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

Not technical? Try out the web scraping tool on our site at usejobspy.com.

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Features

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

Video Guide for JobSpy - Updated for release v1.1.3

Installation

pip install -U python-jobspy

Python version >= 3.10 required

Usage

import csv
from jobspy import scrape_jobs

jobs = scrape_jobs(
    site_name=["indeed", "linkedin", "zip_recruiter", "glassdoor"],
    search_term="software engineer",
    location="Dallas, TX",
    results_wanted=20,
    hours_old=72, # (only Linkedin/Indeed is hour specific, others round up to days old)
    country_indeed='USA'  # only needed for indeed / glassdoor
)
print(f"Found {len(jobs)} jobs")
print(jobs.head())
jobs.to_csv("jobs.csv", quoting=csv.QUOTE_NONNUMERIC, escapechar="\\", index=False) # to_xlsx

Output

SITE           TITLE                             COMPANY           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()

Optional
├── site_type (list): linkedin, zip_recruiter, indeed, glassdoor (default is all 4)
├── search_term (str)
├── location (str)
├── distance (int): in miles, default 50
├── job_type (str): fulltime, parttime, internship, contract
├── proxy (str): in format 'http://user:pass@host:port'
├── 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 that are hosted on the job board site (LinkedIn & Indeed do not allow pairing this with hours_old)
├── linkedin_fetch_description (bool): fetches full description for LinkedIn (slower)
├── linkedin_company_ids (list[int): searches for linkedin jobs with specific company ids
├── description_format (str): markdown, html (format type of the job descriptions)
├── country_indeed (str): filters the country on Indeed (see below for correct spelling)
├── offset (int): starts the search from an offset (e.g. 25 will start the search from the 25th result)
├── hours_old (int): filters jobs by the number of hours since the job was posted (ZipRecruiter and Glassdoor round up to next day. If you use this on Indeed, it will not filter by job_type/is_remote/easy_apply)
├── verbose (int) {0, 1, 2}: Controls the verbosity of the runtime printouts (0 prints only errors, 1 is errors+warnings, 2 is all logs. Default is 2.)

JobPost Schema

JobPost
├── title (str)
├── company (str)
├── company_url (str)
├── job_url (str)
├── location (object)
│   ├── country (str)
│   ├── city (str)
│   ├── state (str)
├── description (str)
├── job_type (str): fulltime, parttime, internship, contract
├── compensation (object)
│   ├── interval (str): yearly, monthly, weekly, daily, hourly
│   ├── min_amount (int)
│   ├── max_amount (int)
│   └── currency (enum)
└── date_posted (date)
└── emails (str)
└── is_remote (bool)

Indeed specific
├── company_country (str)
└── company_addresses (str)
└── company_industry (str)
└── company_employees_label (str)
└── company_revenue_label (str)
└── company_description (str)
└── ceo_name (str)
└── ceo_photo_url (str)
└── logo_photo_url (str)
└── banner_photo_url (str)

Supported Countries for Job Searching

LinkedIn

LinkedIn searches globally & uses only the location parameter.

ZipRecruiter

ZipRecruiter searches for jobs in US/Canada & uses only the location parameter.

Indeed / Glassdoor

Indeed & Glassdoor supports most countries, but the country_indeed parameter is required. Additionally, use the location parameter to narrow down the location, e.g. city & state if necessary.

You can specify the following countries when searching on Indeed (use the exact name, * indicates support for Glassdoor):

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*

Notes

• Indeed is the best scraper currently with no rate limiting.
• All the job board endpoints are capped at around 1000 jobs on a given search.
• LinkedIn is the most restrictive and usually rate limits around the 10th page.

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. All of the job board sites are aggressive with blocking. We recommend:

• Waiting some time between scrapes (site-dependent).
• Trying a VPN or proxy to change your IP address.

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