Scrape MLS Listings Without Manual Site Tracking
Stop fighting MLS's anti-bot stack manually. Send the URL, get the data back. JS rendering, proxy rotation, and bot detection handled in a single request.
Key Benefits:
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based on 100+ reviews.
Mike Ritchie
CEO @ SeekWell
ScrapingBee simplified our day-to-day marketing and engineering operations a lot. We no longer have to worry about managing our own fleet of headless browsers, and we no longer have to spend days sourcing the right proxy provider
What Developers Pull from MLS
Three workflows dominate Multiple Listing Service (MLS) scraping: collecting property listings, extracting property prices, and gathering real estate agent contact details.
Collect property listings
Extract property listings data to boost lead generation, refine competitor analysis, and optimize strategic business decisions.
Extract property prices
Enhance predictive analytics with real-time property price data extraction for dynamic market assessment and trend forecasting.
Scrape real estate agents
Scrape real estate agents' contact info and specialties to enhance lead generation, competitor analysis, and strategic business positioning.
Transparent MLS scraper API pricing
Cancel anytime, no questions asked!
Need more credits and concurrency per month?
(No credit card required)
How it works
Manually collecting data from MLS is slow, limited and hard to scale. That's why more and more teams choose our API.
Create an account - get instant access to API key and 1,000 free credits to get started
Install our Python SDK (or Node, Go, PHP, Ruby - pick your stack). Pulling MLS data becomes a single function call per page. No proxy rotation, no headless Chrome to manage.
Pass any MLS URL to our endpoint along with your API key. We handle the page rendering and bot bypass, you receive parsed HTML or structured JSON.
When scraping MLS data needs more, gain advanced parameters. render_js for JavaScript, stealth_proxy for CAPTCHAs, country_code for geo-targeting, ai_extract_rules for natural-language data extraction.
MLS Scraper API - Tuned for MLS's Page Structure
Pull MLS property listings at scale. Address, list price, beds, baths, square footage, MLS number, lot size, and agent info all parse in one call across MLS-syndicated sites.
Utilize AI Web Scraping to automate MLS data extraction. Enhance precision and streamline tasks for strategic business insights.
AI Web Scraping
Capture visual data from MLS instantly. Useful to see how a real browser renders the pages.
Screenshot API
Pull strategic real estate listing insights from Google SERPs with our specialized API. Extract vital Multiple Listing Service search results - no limits, pure efficiency.
Explore Google Search API
Mimic authentic interactions using automated scripts that emulate real user actions, enhancing data accuracy and efficiency.
JavaScript Scraping API
Pull MLS listing pages as clean Markdown, ready to feed into an LLM for property analysis or market-comps workflows.
Data Scraping Tool
Scrape MLS by automating listing-monitoring workflows with n8n and our API. No scraper code required.
No Code Scraper
Trusted by 4,000+ developers and data teams
Scraping is 50% dealing with ever-changing HTML files and 50% massaging data into a useable format. ScrapingBee’s incredible AI feature can do both much better than I ever could. Now I can spend 100% of my time on what matters most; my business.
Arvid Kahl,
Founder at Podscan
ScrapingBee helps us to retrieve information from sites that use very sophisticated mechanism to block unwanted traffic, we were struggling with those sites for some time now and I'm very glad that we found ScrapingBee.
Anton R,
CTO
ScrapingBee clear documentation, easy-to-use API, and great success rate made it a no-brainer.
Dominic Phillips,
Co-Founder at CodeSubmit
I'm a PhD candidate with absolutely no web scraping experience and needed to scrape some data for a dissertation project. ScrapingBee helped me get the job done quickly and easily. Excellent customer support too. Couldn't be happier!
Sam,
PhD candidate
So easy to set-up, straightforward and performance. They are reachable and kind, they introduced us properly their tool and offered the best solution for our need.
Maxime Y,
Product Manager @ NordFolk
Great SaaS tool for legitimate scraping and data extraction. ScrapingBee makes it easy to automatically pull down data from the sites that publish periodic data in a human-readable format.
Andy Hawkes,
Founder at Loadster
Good experience. I found this proxy service more effective compared to previous ones that were being used. It is fast and efficient.
Aayushi,
Senior analyst
Fantastic service: works flawlessly, best support I've experienced. It just works: and its parsing meta-language is wonderfully powerful. Most importantly, the support I've received has been superlative.
Mike P.,
VP
Excellent service, glad we made the switch! We could always dedicate resources and build our own systems for everything... or we could simply call the scrapingBee API and focus on the data. It makes our work so much easier.
Daniel L,
Lead dev
Recognized for excellence
in web scraping
You're in great company
3,500+ developers use ScrapingBee to handle proxies, browsers, and anti-bot bypass.
Public MLS Data. Parsed and Structured
Every MLS-syndicated listing returns property address, list price, beds, baths, square footage, lot size, year built, MLS number, days on market, and agent info.
Setup in Under Five Minutes
Code samples in every major language: Python, Node.js, Ruby, PHP, Go, cURL. Plus a request builder in the dashboard for testing without writing code.
DocumentationTurn MLS Pages Into Queryable Data
Send an MLS URL through our API. We render the JavaScript and return property address, list price, beds, baths, square footage, MLS number, and agent info as structured JSON via extract_rules or ai_extract_rules.
Web Scraping API
ScrapingBee in numbers
Developer Experience
Top-rated support &
documentation
Our team is here to guide you when you need the extra assistance. And we're constantly working on new features to make your life easier.
Fantastic documentation
Take a look at our documentation and get started in minutes!
Code samples
Whatever the programming language you enjoy, we have written code examples in Java, Python, Go, PHP, cURL and JavaScript.
Knowledge base
Our extensive knowledge base covers the most frequent use cases with code samples.
Exceptional support
Fast, engineer-led support via live chat or email
Explore web scraping insights
Check out our documentation to find out more on how to utilise our API for your scraping needs.
AI Data Extraction
JS Rendering
Stealth Proxy
Screenshots
Custom Cookies
Download Images
More markets. More opportunities.
Expand your data collection beyond this scraper.
Why ScrapingBee?
The most reliable web scraping API, trusted by 4,000+ developers worldwide.
- Data analysts
- Growth teams
- Developers
- E-commerce businesses
GDPR and CCPA compliant
ScrapingBee does not collect or store personal data from scraped sites unless their user explicitly requests it.
CAPTCHA bypass capacity
We handle proxy rotation to avoid IP-based blocking. With headless browser rendering, we mimic real user browsing behaviour and reduce the blocking risk.
Scalable
The platform scales smoothly with thousands of headless browsers and rotating proxies, ensuring fast, reliable performance even during traffic spikes.
Speed and accuracy
We deliver fast, reliable results in 1-5 seconds with high accuracy across most sites, even JavaScript-heavy ones.
Multiple Listing Services Web Scraper FAQs
No external account required. Sign up for one of our API keys (1,000 free credits, no card), send the URL, and we handle the rest.