Reviews and reputation monitoring
A rating is a number; the reviews behind it are the reason. Tracking both, over time and against a named competitor set, is what turns customer sentiment into something you can act on before a trend becomes a problem.
11 documented jobs across 6 sources.
YouTube Shorts API
Channel Shorts or direct Short links as structured rows with views, likes, comments, dates, hashtags and full channel stats.
- Brand monitoring across channels that talk about your product
YouTube Shorts API — parameters, schema and worked examples →
Trustpilot Reviews API
Trustpilot reviews with the experience date, company replies and the full star distribution, not just the headline average.
- Competitor rating and complaint tracking
- Customer sentiment analysis datasets
- Fake review and review quality auditing
- Finding negative reviews the business never answered
- Rating trend tracking and crisis early warning
- Reputation monitoring for your own brand
Trustpilot Reviews API — parameters, schema and worked examples →
Indeed Company API
Look up Indeed employers by name, URL, industry or directory and get ratings, firmographics, reviews, salaries and Q&A as JSON.
- Employer-brand monitoring from employee reviews
Indeed Company API — parameters, schema and worked examples →
LinkedIn Learning API
Course records with rating, review text, syllabus and the skills each course claims to teach.
- Learner sentiment analysis from review text
LinkedIn Learning API — parameters, schema and worked examples →
Walmart API
Products, prices, reviews and every marketplace seller offer on a Walmart listing.
- Review analysis for a product category
Google Hotels API
Hotel search, property details, photos and reviews, with price and rating filters.
- Review sentiment tracking for a property
Google Hotels API — parameters, schema and worked examples →