourcing assistants make it faster to shortlist them. Import records and sample orders tell you whether a supplier really makes what it lists. Plan for inspections and lead times before you pay a deposit.
Finally, use free tiers and trials on a real decision. Pick one product idea and run it through each tool you are considering. The tool whose data you understand and would act on is worth more than the one with the longest feature list.