---
title: "Use cases"
canonical: https://www.zenrows.com/use-cases
---

# Use cases

What teams build with Zenrows.

- [Adverse media screening](https://www.zenrows.com/use-cases/adverse-media-screening.md): Negative news on customers, directors and suppliers from global and local sources, with text and screenshots as evidence.
- [AI agent browser](https://www.zenrows.com/use-cases/ai-agent-browser.md): A cloud browser your agent drives over MCP or CDP to log in, click and fill forms.
- [AI search monitoring](https://www.zenrows.com/use-cases/ai-search-monitoring.md): Answers, brand mentions and cited sources from ChatGPT, Perplexity, Gemini and AI Overviews, prompt by prompt.
- [AI training data](https://www.zenrows.com/use-cases/ai-training-data.md): Web corpora for pre-training and fine-tuning, collected as Markdown JSONL with a source URL on every document.
- [Alternative data for investors](https://www.zenrows.com/use-cases/alternative-data.md): Hiring, pricing, app ranks, reviews and store counts per ticker, collected weekly as point-in-time series.
- [Automotive data](https://www.zenrows.com/use-cases/automotive-data.md): Vehicle listings, dealer inventory, prices, specs and parts from marketplaces and dealer sites, keyed on VIN.
- [Brand monitoring](https://www.zenrows.com/use-cases/brand-monitoring.md): Every mention of your brand in news, forums, reviews and search, as clean text for sentiment and alerts.
- [Brand protection](https://www.zenrows.com/use-cases/brand-protection.md): Unauthorized sellers, trademark misuse and impersonation stores across marketplaces, with screenshot evidence for every takedown.
- [Browser automation](https://www.zenrows.com/use-cases/browser-automation.md): Logins, portal lookups and report downloads run in a cloud browser your Playwright or Puppeteer code drives.
- [Chatbot training data](https://www.zenrows.com/use-cases/chatbot-training-data.md): Your website, help center and docs as clean Markdown for a chatbot knowledge base, refreshed on schedule.
- [Competitive intelligence](https://www.zenrows.com/use-cases/competitive-intelligence.md): Pricing, hiring, reviews, launches and partners across your market, structured for battlecards and strategy.
- [Competitor ad intelligence](https://www.zenrows.com/use-cases/competitor-ads.md): Creatives, copy and landing pages from ad libraries and paid search results, tracked by advertiser and country.
- [Competitor monitoring](https://www.zenrows.com/use-cases/competitor-monitoring.md): Pricing pages, changelogs, feature pages and job posts on rival sites, snapshotted and diffed on every run.
- [Competitor price scraping](https://www.zenrows.com/use-cases/price-scraping.md): Competitor prices, promotions, shipping and stock per SKU from retailers and marketplaces, refreshed on your schedule.
- [Digital shelf analytics](https://www.zenrows.com/use-cases/digital-shelf-analytics.md): Search rank, share of shelf, content compliance, ratings and availability for CPG brands, per retailer and region.
- [Dynamic pricing data](https://www.zenrows.com/use-cases/dynamic-pricing.md): Live competitor price, stock and demand inputs for a repricing engine, on demand or on a schedule.
- [Ecommerce web scraping](https://www.zenrows.com/use-cases/ecommerce-web-scraping.md): Product, price, stock, review and seller data from Amazon, Walmart, eBay and Shopify stores, as JSON.
- [Financial data scraping](https://www.zenrows.com/use-cases/financial-data-scraping.md): Rate tables, IR pages, filings, fund data and central bank releases, as JSON tables and Markdown documents.
- [Firmographic data](https://www.zenrows.com/use-cases/firmographic-data.md): Industry, headcount, HQ, locations and funding per company, built from registries, company sites and directories.
- [Flight price scraping](https://www.zenrows.com/use-cases/scraping-flight-prices.md): Fares, fare classes and award seats by route and date from airline sites and OTAs.
- [Healthcare data scraping](https://www.zenrows.com/use-cases/healthcare-data-scraping.md): Clinical trials, recalls, hospital prices and research papers from public registries and agency sites, kept current.
- [Healthcare provider data](https://www.zenrows.com/use-cases/healthcare-provider-data.md): Clinician and facility records from payer directories and hospital sites, matched on NPI and re-verified on schedule.
- [Hotel data scraping](https://www.zenrows.com/use-cases/hotel-data-scraping.md): Nightly rates, room types and parity gaps from Booking.com, Expedia, Google Hotels and brand sites.
- [Insurance data scraping](https://www.zenrows.com/use-cases/insurance-data.md): Competitor quotes, policy terms, rate filings and property risk data, captured per test profile.
- [Job scraping](https://www.zenrows.com/use-cases/job-scraping.md): Job postings, salary ranges and hiring signals from job boards and ATS career pages, as one feed.
- [Lead enrichment](https://www.zenrows.com/use-cases/lead-enrichment.md): A domain in, an account record out: pricing, hiring, product and review signals from the company's own web.
- [LLM web scraping for RAG and agents](https://www.zenrows.com/use-cases/llm-web-scraping.md): Live pages as Markdown or JSON for RAG pipelines, grounding and agent tool calls.
- [Logistics data scraping](https://www.zenrows.com/use-cases/logistics-data.md): Vessel schedules, freight rates, surcharges and terminal status from carrier and port websites, for forwarders.
