Bypass any anti scraper systems and automatically resolve javascript and fingerprint challenges.
START SCRAPINGJobs Web Scraping
unpack the value of jobs data
Scraping jobs data can be your gateway into understanding markets, predicting future trends, and making better decisions.
Here's our overview based on years of crawling jobs data.
Jobs Data Use Cases
top reasons to crawl jobs websites
Job websites are a treasure trove of data that can be used for a variety of purposes like enriching your recruitment resources, market analysis and competitor monitoring.
Job data is a valuable resource for businesses looking to understand human-resource driven markets, especially for businesses working in the recruitment, HR, and marketing sectors.
Job listing websites often contain job listing data, company profiles and important metadata like applicant number and hiring statistics. All of which have countless business applications.
Some real-life scenarios by Scrapfly users
Job websites are a great resource for recruitment and HR departments. Scraping jobs data can help you find the best candidates, understand the job market, and improve your recruitment strategies.
Job listings often contain important metadata than can further extend your recruitment resources like applicant number, hiring statistics, and company profiles. Resources like Glassdoor.com contain user reviews and ratings which can further expand job listing datasets.
Other popular resources like Indeed.com even preserve old listings allowing to collect historical data for recruitment data enriching.
Understanding job markets is fundamental to any business strategy and scraping job data can help you do just that.
Job websites contain a wealth of data that can be used to analyze market changes like job trends, compensation changes and company hiring strategies.
These days, AI can be used to further analyze job listings for sentiment and position requirements to better understand recruitment markets and demands.
What is a better way to understand your competitors than to monitor their weaknesses through job listing analysis?
Competitor monitoring in job data scraping can reveal what your competitors are looking for in terms of human talent and what technologies their using to build their business.
Competitor job data analysis is incredibly useful in fast evolving markets like the tech industry where keeping up with the latest market movements is key to success.
Understanding the job markets can help you predict future market trends.
Scraping specific job listing sectors can reveal where the market is moving and help you identify new opportunities and threats.
So, needless to say, job data scraping is a powerful tool for businesses looking to stay ahead of the curve.
Top Jobs Scraping Targets
the most scraped jobs targets today
Web Scraping Indeed.com
Indeed.com is one of the world’s leading job search platforms, offering millions of job listings across various industries and locations. It provides tools for job seekers to create profiles, upload resumes, and apply to positions, making it a trusted resource for finding employment opportunities.
Indeed.com is also a valuable platform for employers to connect with talent, post job openings, and manage their hiring process efficiently.
How to Scrape Indeed.com
For more on scraping Indeed see our introduction guide which covers everything you'd need to know about scraping Indeed job listings, search and other details.
Web Scraping Glassdoor.com
Glassdoor.com is a leading platform for workplace insights and job search, offering millions of company reviews, salary reports, and interview insights shared by employees. It empowers job seekers to make informed decisions about potential employers and career opportunities.
Glassdoor.com is also a valuable resource for employers to build their brand, attract top talent, and showcase their workplace culture through reviews and company profiles.
How to Scrape Glassdoor.com
For more on scraping Glassdoor see our introduction guide which covers everything you'd need to know about scraping Glassdoor job listings, company info, reviews and other details.
Web Scraping Wellfound.com
Wellfound.com is a top platform for startup jobs, connecting job seekers with opportunities at innovative startups and tech companies worldwide. It offers tools for creating detailed profiles, exploring job openings, and connecting directly with founders and hiring managers.
Wellfound.com is also a valuable resource for startups to find talent, showcase their mission, and build their teams efficiently.
How to Scrape Wellfound.com
For more on scraping Wellfound see our introduction guide which covers everything you'd need to know about scraping Wellfound job listings, search and other details.
Web Scraping Linkedin.com
LinkedIn Jobs is the leading platform for professional job searches, connecting job seekers with opportunities from top companies worldwide. It offers advanced search filters, personalized recommendations, and tools to showcase professional profiles, making it easier to find and apply for relevant roles.
LinkedIn Jobs is also a valuable resource for employers to post job openings, find qualified candidates, and connect with top talent through its extensive professional network.
How to Scrape Linkedin.com
For more on scraping LinkedIn see our introduction guide which covers everything you'd need to know about scraping LinkedIn job listings, comments, search and other details.
Web Scraping Monster.com
Monster.com is a pioneer in online job search, offering a wide range of job opportunities across industries and skill levels. It provides tools for creating resumes, applying to jobs, and accessing career advice to help job seekers achieve their goals.
Monster.com is also a valuable platform for employers to connect with qualified candidates, post job openings, and streamline their hiring process.
Web Scraping Ziprecruiter.com
ZipRecruiter.com is a leading job marketplace, known for its smart matching technology that connects job seekers with employers efficiently. It offers a seamless experience for applying to jobs, tracking applications, and receiving updates on new opportunities.
ZipRecruiter.com is also a valuable platform for businesses to find the right talent quickly, with tools to post jobs and manage applicants effectively.
