Kalodata is tightly scoped to TikTok Shop and goes deep within that ecosystem.
The data model is organised around six objects: categories, shops, creators, products, videos and livestreams. The product ranking alone carries revenue and its trend, revenue growth rate, items sold, average unit price, shipping fee, commission rate, creator count, creator conversion rate, launch date, rating, and a split of revenue across live, video and product card — filterable by category, revenue source by content and by channel, affiliate status, shipping option and more. The US catalogue paginates to roughly 94,700 pages, which gives a sense of the depth.
The video module is where it separates from ordinary product-research tools. Each video carries not only views, GPM and revenue attribution but Ad Spend, Ad ROAS, Ad CPA and Ad View Ratio, so paid performance is analysed at creative level rather than in a separate ad library. A filter isolates AI-generated videos, and a One-Click Video Create action sits beside the results, feeding into a dedicated AI Video Generation module. An AI Affiliate Platform handles creator matching, which matters because TikTok Shop revenue flows largely through affiliates rather than the brand's own ads.
The vendor is explicit about what the numbers are. Its FAQ states the data is gathered from public channels and refined with AI models, that transaction amounts and ad spend may vary from real figures, and — the part worth quoting to anyone planning to rely on it — that the data should not be used where high precision is required, such as settling partner commissions or evaluating performance. Every public ranking table repeats that it is algorithmic and for reference only. That framing makes clear that the figures are directional rather than merchant-reported.
Two practical constraints. First, scope: this is TikTok Shop across seven markets — the US, UK, Indonesia, Malaysia, Thailand, Vietnam and the Philippines. Nothing here serves Meta, Shopify or an independent storefront. Second, pricing is gated behind signup on the public site, but the authenticated US pricing screen shows Starter at $45.90/month, Professional at $99.90/month and Enterprise on a custom quote. The same screen advertises 30% savings for yearly billing, although the exact annual totals were not visible in the supplied view.
Public feedback is thin and mixed: 3.3 out of 5 across fourteen Trustpilot reviews, with praise for how the research is presented and recurring complaints about charges continuing after cancellation, difficulty finding the cancellation control, and slow support. One reviewer describes the entry plan as heavily limited relative to its price. Those are individual reports on a small sample, but the cancellation theme is consistent enough to check the terms carefully before subscribing.