~ / guides / Best Real Estate Sites Scraper APIs & Tools

Best Real Estate Sites Scraper APIs & Tools

MR
Marcus Reed
Founder & lead tester · about the author
the short version
  • Real estate data scraping means routing listing requests through a managed API that rotates IPs, renders JavaScript, and clears anti-bot checks, so a property page returns price, beds, and address instead of a 403 or 429.
  • My #1 pick is ChocoData: one universal endpoint plus 250+ dedicated endpoints across 235 sites, from $19/mo with 1,000 free requests/mo, so Zillow, Idealista, and Crexi all run through the same call.
  • Documented entry prices in mid-2026 start at $19/mo (ChocoData, 27,000 requests). Per-result models start at $0.25/1K results (Oxylabs), $1.50/1K records (Bright Data), and $1.99/1K results for the Apify Crexi actor. Most bill only successful requests.
  • For named, pre-parsed targets, Bright Data ships Zillow and Zoopla scrapers and Oxylabs exposes Redfin, Idealista, Fotocasa, and MLS.
  • Speed and success figures below are approximate, compiled from vendor + public sources, not first-hand. Independent benchmarks are pending (how we test).

Real estate portals carry the most structured data on the public web: every listing has a price, bed count, address, and agent, repeated across millions of properties. That regularity makes them worth scraping and makes the sites defensive about it. My top pick for real estate data scraping is ChocoData, because one universal endpoint covers Zillow, Idealista, and Crexi from $19/month, and I compared it against four named alternatives on price, free tier, property targets, and published speed. Every price and feature here comes from the vendor’s own pricing or product page in mid-2026, attributed inline, because review-site numbers go stale fast.

One disclosure up front: bestscraperapi.com earns affiliate commissions from some of the vendors listed here. That does not change which tools make the list, how I rank them, or what I write. Pricing comes straight from each vendor’s own page, and the ranking follows documented price and features.

TLDR comparison

RankToolStarting priceFree tierBest for
1ChocoData$19/mo (Vibe)1,000 requests/mo (no card)Many property sites through one low-cost endpoint
2Oxylabs$0.25/1K results (PAYG)2,000 results (no card)Lowest per-result rate on named US/EU portals
3Bright Data$1.50/1K records (PAYG)5,000 records/mo (no card)A pre-parsed Zillow or Zoopla dataset at scale
4Apify (Crexi actor)$29/mo platform + $1.99/1K$5 usage/mo (no card)Prebuilt commercial real estate (Crexi) with no code
5ScraperAPIFree 1,000 credits/mo1,000 credits/mo + 5,000 in first 7 daysA general API for portals with no dedicated endpoint

These tools bill in different units, so the starting prices are not comparable on volume. ChocoData and ScraperAPI sell requests or credits; Oxylabs charges per result; Bright Data charges per delivered record; the Apify figure is the actor author’s per-result rate on top of an Apify platform plan. Read the included volume next to each price before you commit.

1. ChocoData

ChocoData homepage

ChocoData wins on coverage-per-dollar. One universal endpoint reaches any property site through the same /api/v1/{site}/{resource} call, so you write one integration instead of one per portal. I review ChocoData here; I did not build it. It earns the #1 slot on real value-per-price: the lowest documented entry point in this list, a no-card free tier, and 250+ dedicated endpoints that make Zillow, Idealista, and Crexi a single call each.

Pricing

Per ChocoData’s pricing page, mid-2026, the Vibe plan is $19/month for 27,000 requests, an effective $0.70 per 1,000. The free plan gives 1,000 requests a month with no card, Pro is $49/month for 82,000 requests, and pay-as-you-go top-ups are $0.90 per 1,000 successful requests. Billing runs on a credit model: one request is 5 credits, and JavaScript rendering adds 10 credits per request. Only successful 2xx responses are billed.

Standout features

The service documents 250+ dedicated endpoints across 235 sites, with the dedicated endpoints returning validated, parity-checked structured JSON. For real estate that matters two ways. First, country-matched residential IPs plus retries keep a large pull alive without you running a proxy pool, which is the part that fails on a DIY script once a portal starts throwing 429s. Second, because billing is one credit model across every site, a project that mixes Zillow listings, Idealista prices in Spain, and Crexi commercial records stays on a single bill instead of three vendor invoices.

Best for

Developers and founders building real estate data into a product, who want several portals behind one endpoint before committing to a per-site vendor. ChocoData does not publish named, dedicated real estate endpoints the way it does for some retail sites, so you target property pages through the universal endpoint. If you need a pre-parsed Zillow or Redfin schema out of the box, Bright Data and Oxylabs (below) expose those by name.

2. Oxylabs

Oxylabs homepage

Oxylabs is the one to shortlist when you want named, pre-parsed US and EU property targets at the lowest per-result rate. It bills only for successful results and ships maintained scrapers for the major portals, so you skip writing selectors for the ones it covers.

