JobSpy is a simple, yet comprehensive, job scraping library.
- Scrapes job postings from LinkedIn, Indeed & ZipRecruiter simultaneously
- Aggregates the job postings in a Pandas DataFrame
- Proxy support (HTTP/S, SOCKS)
Video Guide for JobSpy - Updated for release v1.1.3
pip install --upgrade python-jobspy
Python version >= 3.10 required
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_indeed='USA' # only needed for indeed
# use if you want to use a proxy (3 types)
# proxy="socks5://jobspy:[email protected]:20001",
# proxy="http://jobspy:[email protected]:20001",
# proxy="https://jobspy:[email protected]:20001",
)
# formatting for pandas
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
#1 display in Jupyter Notebook (1. pip install jupyter 2. jupyter notebook)
display(jobs)
#2 output to console
#print(jobs)
#3 output to .csv
#jobs.jobs.to_csv('result.jobs.csv', index=False)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...
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
├── proxy (str): in format 'http://user:pass@host:port' or [https, socks]
├── 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 LinkedIn
├── country_indeed (enum): filters the country on Indeed (see below for correct spelling)
JobPost
├── title (str)
├── company (str)
├── job_url (str)
├── location (object)
│ ├── country (str)
│ ├── city (str)
│ ├── state (str)
├── description (str)
├── job_type (enum): fulltime, parttime, internship, contract
├── compensation (object)
│ ├── interval (enum): yearly, monthly, weekly, daily, hourly
│ ├── min_amount (int)
│ ├── max_amount (int)
│ └── currency (enum)
└── date_posted (date)
The following exceptions may be raised when using JobSpy:
LinkedInExceptionIndeedExceptionZipRecruiterException
LinkedIn searches globally & uses only the location parameter.
ZipRecruiter searches for jobs in US/Canada & uses only the location parameter.
Indeed 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):
| 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 |
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.
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, LinkedIn is particularly aggressive with blocking. We recommend:
- Waiting a few seconds between requests.
- Trying a VPN or proxy to change your IP address.