MLS Scraper API

MLS data is licensed, but a great deal of it surfaces on public portals. Our MLS scraper API collects listing details, prices, statuses, and agent info from those public real estate sites – the compliant route to market datasets that doesn't touch gated MLS feeds.

* This scraper is now a part of the Web Scraping API.

125M+

IPs worldwide

99.99%

success rate

200

requests per second

100+

ready-made templates

Free

starter plan

Be ahead of the MLS scraping game

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What is MLS scraper API?

MLS scraper API is a real estate data tool with a boundary built into its design. It reads public portal pages – sites like har.com that republish listing information openly – rather than licensed MLS feeds themselves. Those pages return listing prices, addresses, and property facts, status changes (active, pending, sold), days on market and listing dates, agent and brokerage attribution, and photo counts alongside description text. Investors and proptech teams build market trackers on this foundation, and the Real Estate Data Scraper API brings purpose-built parsing to the property vertical.

Dark window with bug icon and scraping UI showing Search URL https://ip.decodo.com/ and 'Start scraping' button

Collect MLS data

Portal breadth is what makes an mls scraper useful – no single public site carries every market, so coverage means collecting several consistently. The Web Scraping API gives all of them one request format: send a listing or search URL, get structured data back, whichever portal it came from. Rendering handles map-driven search pages, the 125M+ pool of datacenter, residential, ISP, and mobile IPs absorbs each site's defenses, and scheduled pulls keep status changes – pending, sold, relisted – flowing into your model daily.

Built-in scraper

JavaScript rendering

Easy API integration

195+ geo-locations, including country-, state-, and city-level targeting

No CAPTCHAs or IP blocks

Scrape MLS listings with Python, Node.js, or cURL

Our MLS Scraper API supports all popular programming languages for smooth integration with your business tools.

import requests
url = "https://scraper-api.decodo.com/v2/scrape"
payload = {
"url": "https://www.har.com/homedetail/",
"headless": "html"
}
headers = {
"accept": "application/json",
"content-type": "application/json",
"authorization": "Basic [YOUR_BASE64_ENCODED_CREDENTIALS]"
}
response = requests.post(url, json=payload, headers=headers)
print(response.text)

Get more from the MLS scraper API

Scrape MLS using an API that handles JavaScript rendering and proxy integration for you, so you get the data you need without blocks or CAPTCHAs.

100% success rate

Listing pulls are billed on success – portals that challenge or stall cost you nothing.

Advanced anti-bot bypass

Each portal's defenses are met with rotation, fingerprints, and TLS handling tuned per site.

Real-time or on-demand results

Track one address's status in real time, or refresh a metro's full inventory nightly.

Bypassing-CAPTCHAs-icon

125M+ proxy pool

Housing is local – collect each metro's portals through IPs from that region for faithful results.

JavaScript rendering

Map-based search interfaces and lazy-loaded listing cards render out before capture.

Easy integration

One request format across every portal, with Python, Node.js, and cURL examples included.

What does Web Scraping API cost?

Choose a plan based on your scraping volume. All plans include the same powerful features – you only pay for what you use. Start with the free plan to test before committing.

Plan price

$0

+VAT / Billed monthly

Request type

Price per 1k req.

Standard proxies

2K req.

$0.50

Standard proxies + JS

1K req.

$0.75

Premium Proxies

1K req.

$1.00

Premium proxies + JS

667 req.

$1.50

Rate limit

10 req/s

Start for free

Plan price

$19

+VAT / Billed monthly

Request type

Price per 1k req.

Standard proxies

38K req.

$0.50

Standard proxies + JS

25K req.

$0.75

Premium Proxies

19K req.

$1.00

Premium proxies + JS

12K req.

$1.50

Rate limit

10 req/s

Buy now

Plan price

$49

+VAT / Billed monthly

Request type

Price per 1k req.

Standard proxies

163K req.

$0.30

Standard proxies + JS

75K req.

$0.65

Premium Proxies

54K req.

$0.90

Premium proxies + JS

39K req.

$1.25

Rate limit

25 req/s

Buy now
Most popular

Plan price

$99

+VAT / Billed monthly

Request type

Price per 1k req.

Standard proxies

707K req.

$0.14

Standard proxies + JS

165K req.

$0.60

Premium Proxies

116K req.

$0.85

Premium proxies + JS

82K req.