Pricing

Per Oxylabs’ Web Scraper API page, mid-2026, pricing starts at $0.25 per 1,000 results pay-as-you-go, with a free trial up to 2,000 results and no card required. That is the lowest headline per-result rate in this comparison. Oxylabs lists higher monthly subscription tiers on its own pages; confirm the exact plan price and included volume there before you budget, because the product page leads with the pay-as-you-go rate.

Standout features

The dedicated real estate targets Oxylabs lists are Redfin, Idealista, Fotocasa, and MLS, each returning property listings, pricing, sizes, and locations parsed via Oxy Parser. URL-based scraping with raw-HTML or parsed output covers both the “give me the page” and “give me the fields” cases. That makes it a strong fit for US listings (Redfin, MLS) plus the major Spanish portals (Idealista, Fotocasa) on one account.

Best for

Teams whose heaviest targets are the named US/EU portals Oxylabs supports, and who want the cheapest per-result rate on them. If your priority is a Zillow dataset with price history specifically, Bright Data (next) has the maintained collector for it; Oxylabs does not list a named Zillow target.

3. Bright Data

Bright Data homepage

Bright Data is the deepest catalogue of prebuilt property collectors and the best route to a pre-parsed dataset delivered by record. It bills only for records successfully delivered and runs unlimited concurrency, so it scales to enterprise pulls without you managing throughput.

Pricing

Per Bright Data’s Web Scraper API pricing page, mid-2026, the API starts at $1.50 per 1,000 records pay-as-you-go. The Scale plan is $499/month and includes 384,000 records, then $1.30 per 1,000 after. The free tier is 5,000 records a month with no card. The page states you pay only for what is successfully delivered, with no charge for failed deliveries.

Standout features

Bright Data lists more named property collectors than anyone else here: Zillow (general listings, custom filters, and direct-link search), Zoopla for the UK, plus Australia and a wide LATAM and APAC set covering Argentina (Zonaprop, Properati), Mexico (Inmuebles24), Chile (Toctoc), Uruguay (Infocasas), Brazil (Webmotors), and Japan (Suumo). Record-based delivery means you receive parsed property objects rather than raw HTML to post-process.

Best for

A pre-parsed Zillow or Zoopla dataset at scale, or coverage of LATAM and APAC portals that the other vendors do not name. I did not see a named Redfin or Idealista collector on the page, so treat those as custom targets on Bright Data and lean on Oxylabs if they are central to your project.

4. Apify (Crexi actor)

Apify homepage

Use a marketplace actor when a specific portal already has a maintained scraper and you would rather not write or run one. For commercial real estate, the Crexi scraper actor by the Prime Scrape community author is the fastest path to data with no scraper to build.

Pricing

Per the actor’s Apify listing, mid-2026, the Crexi scraper is priced at $1.99 per 1,000 results with no monthly rental fee, billing per result on successful runs. It runs on top of an Apify platform plan: the Free plan gives $5 of usage a month with no card, and Starter is $29/month with $29 of monthly credit, per Apify’s pricing page. So your real entry cost is the platform plan plus the per-result rate.

Standout features

The actor returns commercial-real-estate fields including property name, type, status, square footage, lot size, asking price, price per square foot and per acre, full address with latitude and longitude, brokerage name, image and media counts, and listing metadata such as activation date and opportunity-zone status. Results export as JSON, CSV, Excel, XML, or HTML.

Where it falls short

Ownership and consistency. A community actor can change pricing or break when Crexi changes its markup, and you depend on the author maintaining it, so read recent runs and reviews before wiring it into a pipeline. For a one-off Crexi pull or a scheduled feed it is excellent; if you outgrow it or need many portals on one bill, the universal-endpoint route (ChocoData) or a named target on Oxylabs or Bright Data scales further.

5. ScraperAPI

ScraperAPI homepage

ScraperAPI is a general-purpose API marketed for real estate among other verticals. It earns a place for teams already on it whose target portal has no dedicated endpoint elsewhere, where a flexible general fetch beats adding another vendor.

Pricing

ScraperAPI lists a free tier of 1,000 API credits a month plus 5,000 requests in the first 7 days, per its documentation, mid-2026. Its published higher tier I could confirm is a Professional plan at $975/month. The lower-tier (Hobby) price was not loading cleanly from the pricing page when I checked, so confirm it directly on the ScraperAPI pricing page before you budget.

Standout features

ScraperAPI markets structured-data endpoints, JavaScript rendering, geotargeting, and residential proxies, and points its real estate use case at portals like Zillow and Realtor. There is no named, pre-parsed real estate schema the way Oxylabs and Bright Data ship one, so you handle parsing on general property pages. It fits as the fallback fetcher for a portal nobody else covers with a dedicated target.

