from __future__ import annotations import json import math import re import time from concurrent.futures import ThreadPoolExecutor from datetime import datetime from bs4 import BeautifulSoup from jobspy.ziprecruiter.constant import headers, get_cookie_data from jobspy.util import ( extract_emails_from_text, create_session, markdown_converter, remove_attributes, create_logger, ) from jobspy.model import ( JobPost, Compensation, Location, JobResponse, Country, DescriptionFormat, Scraper, ScraperInput, Site, ) from jobspy.ziprecruiter.util import get_job_type_enum, add_params log = create_logger("ZipRecruiter") class ZipRecruiter(Scraper): base_url = "https://www.ziprecruiter.com" api_url = "https://api.ziprecruiter.com" def __init__( self, proxies: list[str] | str | None = None, ca_cert: str | None = None ): """ Initializes ZipRecruiterScraper with the ZipRecruiter job search url """ super().__init__(Site.ZIP_RECRUITER, proxies=proxies) self.scraper_input = None self.session = create_session(proxies=proxies, ca_cert=ca_cert) self.session.headers.update(headers) self._get_cookies() self.delay = 5 self.jobs_per_page = 20 self.seen_urls = set() def scrape(self, scraper_input: ScraperInput) -> JobResponse: """ Scrapes ZipRecruiter for jobs with scraper_input criteria. :param scraper_input: Information about job search criteria. :return: JobResponse containing a list of jobs. """ self.scraper_input = scraper_input job_list: list[JobPost] = [] continue_token = None max_pages = math.ceil(scraper_input.results_wanted / self.jobs_per_page) for page in range(1, max_pages + 1): if len(job_list) >= scraper_input.results_wanted: break if page > 1: time.sleep(self.delay) log.info(f"search page: {page} / {max_pages}") jobs_on_page, continue_token = self._find_jobs_in_page( scraper_input, continue_token ) if jobs_on_page: job_list.extend(jobs_on_page) else: break if not continue_token: break return JobResponse(jobs=job_list[: scraper_input.results_wanted]) def _find_jobs_in_page( self, scraper_input: ScraperInput, continue_token: str | None = None ) -> tuple[list[JobPost], str | None]: """ Scrapes a page of ZipRecruiter for jobs with scraper_input criteria :param scraper_input: :param continue_token: :return: jobs found on page """ jobs_list = [] params = add_params(scraper_input) if continue_token: params["continue_from"] = continue_token try: res = self.session.get(f"{self.api_url}/jobs-app/jobs", params=params) if res.status_code not in range(200, 400): if res.status_code == 429: err = "429 Response - Blocked by ZipRecruiter for too many requests" else: err = f"ZipRecruiter response status code {res.status_code}" err += f" with response: {res.text}" # ZipRecruiter likely not available in EU log.error(err) return jobs_list, "" except Exception as e: if "Proxy responded with" in str(e): log.error(f"Indeed: Bad proxy") else: log.error(f"Indeed: {str(e)}") return jobs_list, "" res_data = res.json() jobs_list = res_data.get("jobs", []) next_continue_token = res_data.get("continue", None) with ThreadPoolExecutor(max_workers=self.jobs_per_page) as executor: job_results = [executor.submit(self._process_job, job) for job in jobs_list] job_list = list(filter(None, (result.result() for result in job_results))) return job_list, next_continue_token def _process_job(self, job: dict) -> JobPost | None: """ Processes an individual job dict from the response """ title = job.get("name") job_url = f"{self.base_url}/jobs//j?lvk={job['listing_key']}" if job_url in self.seen_urls: return self.seen_urls.add(job_url) description = job.get("job_description", "").strip() listing_type = job.get("buyer_type", "") description = ( markdown_converter(description) if self.scraper_input.description_format == DescriptionFormat.MARKDOWN else description ) company = job.get("hiring_company", {}).get("name") country_value = "usa" if job.get("job_country") == "US" else "canada" country_enum = Country.from_string(country_value) location = Location( city=job.get("job_city"), state=job.get("job_state"), country=country_enum ) job_type = get_job_type_enum( job.get("employment_type", "").replace("_", "").lower() ) date_posted = datetime.fromisoformat(job["posted_time"].rstrip("Z")).date() comp_interval = job.get("compensation_interval") comp_interval = "yearly" if comp_interval == "annual" else comp_interval comp_min = int(job["compensation_min"]) if "compensation_min" in job else None comp_max = int(job["compensation_max"]) if "compensation_max" in job else None comp_currency = job.get("compensation_currency") description_full, job_url_direct = self._get_descr(job_url) return JobPost( id=f'zr-{job["listing_key"]}', title=title, company_name=company, location=location, job_type=job_type, compensation=Compensation( interval=comp_interval, min_amount=comp_min, max_amount=comp_max, currency=comp_currency, ), date_posted=date_posted, job_url=job_url, description=description_full if description_full else description, emails=extract_emails_from_text(description) if description else None, job_url_direct=job_url_direct, listing_type=listing_type, ) def _get_descr(self, job_url): res = self.session.get(job_url, allow_redirects=True) description_full = job_url_direct = None if res.ok: soup = BeautifulSoup(res.text, "html.parser") job_descr_div = soup.find("div", class_="job_description") company_descr_section = soup.find("section", class_="company_description") job_description_clean = ( remove_attributes(job_descr_div).prettify(formatter="html") if job_descr_div else "" ) company_description_clean = ( remove_attributes(company_descr_section).prettify(formatter="html") if company_descr_section else "" ) description_full = job_description_clean + company_description_clean try: script_tag = soup.find("script", type="application/json") if script_tag: job_json = json.loads(script_tag.string) job_url_val = job_json["model"].get("saveJobURL", "") m = re.search(r"job_url=(.+)", job_url_val) if m: job_url_direct = m.group(1) except: job_url_direct = None if self.scraper_input.description_format == DescriptionFormat.MARKDOWN: description_full = markdown_converter(description_full) return description_full, job_url_direct def _get_cookies(self): """ Sends a session event to the API with device properties. """ url = f"{self.api_url}/jobs-app/event" self.session.post(url, data=get_cookie_data)