Jobs & Recruiting Web Scraping
Every listing, every market, structured in real time.
Pull publicly visible job postings from the major boards, normalize titles and salaries, and feed your pipeline - without writing anti-bot code.
1,000 free credits. No credit card required.
8+
job portals supported
5B+
scrapes / month platform-wide
99%+
success rate
JSON
or CSV output
Turn every job posting into a pipeline input.
Posting URL
+
Schema
=
Applicable Record
Normalize titles, salaries, and locations across boards. Feed your ATS, analytics platform, or data warehouse directly.
Every Data Point in the Hiring Pipeline
From raw listing to enriched, structured record.
Postings & Listings
Scrape publicly visible job search result pages and individual posting detail pages. Collect title, description, requirements, location, and application count.
Salary & Comp Benchmarks
Aggregate salary ranges, median figures, and bonus data from publicly listed job postings across boards.
Company Signals
Collect public company data alongside job listings - funding status, headcount trends, and employer review scores.
Candidate Sourcing Pipeline
Map the full journey from public search to enriched ATS entry. Each step feeds the next automatically.
Freshness & Alerting
Poll boards on a schedule and deduplicate against your existing dataset. Only net-new postings reach your pipeline.
Anti-bot Bypass
Job boards deploy sophisticated bot detection. Scrapfly handles it transparently - no proxy management, no challenge-solving code to maintain.
See full bypass coverage-
Web Scraping API
-
Extraction API
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Screenshot API
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Crawler
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Cloud Browser
One Platform. Every Tool You Need.
Combine products to go from raw HTML to clean, structured job data in a single pipeline.
Web Scraping API
Fetch any public job board page with anti-bot bypass, JS rendering, and residential proxy rotation built in. Returns clean HTML ready for extraction.
Extraction API
Turn raw job posting HTML into structured fields - title, salary, location, skills, company - with a single prompt or JSON schema. No HTML parsing code.
Screenshot API
Capture full-page screenshots of job postings for archival, compliance, or visual monitoring workflows.
Crawler
Traverse entire job board sections with follow rules and depth limits. Automatically discovers and queues new listing URLs as they appear.
Cloud Browser
Drive a real stealth Chromium session via CDP when a board requires JavaScript-rendered content or interactive navigation.
Scraping Public Job Boards
Drop-in examples in Python, TypeScript, and Go.
Scrape public Indeed job search results with anti-bot bypass and JS rendering.
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.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'])http https://api.scrapfly.io/scrape \
key==$SCRAPFLY_KEY \
url==https://www.indeed.com/viewjob?jk=1d350902d47c6b6f \
asp==true \
render_js==true \
country==US \
extraction_model=job_postingAutomate with AI & Workflows
Describe what you want. Let AI assistants and automation tools handle the collection.
AI Assistant Integration
Connect Scrapfly's MCP server to Claude or ChatGPT and describe the jobs you need in plain language.
- "Show me all remote Python developer jobs posted today on Indeed"
- "What is the salary range for senior engineers across job boards?"
- "Which companies in fintech are hiring data scientists this week?"
Frequently Asked Questions
How do you unblock access to job listing websites?
While scraping public job listings is legal, most major boards deploy bot detection that blocks naive HTTP clients. Scrapfly handles fingerprint spoofing, proxy rotation, and challenge solving transparently so your scraper sees clean HTML without maintaining any bypass infrastructure yourself.
Is web scraping job listing websites legal?
Yes - scraping publicly visible data is generally legal in most jurisdictions. Extra care is warranted when collecting PII or copyrighted material, which may have different rules depending on the country. Only scrape data that is publicly accessible without logging in. For a deeper overview see our web scraping laws article.
What is a Web Scraping API?
A Web Scraping API is a hosted service that abstracts away the engineering challenges of large-scale data collection - proxy management, browser rendering, anti-bot bypass, and rate limiting. You send a URL and receive clean HTML or extracted data back. Scrapfly is one such service, letting your team focus on what to do with the data rather than how to retrieve it.
How can I access the Scrapfly Web Scraping API?
The API is accessible from any HTTP client - curl, httpie, or any language's HTTP library. For first-class support Scrapfly provides Python and TypeScript SDKs.
Are proxies enough to scrape job data?
No. Modern job boards fingerprint browsers at the TLS, HTTP/2, and JavaScript layers. A plain proxy only changes your IP - it does nothing to fix the hundreds of other detection signals. Effective bypass requires coherent fingerprints at every layer, which is what Scrapfly manages on your behalf.
What types of job data can be scraped?
Publicly visible job posting pages typically contain job title, company name, location, salary range or band, required skills, seniority level, application count, and posting date. Company profile pages on review sites add employee count, funding stage, and aggregate ratings. Only scrape data that is accessible without authentication.
How do I extract structured data from scraped job pages?
Modern job sites often embed data in JavaScript-rendered markup, making CSS selectors brittle when layouts change. Scrapfly's Extraction API uses an AI engine to pull structured fields from raw HTML using a plain-language prompt or a JSON schema. The output is stable even when the site redesigns its layout.
Start collecting job data in minutes.
Free account, 1,000 credits, no credit card. Anti-bot bypass, JS rendering, and structured extraction all included.