Rate limiting
Websites tend to control the frequency of incoming requests and flag those users and IP addresses that send requests too quickly or exceed the established limits.
Rate limiting
Websites tend to control the frequency of incoming requests and flag those users and IP addresses that send requests too quickly or exceed the established limits.
IP bans and CAPTCHAs
Two of the most common methods of preventing scrapers from collecting public data. Often happen due to sending too many requests or having a suspicious browser configuration.
Region-exclusivity
This error reason refers to having a specific geographical location that is chosen by Zillow for data separation. Localization are usually enforced by detecting the users’ IP address.
No header control
Headers contain important data about the request and without proper control, web scrapers can appear suspicious or malicious, potentially leading to flagging.

JavaScript
JavaScript is used by websites to generate content dynamically. Simple web scrapers often fail to render JavaScript, resulting in inaccurate data extraction and other errors.
Overloading the website
Sending too many requests is another reason for failed scraping tasks. Targets often have a limited number of actions that can be done and exceeding this number can lead to IP flagging.
Using an intermediary between your device and the Zillow website reduces the possibility of flagging as well as helps to access public data that might be unavailable in your region. Pick a reliable proxy provider like Oxylabs and choose between several proxy types to perfectly fit your project requirements.

Since servers can easily identify suspicious HTTP headers, make sure to customize them to look organic and mirror authentic browser behaviour. Additionally, you have to switch header sets frequently to avoid errors when scraping data from Zillow.

Setting the right fingerprint is another crucial step to act like an organic user. It allows you to reduce the risk of getting flagged and enhances your ability to collect public data without interruptions.

In case you don’t have an in-house web scraper and want to save your resources for more strategic tasks, such as data analysis, you can always leverage Oxylabs’ Zillow Scraper API to retrieve property data from one of the largest real-estate websites hassle-free. It offers a ready-to-use infrastructure, which means almost no effort is required from your side.
Proxy management
ML-driven proxy selection and management with our premium proxy pool from 195 countries.
Custom parameters
Advance your scraping control with custom headers and cookies without any additional fees.
AI-driven fingerprinting
Unique site visitor fingerprints, including the IPs, headers, cookies, and WebRTC properties ensure resilience to bot monitoring systems.
CAPTCHA management
Quick and effortless CAPTCHA handling for uninterrupted public data extraction.

Custom parser
Define your parsing logic with XPath and CSS selectors for structured data gathering.

Custom browser instructions
Render JavaScript, configure browser instructions, and extract data from complex web pages.
Web crawler
Comprehensive page discovery on targets, extracting only the necessary data.
Scheduler
Automate recurring scraping tasks at your preferred frequency and receive data in AWS S3 or GCS.
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