- [MAP monitoring](https://www.zenrows.com/use-cases/map-monitoring.md): Advertised prices and sellers across marketplaces and resellers, with screenshot evidence of every MAP violation.
- [Market research web scraping](https://www.zenrows.com/use-cases/market-research-web-scraping.md): Assortments, prices, reviews and forum talk across a whole category, for sizing studies and recurring trackers.
- [News scraping](https://www.zenrows.com/use-cases/news-scraping.md): Full-text articles, headlines, bylines and dates from publishers, Google News and wires, as clean Markdown or JSON.
- [Pharmaceutical data scraping](https://www.zenrows.com/use-cases/pharmaceutical-data.md): Drug prices by pharmacy, formulary tiers, FDA and EMA approvals and patient-reported signals, tracked over time.
- [Product data enrichment](https://www.zenrows.com/use-cases/product-data-enrichment.md): Specs, images, descriptions and GTINs from manufacturer and retailer pages, written into the gaps in your PIM.
- [Product data scraping](https://www.zenrows.com/use-cases/product-data-scraping.md): Whole product catalogs, variants, specs, images and sellers from marketplaces, normalized into one feed.
- [Public records API](https://www.zenrows.com/use-cases/public-records-api.md): Permits, violations, licenses and registry filings from city, county and state portals, returned as JSON on demand.
- [Real estate web scraping](https://www.zenrows.com/use-cases/real-estate-web-scraping.md): Listings, prices, agents and price history from property portals, kept current at portfolio scale.
- [Restaurant data](https://www.zenrows.com/use-cases/restaurant-data.md): Locations, hours, menus, item prices and ratings from chain sites, Google Maps, Yelp and delivery apps.
- [Retail data scraping](https://www.zenrows.com/use-cases/retail-data.md): Store locations, store-level prices, promotions and click-and-collect stock from grocery and high-street chains.
- [Review scraping](https://www.zenrows.com/use-cases/review-scraping.md): Review text, ratings, dates and replies from Amazon, Google, Yelp, Trustpilot and G2, every page.
- [Sentiment analysis data](https://www.zenrows.com/use-cases/sentiment-analysis-data.md): Review text with ratings, forum threads and comments, cleaned and labeled for sentiment and NLP models.
- [Short-term rental data](https://www.zenrows.com/use-cases/short-term-rental-data.md): Nightly rates, fees, calendars and reviews from Airbnb, Vrbo and Booking.com listings, per market.
- [Social media scraping](https://www.zenrows.com/use-cases/social-media-scraping.md): Public posts, profiles, comments and engagement from Reddit, YouTube, TikTok and X, as structured JSON.
- [Sports odds data](https://www.zenrows.com/use-cases/odds-data.md): Pre-match and live lines from sportsbooks and comparison sites, timestamped for models and sports data products.
- [Supply chain intelligence](https://www.zenrows.com/use-cases/supply-chain-intelligence.md): Container milestones, supplier stock and disruption notices from carrier, supplier and port websites, as JSON.
- [Technographic data](https://www.zenrows.com/use-cases/technographic-data.md): Which CRM, ecommerce, analytics and chat tools each company runs, detected from its pages and job posts.
- [Threat intelligence data](https://www.zenrows.com/use-cases/threat-intelligence-data.md): Phishing pages, lookalike domains and scam stores captured as HTML, screenshots and final URLs for security teams.
- [Travel data scraping](https://www.zenrows.com/use-cases/travel-data-scraping.md): Fares, room rates, car hire quotes, tour prices and reviews from airlines, OTAs and travel marketplaces.
- [Web scraping for lead generation](https://www.zenrows.com/use-cases/web-scraping-for-lead-generation.md): Prospect lists built from directories, maps, exhibitor lists and member rosters, filtered to your ideal customer.
- [Web scraping for research](https://www.zenrows.com/use-cases/web-scraping-for-research.md): Article metadata, forum posts, statistics and news text collected for studies, with a reproducible fetch log.
- [Website content migration](https://www.zenrows.com/use-cases/website-content-migration.md): Every page, title, meta tag, image and URL from a legacy site, exported as Markdown or JSON.

## What can you do with Zenrows?

Teams use Zenrows to turn public websites into data they can use: product prices and catalogs, property listings, job postings, company profiles, search results, reviews, news and public records. The same platform feeds AI agents and RAG pipelines with clean Markdown from live pages. Each use case on this page shows the data you get back, how the request looks, and which Zenrows product fits the job.

## Which Zenrows product should I start with?

Start with Fetch for a single page: send a URL and get back the HTML, Markdown or JSON, including from protected and dynamic websites. Add Extract when you want structured fields without writing selectors, Crawl to collect every URL on a site, Batch to run thousands of URLs as one job, and Browser when a task needs clicks, logins or forms. AI agents reach all of them through the MCP server and CLI.

## Is there a free plan?

Yes. The free plan includes 5,000 credits every month, with no credit card and every product included. A standard page costs 1 credit, and you only pay for successful requests.

## Can AI agents use these workflows directly?

Yes. The Zenrows MCP server and CLI let Claude, Cursor, Codex and other MCP clients call Fetch, Extract and the rest as tools, so an agent can run any use case on this page from a prompt.