Package: python-jobspy-mini
JobSpyis a simple, yet comprehensive, job scraping library.Not technical?Try out the web scraping tool on our site atusejobspy.com.Looking to build a data-focused software product?Book a callto
work with us.FeaturesScrapes job postings fromLinkedIn,Indeed,Glassdoor, &ZipRecruitersimultaneouslyAggregates the job postings in a Pandas DataFrameProxy supportVideo Guide for JobSpy-
Updated for release v1.1.3Installationpip install python-jobspyPython version >=3.10requiredUsageimportcsvfromjobspyimportscrape_jobsjobs=scrape_jobs(site_name=["indeed","linkedin","zip_recruiter","glassdoor"],search_term="software engineer",location="Dallas, TX",results_wanted=20,hours_old=72,# (only linkedin 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_xlsxOutputSITE           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 forscrape_jobs()Required
├── site_type (List[enum]): linkedin, zip_recruiter, indeed, glassdoor
└── 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'
├── is_remote (bool)
├── linkedin_fetch_description (bool): fetches full description for LinkedIn (slower)
├── 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_company_ids (list[int): searches for linkedin jobs with specific company ids
├── description_format (enum): markdown, html (format type of the job descriptions)
├── country_indeed (enum): filters the country on Indeed (see below for correct spelling)
├── offset (num): 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 (all but LinkedIn rounds up to next day)JobPost SchemaJobPost
├── 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)
└── num_urgent_words (int)
└── is_remote (bool)ExceptionsThe following exceptions may be raised when using JobSpy:LinkedInExceptionIndeedExceptionZipRecruiterExceptionGlassdoorExceptionSupported Countries for Job SearchingLinkedInLinkedIn searches globally & uses only thelocationparameter. You can only fetch 1000 jobs max from the LinkedIn endpoint we're usingZipRecruiterZipRecruiter searches for jobs inUS/Canada& uses only thelocationparameter.Indeed / GlassdoorIndeed & Glassdoor supports most countries, but thecountry_indeedparameter is required. Additionally, use thelocationparameter 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):ArgentinaAustralia*Austria*BahrainBelgium*Brazil*Canada*ChileChinaColombiaCosta RicaCzech RepublicDenmarkEcuadorEgyptFinlandFrance*Germany*GreeceHong Kong*HungaryIndia*IndonesiaIreland*IsraelItaly*JapanKuwaitLuxembourgMalaysiaMexico*MoroccoNetherlands*New Zealand*NigeriaNorwayOmanPakistanPanamaPeruPhilippinesPolandPortugalQatarRomaniaSaudi ArabiaSingapore*South AfricaSouth KoreaSpain*SwedenSwitzerland*TaiwanThailandTurkeyUkraineUnited Arab EmiratesUK*USA*UruguayVenezuelaVietnamGlassdoor can only fetch 900 jobs from the endpoint we're using on a given search.Frequently Asked QuestionsQ: Encountering issues with your queries?A:Try reducing the number ofresults_wantedand/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. 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.