Jobs Data Made Easy
don't let the complexities of jobs data hold your business back
from scrapfly import ScrapeConfig, ScrapflyClient, ScrapeApiResponse
client = ScrapflyClient(key="API KEY")
api_response: ScrapeApiResponse = client.scrape(
ScrapeConfig(
# add page to scrape
url='https://www.indeed.com/viewjob?jk=1d350902d47c6b6f',
asp=True, # enable bypass anti-scraping protection
render_js=True, # enable headless browser if necessary
country="US", # set location for region specific data
# use AI to extract data
extraction_model='job_posting'
)
)
# use AI extracted data
print(api_response.scrape_result['extracted_data']['data'])
# or parse the html yourself
print(api_response.scrape_result.content)import {
ScrapflyClient, ScrapeConfig
} from 'jsr:@scrapfly/scrapfly-sdk';
const client = new ScrapflyClient({ key: "API KEY" });
let api_response = await client.scrape(
new ScrapeConfig({
// add scrape url
url: 'https://www.indeed.com/viewjob?jk=1d350902d47c6b6f',
asp: true, // enable bypass anti-scraping protection
render_js: true, // enable headless browser if necessary
// use AI to extract data
extraction_model: 'job_posting'
})
);
// use AI extracted data
console.log(api_response.result['extracted_data']['data'])
// or parse the HTML yourself
console.log(api_response.result['content'])Output
1
Send an API Request
bypass any blocking and use a real web browser
2
Get Data & Screenshots
get html, browser data and page screenshots
3
Extract Value with AI & LLM
use LLM prompts and AI auto parsers to find data
Web Scraping API
Extraction API
Screenshot API
Web Scraping API
Unlock the Real Power of Web Scraping
Power through scraping challenges using intelligent tools that save time and maximize results with the best success rate and cutting-edge features
-
Automatic Anti-Bot Bypass
-
Proxy Rotation — Millions of Proxies
Automatically rotate proxies from datacenter or residential pools of 130M+ proxies from 120+ countries.
START SCRAPING -
Get Data in the Formats You Need
Get results in data formats that suit you - html, markdown, json and many other are automatically converted.
START SCRAPING -
Render Javascript and Control Real Web Browsers
Use cloud browsers to render javascript powered pages and even control them to click buttons, input forms and perform general automation tasks.
START SCRAPING
Extraction API
Realize the Potential of Your Data
Maximize your efficiency with an AI-powered extraction process designed to save you time. Effortlessly extract data with AI, LLMs, and customizable templates
-
Automatically Extract Data with AI Precision
Use the AI auto extract feature to automatically find data objects like products, reviews, property listings and other common data types.
START EXTRACTING -
LLM Query Your Data
Use data parsing optimized LLM models to interact with your data or extract structured results.
START EXTRACTING -
Create Your Own Extraction RulesCustomize your own extraction rules to extract exactly the data you need and clean-up with our built-in processors. START EXTRACTING
Screenshot API
Effortlessly Capture the Visual Web
Capture web page screenshots effortlessly using real browsers optimized for screenshots
-
Automatically Bypass Blocking
Automatically bypass content and bot blocks for uninterrupted screenshot capture.
START CAPTURING -
Capture Any Area
Capture everything from selected areas to full pages with automatic scrolling.
START CAPTURING -
Block Banners & Ads
Block cookie popups, ads and have complete control of the browser.
START CAPTURING
Seamlessly Integrate with Frameworks & Platforms
Easily integrate Scrapfly with your favorite tools and platforms, or customize workflows with our Python and TypeScript SDKs.
Build LLM and RAG Applications
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Integrations
Frequently Asked Questions
How to unblock access to job listing websites?
While scraping jobs websites is legal, some websites may block access to their data if they can detect robot-like behavior. For this, you can fortify your scrapers against identifcation yourself using tools and techniques covered in our blog here or you can leave it to Web Scraping API to handle it for you!
Is web scraping job listing websites legal?
Yes, generally web scraping publicly visible data is legal in most places around the world. However, extra consideration should be noted on scraping PII (personally identifiable information) and any copyrighted material which may be difficult to store legally in some countries. For more see our in-depth web scraping laws article.
What is a Web Scraping API?
Web Scraping API is a service that abstracts away the complexities and challenges of web scraping and data extraction. This allows developers to focus on creating software rather than dealing with issues like web scraping blocking and other data access challenges.
How can I access Web Scraping API?
Web Scraping API can be accessed in any http client like curl, httpie or any http client library in any programming language. For first-class support we offer Python and Typescript SDKs.
Are Proxies enough to scrape job data?
No, most modern jobs websites can identify proxies and blocking access to their public data. To bypass jobs blocking you'll need to use combination of new bypass tools and techniques or defer these steps to a service like Web Scraping API .
What types of job data can be scraped?
Jobs websites are incredibly rich with variety of data: profiles, posts and comments, likes, shares, followers, and more. All of this data can be scraped and used for market analysis, brand monitoring, and competitor tracking.
How to extract data from scraped jobs pages?
Modern jobs websites often store data in interactive web applications which often require headless browser for full data extraction. However, the full dataset is often scattered through many parts of the page and using a AI engine (like Extraction API ) can help you extract entire datasets with a single parsing technique.