Feed NLP models with fresh public opinion text
Sentiment Analysis
Pipe fresh review text and public comments into NLP models with Piloterr. Collect opinion data at scale without hand-exporting CSVs from dashboards.
- Harvest review bodies, star ratings, and verified flags when shown
- Track sentiment drivers across products, locations, or campaigns
- Export text chunks ready for classification and topic models
NLP
ready text fields
Stars
ratings captured
0
credits on failed requests
Batch
corpus updates
Review widgets behind bot checks
Review widgets load asynchronously and block bots. Piloterr renders pages fully before extracting comment threads.
- Stealth browser for lazy-loaded review pages
- Pagination through multi-page comment histories
- Language-aware geo routing for localized review sites
Text chunks ready for classification models
Clean HTML noise, preserve review text and metadata, and split into model-friendly records with stable IDs for re-scoring.
- Optional Markdown output for LLM summarization
- Deduplicate edited reviews by hash of body text
- Label records with source, locale, and scrape time
How teams use Piloterr for sentiment analysis
Product and CX teams feed classifiers with continuously updated public opinion text.
Review sources
Watch product pages and local listings.
Corpus refresh
Weekly or daily text re-ingestion.
Opinion text
Review body, title, rating, date.
NLP pipelines
S3, GCS, or vector DB ingestion.
Large corpora
Millions of reviews batched safely.
Sentiment shifts
Alert when average rating drops sharply.
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.
Can Piloterr output text formatted for Hugging Face pipelines?
Yes. Return plain text or Markdown per review with metadata fields alongside for tabular joins.
Do you scrape private messages or DMs?
No. Only public review and comment text visible without login is in scope.
How to handle multilingual reviews?
Capture locale from page hints or TLD; store language tag in JSON for downstream model routing.
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