Cross-check listings and public signals for anomalies
Fraud Detection
Cross-check public listings, prices, and identity signals to spot fraud patterns with Piloterr. Risk teams enrich rules engines with fresh web evidence.
- Compare duplicate listings across marketplaces for the same asset
- Validate seller history and public profile consistency
- Feed anomaly scores with structured attributes—not screenshots
Rules
engine-ready JSON
Cross
source checks
0
credits on failed requests
Near
real-time loops
High-friction sources fraud teams rely on
Fraud investigators hit the same protected marketplaces and classifieds as retail crawlers. Piloterr unblock those sources for automated cross-checks.
- Stealth access to high-friction classified and marketplace pages
- Parallel lookups across multiple public sources
- Session rotation when velocity triggers challenges
Consistent records for rule engines
Return normalized seller IDs, prices, geo, and image hashes where available so rules engines can flag mismatches quickly.
- Join records on phone, email, or title fuzzy match in your stack
- Timestamp every observation for investigation timelines
- Export only changed listings since last fraud sweep
How teams use Piloterr for fraud detection
Risk ops automate public-web corroboration before manual review queues.
Risk watchlists
Sellers, BIN patterns, or keywords.
Fraud sweeps
Hourly loops on hot categories.
Evidence fields
Price, geo, seller, media URLs.
Rules engines
HTTP feed into risk scoring.
High volume
Many listings checked in parallel.
Anomaly alerts
Fire when cross-source mismatch found.
API-first
400+ endpoints or any URL in one REST call
Production scale
Parallel jobs without proxy or browser ops
Protected targets
Managed anti-bot bypass and smart retries
Fair billing
Pay only for successful API requests
Frequently asked questions
Everything you need to know before integrating.
Does Piloterr make fraud decisions automatically?
No. It supplies structured public data; your rules engine or analysts decide outcomes.
Can I compare the same item across two marketplaces?
Yes. Scrape both listing URLs and join on attributes in your warehouse or rules layer.
How to avoid alert fatigue?
Diff against prior snapshots and webhook only new mismatches or threshold breaches.
Choose your next step
Connect your workflow, compare plans, or explore ready-made endpoints before you start.
Integrations
Connect Piloterr to your automation stack, or call our REST API from any workflow.
Ready to get started?
Your web scraping API is one click away. Start with +500 credits, no infrastructure to set up, no proxies to manage, and no credit card required.
- +500 credits
- No credit card required
- All endpoints included