Product ratings, marketplace reviews, and UGC freshness
Review Monitoring
Track star ratings, review text, and verified-buyer signals on product and marketplace pages with Piloterr. Focused on commerce UGC—not broad brand mention monitoring across the web.
- Collect review score, title, body, date, and verified flags when public
- Monitor SKU-level review velocity on retailer and marketplace pages
- Alert merchandising when ratings drop or negative themes spike
UGC
review fields
SKU
level tracking
0
credits on failed requests
Daily
review refresh
Review widgets behind lazy load and bot checks
Piloterr renders review tabs, infinite review lists, and star widgets that only appear after JavaScript execution.
- Pagination through review lists with rate-aware pacing
- Stealth sessions for retailer anti-bot during promotions
- Locale-aware collection when review text varies by country
Review records ready for analytics and alerts
Structured review JSON with stable IDs for trend charts, theme tagging, and merchandising dashboards.
- Dedupe by review ID or hash before storage
- Track average rating and count deltas week over week
- Webhook when rating falls below threshold on hero SKUs
How commerce teams use Piloterr for review monitoring
SKU-level UGC intelligence without maintaining retailer-specific parsers.
SKU review sets
Hero products and competitor ASINs.
Review cadence
Daily refresh on priority catalogs.
Rating fields
Stars, title, body, date, verified.
Merch dashboards
BI tools and alert channels.
Large catalogs
Thousands of product pages.
Rating drop alerts
When stars or volume shift.
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.
How is this different from brand monitoring?
Brand monitoring tracks mentions across news and social. Review monitoring focuses on product ratings and marketplace UGC on commerce pages.
Can you scrape Amazon or Walmart reviews?
Piloterr supports library endpoints and custom URLs on protected retailers with anti-bot bypass included.
Can this feed sentiment models?
Yes. Pair with sentiment-analysis workflows—review monitoring supplies fresh commerce text on a SKU schedule.
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