Are you searching for the best TikTok Shop analytics tool to find winning products, top creators and viral videos? Want to know which one is actually worth your money in 2026? Then you’ve just landed in the right place at the right time.
Let’s quickly clear the air.
Quick answer: The best TikTok Shop analytics tool in 2026 is Kalodata (from $45.90/month, 7-day free trial, 10% off with code NOAH). The best alternative is FastMoss (from $49/month, 7-day free trial). If you need the cheapest option, EchoTik has a free plan and paid plans from about $9.90/month billed yearly.
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No doubt, TikTok Shop is one of the fastest ways to make money online right now. But finding winning products by scrolling your For You page all day is slow and random.
That’s where TikTok Shop analytics tools come in. They show you which products are selling, how much each shop is making, which creators are driving the sales and which videos are going viral. So you can copy what’s already working instead of guessing.
The only problem;
There are so many of them now. Which one should you pick, especially if you are a beginner?
That’s the headache.
But no worries. As one of Kalodata’s top affiliates, I’ve spent a lot of time inside Kalodata and researching its competitors. In this guide I’ll show you the best TikTok Shop analytics tools in 2026, what each one is best for, how much they cost and which one I’d pick for your situation. I’ll also tell you what happened to Shoplus and the best tool to switch to.
Without wasting time, let’s jump to it.
Best TikTok Shop Analytics Tools at a Glance
| Tool | Best for | Starting price | Free option |
|---|---|---|---|
| Kalodata | Best overall | $45.90/month | 7-day free trial, no card |
| FastMoss | Best Kalodata alternative | $49/month | 7-day free trial, no card |
| EchoTik | Tight budgets | ~$9.90/month (billed yearly) | Free plan (30 days of data) |
| TikTok Seller Center | Your own shop data | Free | Free for sellers |
1. Kalodata: Best TikTok Shop Analytics Tool Overall
Kalodata is my number one pick, and it’s the tool I recommend first to anyone serious about TikTok Shop.
When I got access to the Professional plan to test it properly, I was able to find the best selling niches and products the moment I logged into the dashboard. That’s how powerful it is.
It’s the most complete all-rounder on this list: product, shop, creator, video and livestream research all in one place, plus Amazon and Shopee data and strong UK and EU coverage. Here’s how the dashboard looks like;

Key features
- Huge database: over 200 million products, 250 million creators and 400 million videos tracked.
- Up to 1,000 days of history, so you can see how a product or shop performed over time.
- Product, shop, creator, video and livestream research with revenue and sales estimates.
- Multi-market data, including the US, UK and European markets like Germany, France, Spain and Italy.
- Extra research on Amazon (US) and Shopee, plus Kalo Credits for AI features.
Kalodata pricing
Starter costs $45.90/month and Professional costs $99.90/month. If you pay yearly, you save about 17%. I broke down every plan in my Kalodata pricing guide.
Pros and cons
- ✅ Most complete all-round research (products, shops, creators, videos and livestreams)
- ✅ Covers the US, UK and major EU TikTok Shop markets
- ✅ 7-day free trial with no credit card
- ❌ More expensive than EchoTik
- ❌ Free trial has daily search limits
Pro tip: grab the Kalodata free trial first, then use code NOAH to get 10% off when you subscribe.
2. FastMoss: Best Kalodata Alternative
FastMoss is the closest competitor to Kalodata, and honestly, it’s a strong one.
It covers the same core research (products, shops, creators, videos and ads) and it’s popular with TikTok Shop affiliates who spend most of their time hunting for creators and viral videos. FastMoss says it tracks over 620 million products and 380 million creators across 20+ countries, with up to 1,500 days of history on its top plan.

