SaaSScraping
Automating Airbnb Review Scraping, Sentiment Analysis, and Slack Alerts
Combining review scraping, automation, and dashboard visualization into a single operational system.

The Challenge
Short-term rental managers with hundreds of listings struggle to respond to negative guest reviews quickly. Waiting for notifications or checking listings manually increases the risk of lower ratings.
- Delayed responses to negative guest reviews.
- Hours spent checking listings for new feedback.
- No structured repository to analyze overall host performance.
The Solution
We engineered a micro-SaaS auditor in Airtable. The scraper extracts new guest reviews, runs a sentiment analysis script, and notifies host channels in Slack immediately when negative reviews are found.
Review Scraper
Automated scraper keeping listing feedback in sync.
Sentiment Classifier
Instant analysis highlighting areas needing host attention.
Key Results
5 min
Response latency
100%
Scraped feedback accuracy
4.8+
Average property rating
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