Extract structured restaurant reviews, star ratings, customer feedback, and sentiment data from the world's top food delivery and review platforms. Built for brand monitoring, competitor analysis, and AI-powered NLP models.
Every dimension of customer feedback — structured, clean, and ready for analysis or model training.
We extract customer reviews and ratings from the world's leading food, travel, and local business review platforms.
Don't see your platform? Tell us your requirements — if it's on the web, we can scrape it.
Built for accuracy, depth, and scale — everything your review data pipeline demands.
Scrape hundreds of thousands of reviews across thousands of restaurants in a single run.
Data structured and pre-labelled for direct use in sentiment analysis, topic modelling, and LLM fine-tuning.
Aggregate reviews from Zomato, Swiggy, TripAdvisor, Google Maps, Yelp, and more in a unified schema.
Residential proxies and compliant methods ensure zero platform disruption and no legal risk.
Access months or years of past reviews — not just live data — for long-term trend analysis.
Request a free sample dataset before committing — validate schema fit and data quality for your use case.
Turning customer feedback into actionable intelligence across every industry.
| Use Case | Strategic Benefit |
|---|---|
| Brand Reputation Monitoring | Track real-time sentiment across platforms to catch and respond to negative trends before they escalate. |
| Competitor Benchmarking | Compare your ratings, review volume, and customer sentiment against rival restaurants in your city. |
| NLP & Sentiment Analysis | Feed large-scale labelled review datasets into sentiment models, topic classifiers, and LLMs. |
| Product / Menu Improvement | Identify recurring complaints about specific dishes or service issues directly from customer language. |
| AI Model Training | Build recommendation engines, review summarisers, and rating prediction models with clean review corpora. |
| Market Research | Understand cuisine preferences, dining habits, and regional taste trends from aggregated review data. |
| BI Dashboards | Pipe structured review metrics directly into internal tools for ongoing performance tracking. |
From requirement to delivery — a streamlined four-step workflow built for speed and precision.
You define the platforms, cuisines, cities, rating filters, and date ranges for the reviews you need.
Our engineers build platform-specific scrapers to bypass anti-bot systems, pagination limits, and login walls.
Every review dataset undergoes automated QA — deduplication, encoding fixes, and schema normalisation.
Delivered via secure cloud storage, CSV/JSON download, or integrated directly into your API pipeline.
Flexible solutions for researchers, startups, and enterprise teams.
Bulk & Annual Discounts Available.
Tell us your requirements and get a custom quote within 15 minutes.
