```yaml
product: AlterLab
title: "How to Scrape Job Listings from Job Boards | AlterLab | AlterLab"
comparison_context: "AlterLab is an alternative to Firecrawl, ScrapingBee, and Bright Data."
source_url: https://alterlab.io/how-to/scrape-job-listings
```

Intermediate4 steps

# How to Scrape Job Listings

Job boards render listings dynamically, apply geographic and device-based filtering, and paginate results across hundreds of pages. Building a job data pipeline requires handling JavaScript rendering and systematic pagination.

## Step-by-Step Guide

1

### Construct your job search URL

Most job boards accept search parameters in the URL — job title, location, and date posted. Build the search URL that returns the listings you need.

2

### Fetch with JavaScript rendering

Send the search URL to AlterLab with render_js enabled. Job boards frequently lazy-load listings and filter counts via JavaScript.

3

### Extract listing data from result cards

Parse job title, company name, location, salary range (when available), and the job detail page URL from each listing card.

4

### Paginate through all results

Follow the next-page links to collect all listings. Many job boards limit pagination to 20–40 pages — start with the most recent listings first.

## Code Example

Python

```
import requests
from bs4 import BeautifulSoup

def scrape_jobs(search_url: str, api_key: str) -> list[dict]:
    response = requests.post(
        "https://alterlab.io/api/v1/scrape",
        headers={"X-API-Key": api_key, "Content-Type": "application/json"},
        json={"url": search_url, "render_js": "auto"},
    )
    html = response.json().get("html", "")
    soup = BeautifulSoup(html, "html.parser")

    jobs = []
    for card in soup.select(".job-card"):
        jobs.append({
            "title": card.select_one(".job-title")?.get_text(strip=True),
            "company": card.select_one(".company-name")?.get_text(strip=True),
            "location": card.select_one(".location")?.get_text(strip=True),
            "url": card.select_one("a")?.get("href"),
        })
    return jobs
```

Replace `YOUR_API_KEY` with your key from the . No credit card required.

## Try this yourself with AlterLab

Run this tutorial on live websites with AlterLab's API. New accounts get up to 5,000 free requests — no credit card required.

[View API docs](https://alterlab.io/docs/api/rest)

## Frequently Asked Questions

### Can I scrape job boards that require login?

Many job boards display a subset of listings without login. For boards that require authentication, you will need a valid account and session cookie management, which is outside the scope of standard scraping.

### Responsible Use

AlterLab is designed for extracting publicly available data. Always review the terms of service for any website you access, respect `robots.txt` directives, and ensure your use case complies with applicable laws in your jurisdiction.

### More tutorials

Browse all [how-to guides](https://alterlab.io/how-to) for web scraping — from beginner extractions to advanced multi-page pipelines.

## Your first scrape. Sixty seconds.

Up to 5,000 free requests — about 5,000 Light, 500 Protected or 250 Dynamic requests. No credit card. 
Just a POST request.

terminal

curl -X POST https://api.alterlab.io/v1/scrape \

-H "X-API-Key: YOUR_KEY" \

-H "Content-Type: application/json" \

-d '{"url": "https://example.com", "formats": ["markdown"]}'

[Start building free](https://alterlab.io/signin)

No credit card required · Up to 5,000 free requests (about 5,000 Light, 500 Protected or 250 Dynamic requests) · Balance never expires