Recruiting teams
Market mapping
Favorable to scraping
Track active software, sales, operations, or remote job boards by keyword and city, then filter by employer, title, salary cues, and listing URL before manual review.
Job Boards$50Free
US Job Search Scraper Aggregator
The job search scraper template turns US job-board result pages into one structured CSV. Import it into UScraper, run the bundled searches for Software Engineer roles in San Francisco, and collect visible listings from Indeed, ZipRecruiter, Glassdoor, and CareerBuilder with job title, company, location, salary, description, source site, and job URL.
Output
CSV file
Columns
9
Sources
4 job boards
Sample search
Software Engineer
Template
Free import
At a glance
Export job listings to CSV across job boards
One spreadsheet for multiple sources
Compare Indeed, ZipRecruiter, Glassdoor, and CareerBuilder rows in one append-friendly CSV instead of copying each job board into separate sheets.
Pagination-aware job-board scraping
After exporting the visible cards, the template checks for common Next controls and loops through additional result pages while they remain available.
Rows built from job links
The export targets job-link anchors so it can work across different accessible result layouts, then looks around each link for company, location, salary, and snippet text.
Local desktop workflow
Searches and CSV output run in the local desktop app. You control the URLs, search terms, pacing, file path, review process, and downstream handling.
Who uses it
Job search data for recruiters, analysts, and operators
Talent intelligence analysts
Weekly snapshots
Favorable to scraping
Build repeatable snapshots of jobs hiring now across major job boards, compare visible demand by source, and preserve direct job links for audit trails.
Agencies and data ops
CSV workflows
Favorable to scraping
Replace ad hoc copy-paste with a no-code job board scraper that produces rows ready for Excel, Google Sheets, enrichment queues, or internal dashboards.
How to use
Scrape job search results in five steps
2
Review the source URLs
The starter graph targets Software Engineer jobs in San Francisco, CA across CareerBuilder, Glassdoor, Indeed, and ZipRecruiter. Replace those URLs with approved searches for your keyword, location, and job board mix.
3
Confirm the save path
Structured Export writes us-job-search-aggregator.csv with headers and append mode. Change the folder before a production run if your team stores recruiting exports elsewhere.
4
Run and watch the first page
Let the local desktop app navigate, wait up to 45 seconds, pause for dynamic content, scroll down 900 pixels, and export visible job-link rows.
5
Open the CSV
Review the output in Excel, Sheets, or your BI tool. Check a few job URLs against the original boards before using the data for outreach or reporting.
Output preview
What the job listings CSV includes
us-job-search-aggregator.csvColumn
keyword
The configured search keyword, such as Software Engineer.
Column
location
The configured search location, such as San Francisco, CA.
Column
site
Source board detected from the page hostname.
Column
jobTitle
The visible job title or best title fallback near the job link.
Column
jobLink
Absolute URL for the listing detail page.
Column
company
Employer name when visible in the result card.
Column
jobLocation
City, remote, hybrid, or on-site location text when exposed.
Column
salary
Salary estimate or pay range when the source displays one.
Column
description
Short snippet or listing text, capped for spreadsheet usability.
Sample rows
2 of many
| keyword | location | site | jobTitle | jobLink | company | jobLocation | salary | description |
|---|---|---|---|---|---|---|---|---|
| Software Engineer | San Francisco, CA | indeed | Senior Software Engineer, Platform | ExampleCloud | San Francisco, CA Hybrid | $145,000 - $190,000 a year | Build backend systems, own service reliability, and partner with product teams. | |
| Software Engineer | San Francisco, CA | ziprecruiter | Full Stack Engineer | Northstar Labs | Remote in California | Work across React, APIs, and customer-facing workflow features. |
Headers included - rows from multiple job boards append into one file
For adjacent workflows, compare role discovery with the Yahoo Jobcatalog List Scraper, enrich employer websites with the Website Contact Details Scraper, collect broader web context with the Google SERP Scraper, or browse the full UScraper template library.
Frequently asked questions
Job postings can be publicly visible, but automated collection may still be restricted by each job board's terms, robots rules, copyright, privacy law, database rights, and anti-circumvention rules. Review Indeed, ZipRecruiter, Glassdoor, CareerBuilder, and any other source before running a batch, avoid bypassing access controls, and get legal advice for commercial recruiting or resale use.
Before you scale
Limits and maintenance notes
Practical guardrails for job-board scraping
Verification
Cloudflare and CAPTCHA prompts may need manual review
Indeed and ZipRecruiter can show verification pages. Pause the workflow when that happens; this template is not designed to bypass access controls.
Layout drift
Job-board markup changes can affect columns
The export uses broad job-link selectors plus source-specific fallbacks. If titles, companies, or salaries become blank after a redesign, update the Structured Export columns before collecting more rows.
Pacing
Start with small, polite batches
Use modest result counts, keep waits in place, and avoid parallel runs across many searches. Slower runs are easier to audit and less likely to trigger throttling.
Policy
Keep compliance decisions outside the scraper
Local custody helps with data handling, but it does not grant permission to republish, resell, or contact candidates. Review source terms and privacy obligations before operational use.
Get Started
Download and use this template instantly
$50Free
What's Included
- Template JSON file ready to import
- Pre-configured scraping nodes
- Works with UScraper desktop app
Open-source templates
UScraper templates are open source. Improve this workflow or contribute a new one to help the community grow.
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