Key features
- Product, shop, creator, video and ad research across 20+ countries
- Creator search with sales and follower data, great for affiliate outreach
- Trend and ranking lists updated daily
- 7-day free trial with no credit card and no auto-renewal
FastMoss pricing
Plans start at $49/month for Basic, with higher tiers for more history and searches. New users can often get the first month cheaper. Use code PC0512 at checkout. If you want the full side-by-side, check out my Kalodata vs FastMoss comparison.
Pros and cons
- ✅ Very close to Kalodata in features
- ✅ Huge database and up to 1,500 days of history on the top plan
- ✅ Strong creator research for affiliates
- ✅ Free trial with no card and no auto-renewal
- ❌ Shorter data history on the entry plan (90 days)
- ❌ Similar price to Kalodata, so not a budget pick
3. EchoTik: Best Budget TikTok Shop Analytics Tool
If money is tight, EchoTik is the cheapest way to get TikTok Shop data. It has a free plan and low-cost paid plans, which makes it a good place to start if you are just testing the waters.
- Free plan: 30 days of data with limited daily views.
- Basic: about $9.90/month billed yearly ($119/year), 50 searches a day, 30 days of history.
- Pro: about $19.10/month billed yearly, 200 searches a day, 90 days of history.
- Enterprise: about $29.10/month billed yearly, unlimited history.
- 7-day refund on paid plans.
The catch? Depth. You get less history and fewer searches than Kalodata unless you pay for EchoTik’s top plan. So once you get serious, you’ll most likely outgrow it.
4. TikTok Seller Center and Creative Center: Best Free Tools
If you already sell on TikTok Shop, don’t forget the free tools TikTok gives you. Seller Center shows analytics for your own shop, like sales, traffic and product performance. TikTok Creative Center shows trending ads, songs and hashtags.
The problem is they mostly show your own data or general trends. They won’t tell you what your competitors are selling or which creators are driving their sales. And that’s exactly what Kalodata and FastMoss are for.
What Happened to Shoplus?
If you used Shoplus before, here’s the bad news: Shoplus shut down on August 28, 2026.
The good news? Kalodata is the best replacement, and FastMoss is a strong second choice. Both let you try them free for 7 days, so you can move your research over without paying a dime first. I explained the full story in my Kalodata vs Shoplus post.
How to Choose the Right TikTok Shop Analytics Tool
Still not sure which one to go for? Here’s a quick way to decide:
- You want the most complete all-round tool: go with Kalodata.
- You need the longest history: FastMoss’s top plan goes back 1,500+ days.
- You mainly look for creators to promote your products, or you are an affiliate: try FastMoss and Kalodata side by side, since both have free trials.
- You are on a tight budget or just testing TikTok Shop: start with EchoTik’s free plan.
- You only need your own shop’s numbers: Seller Center is free.
- You sell in the UK or Europe: Kalodata covers the UK, Germany, France, Spain and Italy.
My advice? Start the Kalodata and FastMoss free trials in the same week, research the same niche in both and keep the one that finds you better products. Neither trial needs a credit card, so you have nothing to lose.
FAQs on TikTok Shop Analytics Tools
What is the best TikTok Shop analytics tool in 2026?
Kalodata is the best all-round TikTok Shop analytics tool in 2026. It combines product, shop, creator, video and livestream research, tracks over 200 million products and 250 million creators, and covers the US, UK and major EU markets. Plans start at $45.90/month and there is a 7-day free trial with no credit card.
What is the best alternative to Kalodata?
FastMoss is the closest Kalodata alternative. It covers the same product, shop, creator and video research with a huge database (620M+ products), starts at $49/month, and also has a 7-day free trial with no credit card. EchoTik is the cheapest alternative if you are on a tight budget.
Is there a free TikTok Shop analytics tool?
Yes. EchoTik has a free plan with 30 days of data, and TikTok’s own Seller Center shows free analytics for your own shop. For full market research, Kalodata and FastMoss both offer 7-day free trials with no credit card.
Does Kalodata work for TikTok Shop UK and Europe?
Yes. Kalodata covers TikTok Shop in the UK and in Europe, including Germany, France, Spain and Italy, as well as the US. Check the market selector in your dashboard for the full, current list.
What happened to Shoplus?
Shoplus shut down on August 28, 2026. If you were a Shoplus user, Kalodata and FastMoss are the best replacements, and both let you try them free for 7 days.
Is Kalodata worth it?
If you sell or promote products on TikTok Shop, yes. One winning product or creator can pay for months of the subscription. Start with the free trial, and if you subscribe, use code NOAH for 10% off.
Final Thoughts on the Best TikTok Shop Analytics Tools
TikTok Shop moves fast, and the sellers who win are the ones who use data instead of guessing.
For most people, Kalodata is the best TikTok Shop analytics tool in 2026, with FastMoss as a strong alternative and EchoTik as the budget pick.
So what are you still waiting for? Grab the free trials, find your first winning product, and don’t forget to use code NOAH to save 10% on Kalodata.
Want more details before you decide? Read my full Kalodata review.
Got any questions? Let me know in the comments section.

Hello, I’m Prosper Noah, a digital marketer with more than 8 years of experience. My ultimate goal on this website is to use the power of online marketing to help businesses get more visibility and reach more customers.



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