Why Fuzzy Product Use cases Pricing Sign in Start free
Real-time e-commerce intelligence

Read the entire
market in real time.

Fuzzy Data turns any marketplace into a clean, structured, always-on feed — competitor pricing, full catalogs, reviews, and compliance signals across every store and country you sell in.

No blocks. No breakage. No in-house scraping team.

competitor_watchlist LIVE
12,480 SKUs monitored refreshed 8s ago
↓ 14 price drops caught today

One feed across every marketplace you sell on

AmazonWalmarteBayMercadoLibreCostcoKrogerAllegroKauflandIKEAWoolworthsCDiscountGoogle Shopping
The problems we were built for

If any of this sounds familiar,
you're already our customer.

Seven recurring failures cost e-commerce teams margin every week. Each one is a thing Fuzzy Data quietly takes off your plate.

01
Pricing analysts · revenue managers

Competitor prices move all day, and you find out from a delayed report.

What you get Live competitor pricing across every marketplace and country, with automated triggers that feed straight into your pricing engine — so discounting stops being reactive.
02
Legal · compliance · brand managers

Resellers break MAP and go off-brand for weeks before anyone notices.

What you get Continuous monitoring of every reseller, with timestamped, evidence-grade records of each violation — ready to escalate, warn, or terminate. Detection-to-action drops from weeks to hours.
03
Central e-commerce operations

Every country is a different tool, a different format, a different blind spot.

What you get One unified, real-time view of how you're listed, priced, and reviewed in every market — so local moves surface before they hit your numbers, not after.
04
Brand · CX · marketing

Ratings slip across thousands of product pages and nobody sees it coming.

What you get Structured review and sentiment feeds, centralized across every page and platform — the early-warning system existing reputation tools are too narrow and too expensive to give you.
05
Data & engineering teams

Your current scraper is slow, blocked, or quietly breaks at production volume.

What you get Anti-bot-resistant extraction that holds from a 10-page test to millions of records — variants, reviews, availability and all — without the manual workarounds and stale datasets.
06
Budget owners · startup to enterprise

Costs balloon at scale and nobody can tell you what next month looks like.

What you get Predictable, volume-based pricing with clear discounts as you grow — and you only pay for data we successfully deliver, never for failed or blocked requests.
07
Product · sourcing · R&D

Real demand signals are buried in reviews, forums, and feeds you never read.

What you get Demand and competitor signals collected automatically and mapped to your own SKUs and taxonomy — so sourcing and R&D prioritize on evidence, not anecdote.
The product

From a raw URL to decision-ready data.

Point Fuzzy Data at a product, a marketplace, or a whole country. It climbs four rungs — and you choose how far up you need to go.

01 — EXTRACT

Any URL → structured fields

Title, price, variants, availability, reviews and more — normalized to a clean, schema.org-aligned shape, identical across every marketplace.

02 — ENRICH

AI fills the hard fields

Plain-English prompts pull out brand, SKU, color and category that brittle selectors miss — plus image checks and on-demand summaries.

03 — MATCH

Map products across catalogs

Match your SKUs to competitors even when titles differ and units don't line up — cm vs mm, pack sizes, regional names. No more manual reconciliation.

04 — MONITOR

Schedules, alerts & repricing

Watch on your cadence and fire alerts only on real change — a price that moved, a listing that dropped — then push it into your repricing workflow.

GET /v1/product · response
{
  "title": "Aero Run 2 — Trail",
  "brand": "Northwind",
  "sku": "NW-AR2-TR-43",
  "price": {
    "current": 128.50,
    "was": 142.00,
    "currency": "EUR"
  },
  "availability": "InStock",
  "variants": 7,
  "rating": 4.6, "reviews": 1284,
  "marketplace": "amazon.de",
  "matched_sku": "INTERNAL-90412",
  "map_compliant": true
}
Fuzzy Data use cases

Where teams put
Fuzzy Data to work.

One always-on feed, pointed at the decisions that move margin — for the people who own pricing, brand, and assortment, and the data teams who build on top of them.

Brands, retailers & marketplaces

Pricing & revenue

Price intelligence

Track competitor prices in real time across every marketplace and country, and feed automated triggers straight into your pricing engine — so discounting stops being reactive.

Legal & brand

MAP & brand compliance

Catch every reseller breaking MAP or going off-brand, with timestamped, evidence-grade records of each violation — ready to escalate, warn, or terminate in hours, not weeks.

Revenue protection

Stop lost revenue

Surface delistings, out-of-stocks, and buy-box losses the moment they happen — so visibility gaps get caught before they quietly drain margin off the shelf.

Merchandising

Assortment intelligence

See what competitors stock, launch, and drop, then fine-tune your own assortment against real shelf data instead of guesswork — across categories and regions.

Brand & CX

Review & sentiment tracking

Centralize structured review, rating, and sentiment feeds across every page and platform — an early-warning system before a slipping score shows up in your sales.

Global e-commerce ops

Multi-market operations

One real-time view of how you're listed, priced, and reviewed in every country — local moves surface before they hit your numbers, not in a report a week later.

Data & platform teams

Data engineering

Production-grade data feeds

Clean, schema.org-aligned product, price, and review feeds that hold from a 10-page test to millions of records — delivered by real-time API or scheduled dataset.

Product & sourcing

Demand & trend signals

Demand, competitor, and trend signals collected automatically and mapped to your own SKUs and taxonomy — so sourcing and R&D prioritize on evidence, not anecdote.

ISVs & platforms

Embed intelligence in your product

Power your own pricing, BI, or compliance platform with a real-time market-intelligence layer you don't have to build, scale, or keep alive when sites change.

Don't see your use case? If it lives on a product page, we can read it. Map it to your workflow
How it works

Live in days, not a hiring cycle.

Tell us what to watch

Hand over the marketplaces, SKUs, brands, and countries you care about. Non-technical is fine — there's no scraper to configure on your side.

We extract & structure it

Fuzzy Data fetches, unblocks, parses, and validates — turning a sprawl of pages into one clean, consistent dataset at whatever volume you need.

Get it your way

Pull it via real-time API, receive scheduled datasets, trigger alerts on change, or push straight into your pricing, BI, and compliance tools.

Pricing

Predictable from your first SKU
to your ten-millionth.

No surprise invoices. Clear volume discounts as you grow. And you're only ever charged for data we successfully deliver.

Starter
Free / to begin

For a first marketplace and a quick proof of value.

  • Structured extraction, any URL
  • schema.org-aligned output
  • Daily scheduling
  • Community support
Start free
Scale
Volume / based

For teams running real-time pricing and monitoring in production.

  • Everything in Starter
  • AI enrichment & product matching
  • Real-time API + change alerts
  • Multi-country, multi-marketplace
  • Priority support
Talk to sales
Enterprise
Custom

Fixed monthly fee, reserved engineering, and managed orchestration.

  • Everything in Scale
  • Custom matching models
  • Managed pipelines & SLAs
  • Reserved engineering hours
  • Dedicated account team
Contact us

// Prices scale with volume — talk to us for an exact quote against your SKU count.

Stop guessing on price

Your competitors are watching the market. Now you'll watch it better.

Give us one marketplace and a week. We'll show you the data your current setup keeps missing.