New: ScrapingBee CLI – powerful web scraping, from your command line Try it now

Multiple Listing Service Scraper API

Use our MLS Scraper API to extract real estate listings efficiently. Automate data collection, access property details, and streamline your development process.

Key Benefits:

Focus on data, not scraping Scrape more, code less Fetch data seamlessly
Capterra badge based on 100+ reviews.
MLS Scraper
ScrapingBee
Extracting data from realtor.com
Block ads on page to scrape
Use a pre-saved request configuration
Take a screenshot of the full page to scrape
Mike Ritchie

Mike Ritchie

CEO @ SeekWell

Quote symbol

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

Analyze Property Data. Explore Your Options At Scale. Ideal for Innovators

Harness the power of the MLS Scraper to analyze property data. Explore three game-changing applications that streamline processes and reveal valuable insights.

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!

API Credits
Concurrent requests
JavaScript rendering
Rotating & Premium Proxies
Geotargeting
Screenshots, Extraction Rules, Google Search API
Priority Email Support
Dedicated Account Manager
Team Management
Freelance $49/mo
250,000
10
-
-
-
Startup $99/mo
1,000,000
50
-
-
Business + $599/mo
8,000,000
200
All prices are exclusive of VAT.

Need more credits and concurrency per month?

Not sure what plan you need? Try ScrapingBee with 1000 free API calls.

(No credit card required)

How ScrapingBee works

Manually collecting data from MLS is slow, limited and hard to scale. That’s why more and more teams choose ScrapingBee.

STEP 1

Create an account - get instant access to API key and 1,000 free credits to get started

STEP 2

Quickly add our official Python library to your project. This makes it easy to send scraping requests without worrying about proxies or browsers.

STEP 3

Use your MLS API key to fetch any detail programmatically. We do all the heavy lifting, you get ready-to-use, rendered HTML for parsing and analysis.

STEP 4

Use our advanced features to handle complex pages with dynamic elements while maintaining full control over your scraping workflows.

MLS Data API - Scrape with Lightning Speed

Enhance your data extraction capabilities with our MLS Data API scraper. Accelerate your development process by accessing real-time property information effortlessly.

Smart Data Extraction

Utilize AI Web Scraping to automate MLS data extraction. Enhance precision and streamline tasks for strategic business insights.

AI Web Scraping

Screenshot Extraction Feature

Capture visual data from MLS instantly. Useful to see how real browser renders the pages.

Screenshot API

Scrape MLS data efficiently

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

Engage like a human

Mimic authentic interactions effortlessly using automated scripts that emulate real user actions, enhancing data accuracy and efficiency.

JavaScript Scraping API

MLS data within arms reach

Effortlessly extract critical real estate listings from MLS with advanced proxy and headless browser tech, ensuring seamless access without interruptions.

Data Scraping Tool

Codeless MLS scraping API

Effortlessly acquire structured data tailored to your strategic goals with automated extraction rules, eliminating the need for coding. Seamlessly integrate into existing workflows to enhance operational efficiency across all your business tools.

No Code Scraper

Trusted by 3,000+ 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

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

Anton R,

CTO

See review on
Capterra logo
★ ★ ★ ★ ★

ScrapingBee clear documentation, easy-to-use API, and great success rate made it a no-brainer.

Dominic Phillips

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

See review on
Capterra logo
★ ★ ★ ★ ★

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

Maxime Y,

Product Manager @ NordFolk

See review on
Capterra logo
★ ★ ★ ★ ★

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

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

See review on
Capterra logo
★ ★ ★ ★ ★

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.

Mike P.,

VP

See review on
Capterra logo
★ ★ ★ ★ ★

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

See review on
Capterra logo

Recognized for excellence
in web scraping

Capterra rating
Capterra Most Recommended 2026 Capterra Best Customer Support 2026 Capterra Best Ease of Use 2025 Capterra Best Functionality 2025

You're in great company

2,500+ customers all around the globe use ScrapingBee to solve their web scraping needs.

Revolutionary MLS Scraping Tool. Precision and Performance

Dynamically extract unique real estate metrics, unveiling hidden market trends and enabling strategic data-driven decisions.

Simplified Usability, Comprehensive Resources

Integrate effortlessly and access comprehensive resources. Enjoy clarity in documentation and usability, empowering developers to drive business success.

Documentation

Data Mastery at Scale

Unlock the potential of data with ScrapingBee's high-performance API. Capture detailed insights, trace trends, and monitor changes at scale, ensuring strategic business advantage.

Web Scraping API
Proxies feature illustration

ScrapingBee in numbers

3 000 +
Trusted by developers
4.9
Average rating
100+
Reviews on Capterra

Scraping Tutorials

Scrapy Playwright Tutorial: How to Scrape Dynamic Websites

Learn how

Web Scraping vs Web Crawling: Ultimate Guide

Learn how

How to download an image with Python?

Learn how

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!

Scraping data analysis

Code samples

Whatever the programming language you enjoy, we have written code samples ready.

Scraping code samples
Vast Scraping Knowledge Base

Knowledge base

Our extensive knowledge base covers the most frequent use cases with code samples.

Exceptional ScrapingBee support example

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 3,000+ developers worldwide.

Perfect for:
  • 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

Does the MLS have an API?

It seems there was an error trying to search the uploaded files. If you have specific parts of the file or text you want to know about, please provide some context or snippets so I can assist you better. Generally, the MLS may offer APIs, but it depends on the specific MLS and their policies. You might have to contact them directly for access details or documentation.

Why do realtors only use MLS?
Are MLS listings accurate?
What is IVR MLS?
Is FlexMLS the same as MLS?
Are MLS photos public domain?