TikTok Shop analytics
Ecomtoro vs Kalodata
Analytics for TikTok Shop: top products, shops, creators and videos with sales estimates. Strong if TikTok Shop is your main channel and you work with creators.
Ecomtoro finds and validates physical products with measured data (search demand, Amazon sales history, competition) and exact margins after fees, VAT and duty, then keeps watching the products you track.
Side by side
- Built for
- Ecomtoro:Finding and validating physical products before you buy stock, with margins for Amazon FBA, Shopify and TikTok Shop in the US, UK and Germany
- Kalodata:TikTok Shop analytics
- Price
- Ecomtoro:Free; paid plans $19, $49 and $99 a month (about 25% less yearly)
- Kalodata:Starter $45.90/month; Professional $99.90/month; Enterprise by quote
- Free plan or trial
- Ecomtoro:Free plan with 10 credits a month, no card needed
- Kalodata:7-day free trial, no card
- Refund
- Ecomtoro:7-day money-back guarantee on the first payment, while under 10% of its credits are used
- Kalodata:Not stated on the pages we checked
- Use from AI assistants (MCP)
- Ecomtoro:MCP server on every plan, including Free: Claude, ChatGPT, Claude Code, Codex, Cursor and more
- Kalodata:No MCP server listed; API on Enterprise (reported)
Prices in USD before tax, checked October 13, 2026. "Reported" means a third-party review, not the vendor's own page. Plans change: check the sources below before you buy.
Choose Kalodata if
- TikTok Shop is your main channel
- You need creator and video performance data
Choose Ecomtoro if
- You compare channels: Amazon FBA, Shopify and TikTok Shop margins side by side
- You want demand checked against search data and Amazon sales history, not one platform
- You want to ask from Claude or ChatGPT
Try Ecomtoro free
10 credits a month, no card needed. Validate your next product idea in minutes.
Sources
Kalodata is a trademark of its owner. This page is Ecomtoro's own comparison and is not endorsed by Kalodata. Spotted something out of date? Tell us and we'll correct it.