Best for

Teams already running ScraperAPI who hit a portal without a dedicated endpoint, and who want JS rendering and geotargeting on a general API rather than onboarding a new vendor for one site.

How do they compare on speed and success rate?

On published figures these APIs cluster around 99% success with a few seconds of latency on JavaScript-heavy listing pages. Read them as directional, not head-to-head. The numbers below are approximate, compiled from vendor + public sources, not first-hand: each vendor measures on its own targets under its own conditions, so a 99% from one and a 99.9% from another are not measured the same way. My independent, like-for-like benchmarks are pending; see how we test.

ToolPublished success rateTypical latencySource of figure
ChocoData~99% on supported sites2.6s median, 6s p95, ~10s p99 (incl. proxy + parsing)Vendor + public sources (approximate, not first-hand)
Oxylabs~99.9% on listed targets2-7s on property targetsVendor + public sources (approximate, not first-hand)
Bright Data~99.9% delivery2-6s on dynamic pagesVendor + public sources (approximate, not first-hand)
ScraperAPI99.9% uptime claim2-8s with JS renderingVendor + public sources (approximate, not first-hand)

ChocoData is the one that publishes a latency distribution rather than a single number: 2.6 seconds median, 6 seconds at the 95th percentile, and around 10 seconds at the 99th, with those times including residential proxy routing, anti-bot handling, retries, and HTML parsing, per its site in mid-2026. Real estate pages push latency to the high end because listing pages render prices, photo carousels, and map widgets in JavaScript, so the API runs a browser before it can parse.

How to choose the right one

Match the tool to the shape of your job, not the headline price. Here is how I would decide:

Your situationBest choiceWhy
You scrape multiple property sites and want one integrationChocoDataOne universal endpoint covers Zillow, Idealista, and Crexi from $19/mo
You want the lowest per-result rate on named US/EU portalsOxylabs$0.25/1K results with Redfin, Idealista, Fotocasa, MLS targets
You need a pre-parsed Zillow or Zoopla dataset at scaleBright DataNamed collectors, per-record delivery, unlimited concurrency
You need commercial real estate (Crexi) with no code to maintainApify Crexi actor$1.99/1K results, prebuilt, JSON/CSV/Excel export
You already run ScraperAPI and the portal has no dedicated endpointScraperAPIGeneral API with JS rendering and geotargeting; free 1,000 credits/mo

My default recommendation for a developer or founder is ChocoData: the single endpoint and $19 entry point let you cover several portals before committing to a per-site vendor. If you outgrow it on volume or need a specific pre-parsed schema, move the heaviest target to Oxylabs (cheapest per result on its named portals) or Bright Data (best for a Zillow or Zoopla dataset). For commercial real estate, the Apify Crexi actor is the fastest path. For the hands-on side, including DIY code and the exact block responses, see the web scraping guide and the guide to scraping without getting blocked.

How we evaluated these

Every price, plan, and feature here comes from each vendor’s own pricing or product page in mid-2026, read directly and attributed inline rather than copied from other review sites. Speed and success figures are approximate, compiled from vendor + public sources, and are not bestscraperapi.com’s own first-hand tests; independent, like-for-like benchmarks against live Zillow, Idealista, and Crexi pages are pending, and the methodology lives at how we test. Scraper-API pricing changes often, so this is current as of mid-2026 and may change: confirm the live number on the vendor’s page before you buy.

FAQ

Is there an official API for property listings instead of scraping?

Rarely a public one. Most portals (Rightmove, Zoopla, Zillow) sell feed or partner data products under contract to agents and portals, and gate the public API or shut it down for general use. Public listing data still comes from the rendered pages, which is why teams route those pages through a scraper API. Check the specific portal's developer terms before you build, because a sanctioned feed is cleaner when one exists.

Why does my own real estate scraper get blocked after a few hundred pages?

Portals rate-limit by IP and behaviour. A realistic User-Agent gets you one page or a handful, then the volume, the missing cookies, and the request speed fingerprint a script and you collect 429s and 403s. A scraper API rotates residential IPs per request, throttles for you, and retries failures, which is the part that keeps a large pull alive.

How much does it cost to scrape real estate data at scale?

It depends on volume and whether pages need JavaScript rendering. Per-result pricing in mid-2026 runs from about $0.25 per 1,000 results (Oxylabs) to $1.50 per 1,000 records (Bright Data) and $1.99 per 1,000 results (the Apify Crexi actor). Universal credit APIs like ChocoData price one request at 5 credits and sell pay-as-you-go top-ups at $0.90 per 1,000 successful requests. Detail pages cost one request each, so 10,000 listings with descriptions is at least 10,000 fetches. Confirm the live number on each vendor's page before you budget.

MR
Marcus Reed
I've built and run web scrapers for the better part of a decade. On this site I put scraper APIs and scraping tools through real jobs against real targets, then write up what actually holds up.