2026-08-16 · AI TikTok Analyzer Pro Team

Kalodata vs Shoplus (2026): Which Data Platform Fits?

Disclosure: We build AI TikTok Analyzer Pro, a browser extension for public-page research. It competes with neither product below, but it does appear in one section near the end — treat that part as a vendor recommendation, not a neutral verdict.

Both of these sit in the same category: TikTok Shop analytics, sold as a subscription to a modelled commerce dataset. The question isn't "commerce data or not" — it's whose coverage fits your categories, and how much budget certainty you need up front. Kalodata publishes plans of roughly $12–297 per month and builds its product squarely around shop revenue; Shoplus works the same territory but doesn't publish pricing we could verify, so the conversation starts with a quote.

One caveat before the table: Shoplus runs a substantial content operation, and part of that blog compares rivals including Kalodata. Worth reading — but that's one competitor describing another, and the same caution applies here, since we sell a tool too.

Comparison at a glance

Where Kalodata sits

Kalodata's centre of gravity is revenue: product sales estimates, GMV trends over time, and creator performance measured by what they move rather than how many follow them. Published plans span roughly $12 to $297 per month — worth naming, because you can build a budget line before speaking to anybody.

Who it fits: operators and affiliate managers whose weekly sentence contains "GMV," "units," or "did this creator actually sell." Vetting partners on commerce performance rather than audience size is a materially better signal for shop work.

Where it's weaker: that range is very wide, and the gap between the entry tier and the tier covering your categories, regions, history window, and seats is where the real cost lives — published pricing shows the ladder, not which rung you need. Every figure is also modelled from observable signals rather than read from a merchant's books: directionally useful, not audited.

Where Shoplus sits

Shoplus is a TikTok Shop analytics tool aimed at the same buyer: sellers, agencies, and affiliate teams making product and partner decisions. We're deliberately thin on specifics, because we state only what we could verify on public pages — and its pricing and tier contents weren't among them.

What we can say is that it invests heavily in published content, including head-to-head pieces on Kalodata and FastMoss. That cuts two ways: useful material for learning the category, written by a competitor who benefits from scoring the dimensions it wins — the criticism a reader should aim at this page too.

Who it fits: teams who don't mind a scoped demo as the first step and would rather judge coverage on their own categories than on a published feature grid.

Where it's weaker: if you need a number for budget approval before you can trial anything, unverifiable public pricing is a real obstacle. Kalodata's published range, wide as it is, removes a step there.

Head-to-head, dimension by dimension

Data focus

Both lead with commerce, so this separates them less than it separates either from a general analytics tool. The criterion that does discriminate: ask each vendor to show your three best-selling categories, in your primary market, over the last 90 days. Whichever returns fewer blanks wins. Verdict: no general winner — decided entirely by your niche.

Sales and GMV numbers

Both are in this business; it's the reason to buy either. The distinction is posture, not presence: revenue analytics is the entirety of Kalodata's pitch, while Shoplus frames shop analytics inside a broader research toolset. Verdict: a tie on the headline capability, with Kalodata the more specialised on evidence we can verify.

Free access before you pay

Neither publishes a free tier we could confirm, but the realistic evaluation route differs. Kalodata's published entry point is low enough that a one-month paid trial tests coverage cheaply; with Shoplus you'll be arranging a demo. Verdict: Kalodata if you'd rather spend the entry fee than the calendar time; Shoplus if a guided walkthrough is worth more to you.

Pricing and budget certainty

The clearest split on public evidence. Kalodata publishes roughly $12–297 per month; Shoplus's pricing we could not verify, so check their site. Note what this does not tell you — published isn't the same as cheaper, and a quote can land below a published price. Verdict: Kalodata for planning certainty; neither wins on cost until you price the tier you'd actually buy.

Language and market coverage

Kalodata maintains a multilingual site and an active blog, which matters if your team doesn't work primarily in English; we haven't verified equivalent specifics for Shoplus. Note that interface language and data coverage are different things — a platform can have a localised UI and thin data for your market. Verdict: check both in your working language, and check market coverage separately.

