Product research for selling on Amazon India
Most product research fails because it starts with a product and looks for a reason. Starting from observed demand and filtering hard removes most bad ideas before they cost money.
Start from Amazon's own Best Sellers, Movers and Shakers and search suggestions on amazon.in, which reflect Indian buying rather than an imported dataset. Then filter hard on three things: return risk, whether the category is gated for you, and whether the unit economics survive the fees and a realistic return rate. Most ideas die on one of those three.
- Use amazon.in's own Best Sellers and search suggestions, not US tooling.
- Return risk is the filter Indian sellers underweight and it decides profitability.
- Check category gating before you buy stock, not after the listing fails.
- Model the unit economics with fees and a realistic return rate, not gross margin.
- A category you can describe accurately beats one you merely found.
Research done well is mostly rejection. The sources below generate candidates cheaply, and the three filters exist to kill most of them before any money is committed.
Sources that reflect Indian demand
Amazon's own Best Sellers and Movers and Shakers lists on amazon.in show what is selling and what is accelerating, by category, for free. The search suggestions on the same site show the language buyers use, which is India-specific in a way imported keyword tools often are not.
Read these for shape rather than for a shortlist. A category where the top sellers are all unbranded and nearly identical is a price fight; a category where the top sellers differ meaningfully has room for a better product. That judgement is worth more than the specific items on the list.
Filter one: return risk
This is the filter Indian sellers most often underweight, and it decides profitability more than margin does. Apparel and footwear carry fit returns. Anything fragile carries damage returns. Anything with a colour that photographs differently carries expectation returns. Electronics carry compatibility returns.
A product with a healthy gross margin and a high return rate loses money, because you pay the logistics both ways and frequently cannot resell the unit. Before committing, ask what proportion of these will come back and why, and be pessimistic about it.
Filter two: can you even list it
Category gating stops you creating new products in some categories, and you discover it when the upload fails rather than when you buy the stock. Checking whether a category is open to your account before purchasing is a few minutes of work that occasionally saves the entire outlay.
The related check is identifiers. A product with no barcode needs a GTIN exemption, and the exemption requires branding permanently affixed to the product, which rules out loose and unbranded goods outright. That is a common and expensive surprise for Indian catalogues built on handicrafts or commodity items.
Filter three: economics that survive reality
Model the unit as the price a buyer pays minus the referral fee, minus fulfilment or shipping, minus packaging, minus your landed cost, minus the cost of the returns you expect. Gross margin on the purchase price is not the number that matters and it is the number most people use.
Add the cost of money if the stock sits. A product that turns slowly ties up capital that a faster product would have recycled several times, so two items with identical margins are not equally good.
The filter nobody lists: can you describe it accurately
A product you understand produces a title in the words buyers use, bullets that answer real objections, and images that show what matters. A product you merely found produces a listing assembled from a supplier sheet, which is the single most common reason a sound product does not sell.
So a category where you know what a good one looks like has a real advantage over one with better numbers and no understanding behind it. That is not a romantic point: it determines whether your listing can be written well enough to convert the traffic the research promised.
Where this sits in the rest of your Amazon operation
Robnu is read-only on Amazon today: orders, returns, payouts and inventory sync so you can see and reconcile them, and it cannot accept Amazon orders or make their labels. Order processing is live for AJIO and Meesho. Related reading:
Sources & further reading
- Amazon India, how to list your products the one publicly readable Amazon.in page that states listing figures: title 200 characters, images 500x500 or 1,000x1,000. Read 16 October 2026.
- Amazon India Seller University the public training hub. It serves, and it does not publish the account-health thresholds. Read 16 October 2026.
- Amazon India seller forums where the failure shapes described here are reported by sellers. Read 16 October 2026.
Not legal or tax advice. Amazon changes fees, windows and policies without notice, and the detailed style guides and account-health thresholds sit behind a Seller Central login, so any figure quoted here as convention is not Amazon-published. Check anything you plan to act on against your own Seller Central account first.
Questions sellers ask
Amazon's own Best Sellers and Movers and Shakers lists on amazon.in, plus the search suggestions on the same site. They are free and they reflect Indian buying and Indian search language, which imported keyword tools often do not. Read them for shape rather than for a shortlist.
Return risk. It decides profitability more than margin does, because you pay logistics both ways and frequently cannot resell the unit. Apparel carries fit returns, fragile goods carry damage returns, and anything whose colour photographs differently carries expectation returns. Be pessimistic about the rate.
Because gating stops you creating new products in some categories and you discover it when the upload fails, which is after the money is spent. A few minutes of checking occasionally saves the entire outlay. The related check is identifiers, since a product with no barcode needs a GTIN exemption.
Price the buyer pays, minus referral fee, minus fulfilment or shipping, minus packaging, minus landed cost, minus the cost of the returns you expect. Gross margin on the purchase price is not the number that matters and it is the one most people use. Add the cost of capital if the stock turns slowly.
More than people expect. A product you understand yields a title in buyers' words, bullets that answer real objections and images that show what matters. A product you merely found yields a listing assembled from a supplier sheet, which is a common reason a sound product does not sell.
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