Reviews & Sentiment API
Reviews collected and then processed: ratings normalised across sources that score differently, and themes extracted so the text is queryable rather than a wall of prose.
Sample records from your real source in 48–72 hours. No account, no card.
Example fields
What a record looks like
Representative, not fixed. The final schema is agreed with you at scoping — fields get added, renamed or dropped to match the system this feeds.
- review_id
- source
- subject_id
- rating
- title
- body
- themes
- sentiment_score
- verified_purchase
- reviewer_region
- posted_at
Delivery options
How it reaches your systems
- REST API
- Webhook push
- Scheduled CSV / JSON
- Database sync
Cadence is yours to set — continuous, daily, weekly or on demand. If you need a format not listed here, ask; most are a configuration rather than a rebuild.
Token estimate
~3tokens per record
One token covers one successfully delivered record from a straightforward source. Sources that render through JavaScript, sit behind a session, or defend against automated access cost more per record — each API lists its own estimate.
Typical use
- Track product sentiment against competitors over time
- Surface recurring complaints before they reach support volume
- Monitor reputation across the sites that actually rank
Worth knowing up front
Sentiment and theme extraction are model outputs. We report them with a confidence score and keep the original text so you can audit any classification.
Figures are planning estimates, published so you can size a budget before speaking to us. Nothing activates automatically: every pipeline is scoped, quoted and agreed in writing first, and the final rate reflects the real sources and volumes involved.
Request the Reviews & Sentiment API
Tell us which sources you need this against and at what volume. We'll return real sample records from your target, a written read on what is reachable, and a token estimate sized to your actual usage.
- Sample records from your real sources
- Schema agreed with you before anything is built
- Token estimate against your volume, in writing
Prefer email? sales@scrapingbuddy.com
No spam. A real person will review your request and reply.