JobSpy is a simple, yet comprehensive, job scraping library.

Features

• Scrapes job postings from LinkedIn, Indeed & ZipRecruiter simultaneously
• Aggregates the job postings in a Pandas DataFrame

Installation

pip install python-jobspy

Python version >= 3.10 required

Usage

from jobspy import scrape_jobs
import pandas as pd

jobs: pd.DataFrame = scrape_jobs(
    site_name=["indeed", "linkedin", "zip_recruiter"],
    search_term="software engineer",
    location="Dallas, TX",
    results_wanted=10,
    
    # country: only needed for indeed
    country='USA'
)

if jobs.empty:
    print("No jobs found.")
else:
    #1 print
    pd.set_option('display.max_columns', None)
    pd.set_option('display.max_rows', None)
    pd.set_option('display.width', None)
    pd.set_option('display.max_colwidth', 50)  # set to 0 to see full job url / desc
    print(jobs)

    #2 display in Jupyter Notebook
    #display(jobs)

    #3 output to .csv
    #jobs.to_csv('jobs.csv', index=False)

Output

SITE           TITLE                             COMPANY_NAME      CITY          STATE  JOB_TYPE  INTERVAL  MIN_AMOUNT  MAX_AMOUNT  JOB_URL                                            DESCRIPTION
indeed         Software Engineer                 AMERICAN SYSTEMS  Arlington     VA     None      yearly    200000      150000      https://www.indeed.com/viewjob?jk=5e409e577046...  THIS POSITION COMES WITH A 10K SIGNING BONUS!...
indeed         Senior Software Engineer          TherapyNotes.com  Philadelphia  PA     fulltime  yearly    135000      110000      https://www.indeed.com/viewjob?jk=da39574a40cb...  About Us TherapyNotes is the national leader i...
linkedin       Software Engineer - Early Career  Lockheed Martin   Sunnyvale     CA     fulltime  yearly    None        None        https://www.linkedin.com/jobs/view/3693012711      Description:By bringing together people that u...
linkedin       Full-Stack Software Engineer      Rain              New York      NY     fulltime  yearly    None        None        https://www.linkedin.com/jobs/view/3696158877      Rain’s mission is to create the fastest and ea...
zip_recruiter Software Engineer - New Grad       ZipRecruiter      Santa Monica  CA     fulltime  yearly    130000      150000      https://www.ziprecruiter.com/jobs/ziprecruiter...  We offer a hybrid work environment. Most US-ba...
zip_recruiter Software Developer                 TEKsystems        Phoenix       AZ     fulltime  hourly    65          75          https://www.ziprecruiter.com/jobs/teksystems-0...  Top Skills' Details• 6 years of Java developme...

Parameters for scrape_jobs()

Required
├── site_type (List[enum]): linkedin, zip_recruiter, indeed
└── search_term (str)
Optional
├── location (int)
├── distance (int): in miles
├── job_type (enum): fulltime, parttime, internship, contract
├── is_remote (bool)
├── results_wanted (int): number of job results to retrieve for each site specified in 'site_type'
├── easy_apply (bool): filters for jobs on LinkedIn that have the 'Easy Apply' option
├── country (enum): uses the corresponding subdomain on Indeed (e.g. Canada on Indeed is ca.indeed.com

JobPost Schema

JobPost
├── title (str)
├── company_name (str)
├── job_url (str)
├── location (object)
│   ├── country (str)
│   ├── city (str)
│   ├── state (str)
├── description (str)
├── job_type (enum)
├── compensation (object)
│   ├── interval (CompensationInterval): yearly, monthly, weekly, daily, hourly
│   ├── min_amount (int)
│   ├── max_amount (int)
│   └── currency (str)
└── date_posted (datetime)

Supported Countries for Job Searching

LinkedIn

LinkedIn searches globally. Use the location parameter

ZipRecruiter

ZipRecruiter searches for jobs in US/Canada. Use the location parameter

Indeed

For Indeed, you location along with country param

You can specify the following countries when searching on Indeed (use the exact name):

• Argentina
• Australia
• Austria
• Bahrain
• Belgium
• Brazil
• Canada
• Chile
• China
• Colombia
• Costa Rica
• Czech Republic
• Denmark
• Ecuador
• Egypt
• Finland
• France
• Germany
• Greece
• Hong Kong
• Hungary
• India
• Indonesia
• Ireland
• Israel
• Italy
• Japan
• Kuwait
• Luxembourg
• Malaysia
• Mexico
• Morocco
• Netherlands
• New Zealand
• Nigeria
• Norway
• Oman
• Pakistan
• Panama
• Peru
• Philippines
• Poland
• Portugal
• Qatar
• Romania
• Saudi Arabia
• Singapore
• South Africa
• South Korea
• Spain
• Sweden
• Switzerland
• Taiwan
• Thailand
• Turkey
• Ukraine
• United Arab Emirates
• UK
• USA
• Uruguay
• Venezuela
• Vietnam

Frequently Asked Questions

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Q: Encountering issues with your queries?
A: Try reducing the number of results_wanted and/or broadening the filters. If problems persist, submit an issue.

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Q: Received a response code 429?
A: This indicates that you have been blocked by the job board site for sending too many requests. Currently, ZipRecruiter is particularly aggressive with blocking. We recommend:

• Waiting a few seconds between requests.
• Trying a VPN to change your IP address.

Note: Proxy support is in development and coming soon!

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