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MLS Scraper API

Oxylabs' MLS Scrape API allows you to gather public data, such as properties for sale or rental listings. Our all-in-one data gathering solution will make collecting new properties, agents, location, or rental price information effortless. Monitor MLS listings in real time to gain a competitive advantage. 

  • Gather new property details and listings at scale

  • Scrape real estate data and get results in HTML format

  • Get accurate real-time data to make price comparisons of properties

*This scraper is part of Web Scraper API

MLS Scraper API

How to effortlessly scrape data from MLS

Scraping real estate data requires three easy steps. You need to provide us with your target URL, payload, and credentials. Then, send your inquiry to our MLS data API, and we'll return your requested information in HTML format. 

Check out our documentation and the output example on the right to understand how it works.

    "results": [
"created_at": "2023-06-13 15:03:04",
"updated_at": "2023-06-13 15:03:07",
"page": 1,
"url": "",
"job_id": "7074400791439612929",
"status_code": 200,

Extensive documentation, great support (responsive to issues), as well as friendly and helpful account managers that make an effort to understand our business.

Andrew M.

Head of Development

Supreme customer support

One of our primary goals is to help our clients succeed. Oxylabs' customer support team is always ready to assist you with any issues, offering essential guidance and resources to fulfill your public data scraping requirements.

24/7 support and handy features

Helpful tutorials

Helpful tutorials

Technical documentation for effortless integration and usage.

Built-in proxy infrastructure

Built-in proxy infrastructure

Real estate MLS data API automatically employs 102M+ proxy pool.

Bulk scraping

Bulk scraping

Gather public data from up to 1000 URLs per batch at the same time.

Multiple delivery options

Multiple delivery options

Retrieve data via an API or to your Amazon S3 or Google Cloud Storage bucket.

Highly scalable

Highly scalable

Easy to integrate, customize & supports a high volume of requests.

24/7 support

24/7 support

Contact us whenever needed; we're always ready to help you.

Smart scraping with API features

Custom Parser

Custom Parser

Write your own parsing instructions and leverage our infrastructure to collect parsed data from any target hassle-free.

  • No need to maintain your own parser

  • Define your own parsing logic with XPath and CSS selectors

  • Collect ready-to-use structured data from MLS

Web Crawler

Web Crawler

Unlock the power of our Web Crawler feature to explore every page on MLS and efficiently gather data at scale and in real time.

  • Gather only the data you need from target websites

  • Control the crawling scope and tailor the end result

  • Retrieve your results in a specified format



Leverage our Scheduler feature to automate recurring scraping and parsing jobs by scheduling them whenever needed.

  • Create multiple schedules for different jobs

  • Receive data automatically to your preferred cloud storage

  • Get notifications once each job is done

MLS Scraper API pricing

Gather public data from MLS hassle-free


Pay only for successful result

Gather highly-localized data

Receive scraping know-how

Don’t miss out

Free Trial


1 week trial

Limited to 1 user



$2.80 / 1K results

$49 + VAT billed monthly



$2.60 / 1K results

$99 + VAT billed monthly



$2.40 / 1K results

$249 + VAT billed monthly





Rate limit
5 requests / s

10 requests / s

15 requests / s

30 requests / s

JavaScript rendering
Country-level targeting
24/7 support
Dedicated Account Manager

We accept these payment methods:

Frequently asked questions

Can you scrape MLS data?

Extracting public data from might be considered legal if you follow all the rules and regulations. Still, before planning public data collection from MLS or real estate listings, we recommend getting professional legal advice to ensure you won't encounter any obstacles or breach any laws. We also have an article that explains the legality of web scraping to understand it better.

Is there an API for the MLS?

Yes, a standard MLS API allows developers to automate processes that involve accessing MLS data. Oxylabs also offers a Web Scraper API to hassle-free gather publicly available MLS data. Send your inquiry to our API, and we'll return your requested information in HTML format.

How quickly does MLS Scraper API deliver results?

Typically, our MLS Scraper API takes around 10 seconds to extract data and deliver results. If you want to get more detailed information, contact our support team.

Can recurring scraping jobs be automated using MLS Scraper API?

A free Scheduler feature of Scraper APIs allows you to easily automate your recurring scraping jobs by scheduling them.

What is MLS data?

MLS stands for the Multiple Listing Service, an extensive real estate database. It includes property listings, transaction history, and market statistics. It aims to help real estate agents in informed decision-making and networking.

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