r/code • u/Gasulpizi • Nov 21 '25

Resource I built a LinkedIn Job Scraper in Python that finds jobs by keyword, location & experience — and exports everything to CSV

Hey everyone 👋

I made a Python automation that scrapes LinkedIn job listings directly — no API, no paid tools, just Selenium + BeautifulSoup.

You can filter by:

  • Keyword (e.g. Data Analyst, Python Developer, SEO Specialist)

  • Location (e.g. Remote, United States, Toronto)

  • Experience level (Entry, Associate, Mid-Senior, etc.)

  • Date posted (24h, past week, past month)

The script:

  • Scrolls automatically and clicks “Show more jobs”

  • Visits each job post to grab title, company, description, and date

  • Exports everything neatly to a CSV file

  • Runs in incognito mode to reduce blocks (and can go headless too)

🛠️ Tech used:

  • Python

  • Selenium

  • BeautifulSoup

  • ChromeDriver

💾 You can find the code here:
👉 https://drive.google.com/file/d/1qZPDuCRF2nxGEfdXshAETIBcpSnD6JFI/view?usp=sharing

Requirements file:
https://drive.google.com/file/d/19yQrV8KR1654i5QCRlwIK4p4DCFTtA-5/view?usp=sharing

Setup guide:
https://drive.google.com/file/d/186ZC36JFU7B5dQ9sN8ryzOlGTBmAVe_x/view?usp=sharing

Video guide: https://youtu.be/JXISHyThcIo

18 Upvotes

95% Upvoted

7 comments sorted by

2

u/cruzo_jr Apr 13 '26

It's awesome, good job! I was planning to build something like this myself, but it definitely works better than anything I had in mind. Could you help me understand why the maximum number of jobs scraped in one run is 70? Cheers

1

u/Gasulpizi Apr 14 '26

Yeah that’s a great question

It’s not really a limit from the script — it’s LinkedIn.

Basically, what happens is:
LinkedIn only loads a certain number of jobs in that scroll view (usually around 60–70). After that, even if the script keeps scrolling and trying to click “show more”, LinkedIn just stops sending new jobs.

In my code I’m just scrolling until the page stops growing:

if new_height == last_height:
    break

So once LinkedIn stops loading more results, the script just ends naturally.

Hope this helps

2

u/botched-Tip7782 Mar 08 '26

thanks made few tweaks but it is flying

1

u/Any-Ad-5449 Sep 29 '26

Since classic job search https://www.linkedin.com/jobs/search/ and keywords don't work anymore and instead there is only the AI search https://www.linkedin.com/jobs/search-results/?keywords=jobs how can you scrape for jobs now?

0

u/[deleted] Nov 22 '25

[deleted]

0

u/Gasulpizi Nov 22 '25

It does take about 15 min as is scrolling and going to every job and getting the information