mirror of https://github.com/Bunsly/JobSpy
239 lines
9.0 KiB
Markdown
239 lines
9.0 KiB
Markdown
<img src="https://github.com/cullenwatson/JobSpy/assets/78247585/ae185b7e-e444-4712-8bb9-fa97f53e896b" width="400">
|
||
|
||
**JobSpy** is a simple, yet comprehensive, job scraping library.
|
||
|
||
*Looking to build a data-focused software product?* **[Book a call](https://bunsly.com/)** *to
|
||
work with us.*
|
||
|
||
## Features
|
||
|
||
- Scrapes job postings from **LinkedIn**, **Indeed**, **Glassdoor**, **Google**, & **ZipRecruiter** simultaneously
|
||
- Aggregates the job postings in a Pandas DataFrame
|
||
- Proxies support
|
||
|
||
|
||
|
||
### Installation
|
||
|
||
```
|
||
pip install -U python-jobspy
|
||
```
|
||
|
||
_Python version >= [3.10](https://www.python.org/downloads/release/python-3100/) required_
|
||
|
||
### Usage
|
||
|
||
```python
|
||
import csv
|
||
from jobspy import scrape_jobs
|
||
|
||
jobs = scrape_jobs(
|
||
site_name=["indeed", "linkedin", "zip_recruiter", "glassdoor", "google"],
|
||
search_term="software engineer",
|
||
google_search_term="software engineer jobs near San Francisco, CA since yesterday",
|
||
location="San Francisco, CA",
|
||
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
|
||
|
||
# linkedin_fetch_description=True # get more info such as full description, direct job url for linkedin (slower)
|
||
# proxies=["208.195.175.46:65095", "208.195.175.45:65095", "localhost"],
|
||
|
||
)
|
||
print(f"Found {len(jobs)} jobs")
|
||
print(jobs.head())
|
||
jobs.to_csv("jobs.csv", quoting=csv.QUOTE_NONNUMERIC, escapechar="\\", index=False) # to_excel
|
||
```
|
||
|
||
### 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()`
|
||
|
||
```plaintext
|
||
Optional
|
||
├── site_name (list|str):
|
||
| linkedin, zip_recruiter, indeed, glassdoor, google
|
||
| (default is all)
|
||
│
|
||
├── search_term (str)
|
||
|
|
||
├── google_search_term (str)
|
||
| search term for google jobs. This is the only param for filtering google jobs.
|
||
│
|
||
├── location (str)
|
||
│
|
||
├── distance (int):
|
||
| in miles, default 50
|
||
│
|
||
├── job_type (str):
|
||
| fulltime, parttime, internship, contract
|
||
│
|
||
├── proxies (list):
|
||
| in format ['user:pass@host:port', 'localhost']
|
||
| each job board scraper will round robin through the proxies
|
||
|
|
||
├── is_remote (bool)
|
||
│
|
||
├── results_wanted (int):
|
||
| number of job results to retrieve for each site specified in 'site_name'
|
||
│
|
||
├── easy_apply (bool):
|
||
| filters for jobs that are hosted on the job board site
|
||
│
|
||
├── description_format (str):
|
||
| markdown, html (Format type of the job descriptions. Default is markdown.)
|
||
│
|
||
├── 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.)
|
||
│
|
||
├── 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.)
|
||
|
||
├── linkedin_fetch_description (bool):
|
||
| fetches full description and direct job url for LinkedIn (Increases requests by O(n))
|
||
│
|
||
├── linkedin_company_ids (list[int]):
|
||
| searches for linkedin jobs with specific company ids
|
||
|
|
||
├── country_indeed (str):
|
||
| filters the country on Indeed & Glassdoor (see below for correct spelling)
|
||
|
|
||
├── enforce_annual_salary (bool):
|
||
| converts wages to annual salary
|
||
|
|
||
├── ca_cert (str)
|
||
| path to CA Certificate file for proxies
|
||
```
|
||
|
||
```
|
||
├── Indeed limitations:
|
||
| Only one from this list can be used in a search:
|
||
| - hours_old
|
||
| - job_type & is_remote
|
||
| - easy_apply
|
||
│
|
||
└── LinkedIn limitations:
|
||
| Only one from this list can be used in a search:
|
||
| - hours_old
|
||
| - easy_apply
|
||
```
|
||
|
||
|
||
### JobPost Schema
|
||
|
||
```plaintext
|
||
JobPost
|
||
├── title
|
||
├── company
|
||
├── company_url
|
||
├── job_url
|
||
├── location
|
||
│ ├── country
|
||
│ ├── city
|
||
│ ├── state
|
||
├── description
|
||
├── job_type: fulltime, parttime, internship, contract
|
||
├── job_function
|
||
│ ├── interval: yearly, monthly, weekly, daily, hourly
|
||
│ ├── min_amount
|
||
│ ├── max_amount
|
||
│ ├── currency
|
||
│ └── salary_source: direct_data, description (parsed from posting)
|
||
├── date_posted
|
||
├── emails
|
||
└── is_remote
|
||
|
||
Linkedin specific
|
||
└── job_level
|
||
|
||
Linkedin & Indeed specific
|
||
└── company_industry
|
||
|
||
Indeed specific
|
||
├── company_country
|
||
├── company_addresses
|
||
├── company_employees_label
|
||
├── company_revenue_label
|
||
├── company_description
|
||
└── company_logo
|
||
```
|
||
|
||
## 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 with one ip. Proxies are a must basically.
|
||
|
||
## Frequently Asked Questions
|
||
|
||
---
|
||
**Q: Why is Indeed giving unrelated roles?**
|
||
**A:** Indeed is searching each one of your terms e.g. software intern, it searches software OR intern. Try search_term='"software intern"' in quotes for stricter searching
|
||
|
||
---
|
||
|
||
**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:
|
||
|
||
- Wait some time between scrapes (site-dependent).
|
||
- Try using the proxies param to change your IP address.
|
||
|
||
---
|
||
|
||
**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](https://github.com/Bunsly/JobSpy/issues).
|
||
|
||
---
|