$1.20

Rate limit

50 req/s

Buy now

Need more?

Request type

Price per 1k req.

Standard proxies

Custom

Standard proxies + JS

Custom

Premium Proxies

Custom

Premium proxies + JS

Custom

Rate limit

Custom

Contact sales
Standard proxies

For low-security sites and simple access

Premium proxies

For accessing guarded or sensitive pages

Test our scraping API

With each plan, you access:

99.99% success rate

Results in HTML, JSON, CSV, XHR or PNG

MCP server

JavaScript rendering

AI integrations

100+ pre-built templates

Supports search, pagination, and filtering

LLM-ready markdown format

24/7 tech support

14-day money-back

SSL Secure Payment

Your information is protected by 256-bit SSL

Why the scraping community chooses Decodo

135K+ developers, SEOs, and data teams rely on Decodo to collect public web data at scale – including from MLS. Whether you're shipping a side project or running production pipelines, our infrastructure is built to keep your MLS scraper running while you focus on what to do with the data.

Decodo

Manual data collection

Other APIs

125M+ residential, mobile, datacenter, and ISP proxies

Manage proxy rotation yourself

Limited proxy pools

Advanced browser fingerprinting

Build CAPTCHA solvers

Frequent CAPTCHA blocks

Only pay for successful requests

Handle retries manually

Pay for failed requests

100+ ready-made scraping templates

Maintenance overhead

Complex documentation

Data in JSON, CSV, HTML, and Markdown formats

Days to implement

Limited output formats

Why the scraping community chooses Decodo

135K+ developers, SEOs, and data teams rely on Decodo to collect public web data at scale – including from MLS. Ship a side project or run production pipelines – our infrastructure keeps your MLS scraper running while you focus on what to do with the data.

Attentive service

The professional expertise of the Decodo solution has significantly boosted our business growth while enhancing overall efficiency and effectiveness.

Easy to get things done

Decodo provides great service with a simple setup and friendly support team.

A key to our work

Decodo enables us to develop and test applications in varied environments while supporting precise data collection for research and audience profiling.

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Best Usability 2025

Awarded for the ease of use and fastest time to value for proxy and scraping solutions.

Decodo-Highest-User-Adoption-2025-award-by-G2

Best User Adoption 2025

Praised for the seamless onboarding experience and impactful engagement efforts.

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Best Value 2025

Recognized for the 5th year in a row for top-tier proxy and scraping solutions.

Trusted by:

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Decodo blog

Build knowledge on our solutions and improve your workflows with step-by-step guides, expert tips, and developer articles.

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Frequently asked questions

Is it legal to scrape MLS listings?

Licensed data carries its license wherever it travels. Where information reaches a page through a licensing chain, as MLS listings often do, the terms follow it downstream. Trace the source before you collect. Our how licensing affects scraping covers the pattern.

How does the MLS scraper API bypass blocks and CAPTCHAs?

Real estate portals run commercial bot detection of varying strictness – some are light, some retail-grade. The scraper adapts per site: IP rotation across the 125M+ pool, coherent browser fingerprints, JavaScript execution where challenged, and automatic retries. You send the same request format regardless of which portal is defending harder that week.

What output formats does the MLS scraper API support?

Listing pages can be delivered as plain HTML or as pre-parsed JSON, with property fields already normalized – price, beds, baths, square footage, status. CSV export supports quick comps analysis. Deep results benefit from our guide on working through paginated listing pages, since metro searches routinely run hundreds of pages.

Can I geo-target MLS requests to a specific country or city?

Yes. Requests exit from IPs across 195+ geo-locations, with US state and city targeting where supported. Portals sometimes vary featured listings and search ordering by visitor region, so collecting each metro through local IPs keeps ranking signals authentic. The Redfin Scraper API adds a national portal to your source mix.

How fast is the MLS scraper API and can it handle large-scale jobs?

Nightly refreshes across tens of thousands of listings are standard – parallel requests scale with your plan, and typical responses return in seconds. Status-change detection works best on a fixed cadence, so the scheduler matters as much as raw speed. Both are included.

Can I try the MLS scraper API for free?

Yes. The starter plan is free and card-free to activate, with up to 2K requests included. Test it against the portals covering your target metros and confirm field quality before any spend.

MLS Scraper API for Your Data Needs

Gain access to real-time data at any scale without worrying about proxy setup or blocks.

14-day money-back option

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