Team size and fit

Solo sellers and small shops are usually price-sensitive and usage-light, which favours a low published entry tier plus a hard usage review at 30 days. Agencies with several seats and multiple client verticals should ignore entry prices and compare quoted multi-seat tiers, where the ordering can invert. Verdict: Kalodata's published ladder suits small teams; larger teams should get both quotes.

When neither purchase is the right one

This comparison keeps producing a third outcome: readers arrive assuming they need a commerce database, then realise their weekly work never touches a revenue estimate. They study public creator pages — which videos overperformed, what the first three seconds do, what the comments keep asking for — and turn that into content briefs. For that job, both platforms above are more product than the work needs.

That's the niche our tool works in, and we profit if this section describes you, so discount it accordingly. AI TikTok Analyzer Pro is an extension for Chrome, Edge, and Firefox plus a web workbench, operating on public TikTok pages: sort and filter a profile's videos by plays, likes, comments, or date; batch-download content you're authorised to use; pull subtitles and AI voice transcripts as SRT or TXT, including for videos with no captions; translate subtitles and public comments across nine languages; export comments to Excel or CSV with like counts, timestamps, and reply depth; and run AI analysis on comment themes and sentiment, script structure, and hooks. Free quota to start, then Plus at $19.9/month and Pro at $49/month.

Free pages, no install: TikTok Shop video research, compare TikTok creators, and export TikTok comments.

It contains no sales data whatsoever — no GMV, no revenue estimates, no product leaderboards. If those drive your decisions, the two platforms above are what you want.

How to choose

1. Write down the last five questions you needed data to answer. Count how many contain a revenue word. Fewer than two, and the section above is your answer instead of either platform.
2. Get a quote from Shoplus and price the real Kalodata tier — not the entry price, but the tier covering your markets, categories, history window, and seats. Compare those two numbers.
3. Run the same ten lookups on both. Coverage in your niche outweighs every row in the table above, and no review, this one included, can test your niche for you.
4. Sanity-check outputs against something you can verify — your own shop's numbers, or a creator whose results you know. Modelled data varies in accuracy by category.
5. Set a usage review at 30 days. A dataset nobody opens is the most expensive line in a research budget, and cancelling early beats renewing out of inertia.

FAQ

Which is cheaper, Kalodata or Shoplus? We can't answer that from public pages. Kalodata publishes roughly $12–297 per month; Shoplus's pricing wasn't published in a form we could verify, so request it and compare the tier you'd genuinely buy.

Which has better TikTok Shop sales and GMV data? Both sell commerce data as their core product, so it depends on your categories and markets rather than on any general ranking. Run identical lookups on both during trials and compare outputs directly.

Does either offer a free plan? Neither publishes a free tier we could confirm. Kalodata's low published entry tier makes a short paid trial a practical substitute; for Shoplus, ask about current trial or demo terms.

What if I need regional rankings by country rather than shop revenue? That's closer to what FastMoss emphasises, at $29–199 per month. Our FastMoss vs Kalodata comparison works through that decision.

Can either of them analyse hooks, scripts, or comments for me? That isn't what commerce platforms are built for. Content-level research — sorting a profile's videos, transcribing, translating, reading comments at scale — happens on the public pages themselves, and it's a cheaper class of tool.

About this comparison

This guide is published by the team behind AI TikTok Analyzer Pro. We compete with neither Kalodata nor Shoplus — our product is a browser extension for public-page research, not a commerce data platform — but we benefit if the "neither purchase" section describes you, so apply the scrutiny you'd give any vendor. All details and prices come from public pages as of August 2026, change often, and should be confirmed on each vendor's own site. We handle only publicly visible content, and downloads are intended for media you're authorised to use. Kalodata, Shoplus, FastMoss, Chrome, Edge, and Firefox are trademarks of their respective owners. TikTok is a trademark of ByteDance. AI TikTok Analyzer Pro is an independent product with no affiliation to TikTok or ByteDance.