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Best product research tools for Shopify and TikTok Shop in 2026

Kalodata, WinningHunter, ShopHunter, SellerSprite and the best free options compared: what each one finds, who it's for and what it costs.

October 17, 2026 · 7 min read · By the StackSaver team

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Product research tools answer one question: what are people already buying? Instead of guessing, you start from products with proven demand and decide whether you can sell them better.

Here are the best options in 2026 for Shopify, TikTok Shop and Amazon sellers, including the free ones.

The quick comparison

Tool Best for Data source Typical price
Kalodata TikTok Shop sellers TikTok Shop sales, shops and creators From about $46–50/mo
WinningHunter Dropshippers choosing a product Trending ads and stores Varies
ShopHunter Spying on Shopify competitors Shopify store sales tracking Varies
SellerSprite Amazon sellers Amazon products and keywords Varies
ExplodingTopics Finding a niche early Search trend growth Varies
TikTok Creative Center Free TikTok research Top TikTok ads and products Free
Amazon Best Sellers Free Amazon research Amazon sales rank Free

Prices are approximate US monthly prices, checked October 2026. "Varies" means it depends on the plan; check the tool's site.

Kalodata: the TikTok Shop specialist

Kalodata tracks sales on TikTok Shop: which products sell most, which shops sell them, and which creators drive the sales. You can filter by category, region and date range to spot products that are climbing.

Best for: anyone selling on TikTok Shop, or planning to.

Watch out for: lower plans cap how many results you see, so deep research usually needs a higher tier.

WinningHunter surfaces products that are getting traction in ads and stores right now, along with the ads and stores selling them. It's built for dropshippers who haven't picked a product yet.

Best for: beginners choosing their first product.

ShopHunter: see what competitors actually sell

ShopHunter tracks sales activity at Shopify stores. Point it at a competitor and you can see which of their products move, which is often more useful than guessing from their homepage.

Best for: sellers who already have competitors in mind.

SellerSprite: the Amazon pick

SellerSprite covers Amazon product research and keyword research: sales estimates, keyword search volume and competition. If Amazon is your channel, it's a better fit than the TikTok- and Shopify-focused tools above.

Best for: Amazon FBA and marketplace sellers.

ExplodingTopics: find the niche first

ExplodingTopics isn't a product database. It shows search topics that are growing fast, which helps you pick a niche before it gets crowded. Use it before the other tools, not instead of them.

The free options are better than you'd think

For your first product, these may be all you need. Paid tools add sales estimates, filters and history, which matter more once you're testing products every week.

Which one should you pick?

Most sellers end up wanting two or three of these. For the full process of using them together, read How to find winning products with spy tools.

Getting them all for less

Kalodata, WinningHunter, ShopHunter, SellerSprite and ExplodingTopics are all part of the Luxury Tools membership, along with AdSpy, PiPiAds, Canva Pro and AI tools, for $29.95 a month. See what it includes for store owners or run your own numbers.

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