The system

EIGHT MOVING PARTS.
ONE BIRD WATCHING.

Under the hood, DataSearch is eight specialised systems working in formation. They feed each other — you only see the answer.
Pick any node to read its full breakdown.

01 / Crawlers

WE SEE EVERYTHING.

Custom-built crawlers running 24/7 across marketplaces, brand sites, partner feeds, niche storefronts — anywhere your competitors live. We adapt to the source, not the other way around.

New competitor? We add them. New marketplace? We crawl it. You don't do the work. You see the result.

  • Public sources
  • Partner feeds
  • Niche storefronts
  • Marketplace APIs
  • Multi-region
  • Custom sources on request
↑ Back to all systems
crawlers.live
$ ds crawl --target=all competitor-a.com / 2,481 products competitor-b.com / 18,902 products marketplace-x.io / 124,003 listings niche-shop.gr / 401 products partner-feed.eu / 9,210 SKUs→ 155,997 records · 28s
02 / Matchers

THEIR CATALOG = YOUR CATALOG.

Cross-reference engine. We map every one of your SKUs to every competitor's catalog — even when names, units, packaging and languages disagree.

Powered by our LoRA experts, tuned to your industry. Apples to apples, automatically. Across countries.

  • Fuzzy + semantic matching
  • Multi-language
  • Variant aware (size, color, pack)
  • Unit normalization
  • Manual override + audit
  • Confidence score per match
↑ Back to all systems
YOUR SKU
100%
MATCH A
96%
MATCH B
91%
MATCH C
87%
MATCH D
41%
03 / AI Processors

CHAOS IN. SIGNAL OUT.

Crawled data is raw, messy, noisy, duplicated, malformed. Our AI processors clean it, classify it, deduplicate it, normalise it — turning the firehose into a database you can actually query.

No team of data analysts. No "we'll get to that next quarter." Every record is processed the second it lands.

  • Deduplication across sources
  • Auto-categorisation
  • Attribute extraction (size, weight, brand, model)
  • Image processing + recognition
  • Language detection + translation
  • Quality scoring
↑ Back to all systems
processors.pipeline
[raw input: 12,481 records] deduplicate → 9,402 normalise → units, currency extract attrs → brand, size, model classify → 84 categories quality score → 96.4% pass→ 9,402 clean records · ready
04 / LoRA Experts

THE BRAIN THAT KNOWS YOUR MARKET.

Generic AI doesn't know your industry. Ours does. We train specialised LoRA experts on your domain — fashion, electronics, FMCG, pharma, automotive, whatever your battlefield looks like.

They speak your jargon. They know your SKU patterns. They catch what off-the-shelf models miss. And they get better the longer they run.

  • Fine-tuned per industry
  • Continuous learning from your corrections
  • Multi-expert routing for cross-category catalogs
  • Confidence scoring per inference
  • Auditable decisions
  • Industry-tuned matching + classification
↑ Back to all systems
FASHION
97%
ELECTRONICS
94%
FMCG
96%
PHARMA
92%
AUTOMOTIVE
95%
GENERIC AI
64%
05 / Analytics

NUMBERS THAT WIN.

Pricing position, gap analysis, share of shelf, win/loss heatmaps, category dominance, availability index, price elasticity. The signals that decide quarters.

Custom analytics? We build them. Want a KPI nobody else has? Tell us. You're not paying for a template — you're paying for intelligence.

  • Pricing position vs market
  • Share of shelf
  • Win/loss matrix
  • Availability index
  • Category drift detection
  • Custom KPIs on request
↑ Back to all systems
CHEAPER
62%
MATCHED
28%
PREMIUM
10%
VS COMP A
71%
VS COMP B
44%
VS COMP C
38%
06 / API

YOUR DATA. YOUR STACK.

Everything we surface in the dashboard is available via API. REST, webhooks, bulk exports. Pipe DataSearch into your BI, your CRM, your ERP, your Slack — whatever runs your business. Or use it directly from our powerful dashboard.

Included in the €400. No "API tier." No per-call charges.

  • REST API + OpenAPI spec
  • Webhooks for every event
  • CSV / Parquet bulk export
  • Rate limits sized to your needs
  • Versioned endpoints, no surprise breaks
↑ Back to all systems
api.datasearch.tech
$ curl -H "Auth: $TOKEN" \ https://api.datasearch.tech/v1/products 200 OK{ "count": 12481, "updated_at": "2026-05-19T14:02:11Z", "items": [ ... ]}
07 / Dashboard

THE ROOM YOU ACTUALLY OPEN.

Real-time, filterable, annotated, sharable. Designed by people who hate dashboards — for people who have to use them.

Drill from market overview to a single SKU's price history in three clicks. Save views. Share them. Pin them to your team's wall.

We keep all history. If we have it, we show it — every price point, every change, from the day we started watching.

  • Real-time data, no refresh button
  • Saved views per team / role
  • Share by link with permissions
  • Annotations + comments
  • Custom alert builder
  • Mobile-ready
↑ Back to all systems
// POSITION
#2
of 7 competitors
// SHARE
34%
+2.4 vs last week
// PRICE INDEX · 30D
// LIVE CHANGES
comp-a · prod-91 · −8%
comp-b · prod-44 · +12%
comp-c · new SKU
08 / Monitoring

EYES THAT NEVER BLINK.

Real-time alerts. Set the rule. We trip the wire. Price changes, stock-outs, new SKUs, category moves, sudden discounts.

Webhook, email, WhatsApp — pick your channel. Get it the second it happens. Not in the Monday report.

  • Price drop / hike triggers
  • New product alerts
  • Stock-out notifications
  • Category & taxonomy changes
  • Custom rule builder
  • WhatsApp + email + webhook
↑ Back to all systems
alerts.live
[14:02:11] watching 12,481 SKUs competitor-a: PROD-91 price +12% competitor-b: PROD-44 price −8% competitor-c: 3 new SKUs in "sneakers"! competitor-a: PROD-12 went OUT OF STOCK[14:02:14] alert dispatched → webhook, whatsapp
Ready when you are

LESS SLIDES.
MORE WINNING.

Book a 30-minute call. We'll show you the system on your actual competitors.

Book a meeting