--- title: "Use cases" canonical: https://www.zenrows.com/use-cases --- # Use cases What teams build with Zenrows. - [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. - [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. - [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. - [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. - [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. - [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. - [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. - [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. - [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. - [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. - [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. - [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. - [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. - [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. - [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. - [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. - [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. - [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. - [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. - [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. - [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. - [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. - [Web scraping for price comparison](https://www.zenrows.com/use-cases/web-scraping-for-price-comparison.md): Merchant offers, prices, shipping and identifiers for comparison sites and apps, from catalogs without a feed. - [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. - [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. - [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. - [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. - [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. - [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. - [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. - [Deep research agent](https://www.zenrows.com/use-cases/deep-research-agent.md): An agent that reads dozens of live sources as Markdown, including protected pages, and cites every claim. - [News monitoring](https://www.zenrows.com/use-cases/news-monitoring.md): Alerts on new stories about your companies, people and keywords, polled from feeds, wires and publisher pages. - [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 matching](https://www.zenrows.com/use-cases/product-matching.md): GTINs, model numbers, pack sizes and specs from every retailer, so one product resolves to one record. - [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. - [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. - [Social listening data](https://www.zenrows.com/use-cases/social-listening.md): Keyword mentions with thread context from Reddit, YouTube, TikTok and forums, for trend and sentiment tracking. - [Ad verification](https://www.zenrows.com/use-cases/ad-verification.md): Ad placements, search ads and landing pages checked from each target country, with the ad calls behind them. - [Counterfeit detection](https://www.zenrows.com/use-cases/counterfeit-detection.md): Listing prices, seller history and product images from marketplaces and resale apps, scored to flag likely fakes. - [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. - [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. - [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. - [Inventory monitoring](https://www.zenrows.com/use-cases/inventory-monitoring.md): In stock, out of stock and restock events per variant and per store, from retailer product pages. - [Company research with web data](https://www.zenrows.com/use-cases/company-research.md): A sourced brief on one company from its site, filings, news, hiring and reviews. - [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. - [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. - [ESG data from the web](https://www.zenrows.com/use-cases/esg-data.md): Emissions targets, policies, fines and controversies from company sites, news and regulators, each tied to its source. - [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. - [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. - [Web scraping stock prices](https://www.zenrows.com/use-cases/web-scraping-stock-prices.md): Quotes, historical prices, fundamentals and ticker news from finance portals, as JSON for dashboards and backtests. - [Influencer data](https://www.zenrows.com/use-cases/influencer-data.md): Public creator profiles, recent posts and engagement history from TikTok, YouTube, Twitch and X. - [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. - [Local business data](https://www.zenrows.com/use-cases/local-business-data.md): Names, addresses, hours, categories and ratings of local businesses, from Google Maps, Yelp and directories. - [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. - [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. - [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. - [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. - [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. - [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. - [Food delivery data scraping](https://www.zenrows.com/use-cases/food-delivery-data-scraping.md): Item prices, fees, delivery times and promotions from Uber Eats, DoorDash and Deliveroo, per address. - [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. - [Regulatory compliance monitoring](https://www.zenrows.com/use-cases/compliance-monitoring.md): Rule changes, enforcement actions and sanctions updates from regulator sites, diffed daily and archived with dates. - [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. - [Public records API](https://www.zenrows.com/use-cases/public-records-api.md): Permits, violations, licenses and registry filings from public record portals, returned as JSON on demand. - [Court records API](https://www.zenrows.com/use-cases/court-records-api.md): Dockets, case status, hearing dates and attorney records from state court and bar portals, kept current. - [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. - [Content aggregation](https://www.zenrows.com/use-cases/content-aggregation.md): Articles, events, deals and listings from hundreds of websites, mapped to one schema and kept fresh. - [Computer vision training data](https://www.zenrows.com/use-cases/computer-vision-training-data.md): Labeled image datasets from product pages and galleries, with alt text, captions and a source URL per file. - [Automated form filling](https://www.zenrows.com/use-cases/automated-form-filling.md): Quote requests, applications and portal data entry submitted from your CSV, with every confirmation captured. - [Fraud detection web scraping](https://www.zenrows.com/use-cases/fraud-detection-web-scraping.md): Merchant site checks, fake shop signals and marketplace seller data for payment and marketplace risk teams. ## 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. ## Structured data