# scrape the site
import requests
url = "https://www.indeed.com/jobs?q=python&l=new+york"
response = requests.get(url)
After scraping the HTML content, you continue working to pick out the info you need.
from bs4 import BeautifulSoup
soup = BeautifulSoup(response.content)
soup
<!DOCTYPE html>
<html dir="ltr" lang="en">
<head>
<meta content="text/html;charset=utf-8" http-equiv="content-type"/>
<script src="//d3fw5vlhllyvee.cloudfront.net/s/e2eb3f2/en_US.js" type="text/javascript"></script>
<link href="//d3fw5vlhllyvee.cloudfront.net/s/bbb0362/jobsearch_all.css" rel="stylesheet" type="text/css"/>
<link href="http://rss.indeed.com/rss?q=python&l=new+york" rel="alternate" title="Python Jobs, Employment in New York State" type="application/rss+xml"/>
<link href="/m/jobs?q=python&l=new+york" media="only screen and (max-width: 640px)" rel="alternate"/>
<link href="/m/jobs?q=python&l=new+york" media="handheld" rel="alternate"/>
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window['closureReadyCallbacks'] = [];
}
function call_when_jsall_loaded(cb) {
if (window['closureReady']) {
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window['closureReadyCallbacks'].push(cb);
}
}
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var _scriptDownloadCount = 0;
var _retryDownload = function() {
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script.async = false;
script.src = path;
script.onerror=_onMainJSBundleError;
document.head.appendChild(script);
};
var _onMainJSBundleError = function() {
try {
// for failed downloads, we want to retry the download up to 5 times
if (_scriptDownloadCount < 4) {
_scriptDownloadCount++;
_retryDownload();
return;
}
// if we've exhausted all retries, send a ping to log the failure
var img = document.createElement("img");
var tk = "1ebvmpanq0j0i000"; // tk
img.src = "/rpc/log?a=jasxJsLoadError&tk=" + tk;
document.head.appendChild(img);
document.head.removeChild(img);
} catch(e) {}
}
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<script onerror="_onMainJSBundleError()" src="//d3fw5vlhllyvee.cloudfront.net/s/d35559a/jobsearch-all-compiled.js" type="text/javascript"></script>
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var tk = '1ebvmpanq0j0i000';
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var myindeed = true;
var userEmail = '';
var tellFriendEmail = '';
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function sjoc(id, sal) { var a = document.getElementById(id); a.href = a.href + '&oc=1&sal='+sal; }
function ptk(st,p) {document.cookie = 'PTK="tk=1ebvmpanq0j0i000&type=jobsearch&subtype='+st+(p?'&'+p:'')+'"; path=/';}
function rbptk(st, c, p) { ptk(st, 'cat='+c+(p?'&p='+p:''));}
</script>
<script type="text/javascript">
function loadJSAsync( ) {
for ( var i = 0; i < arguments.length; i++ ) {
var url = arguments[i];
(function() {
var s = document.createElement("script"), el = document.getElementsByTagName("script")[0];
s.async = true;
s.src = url;
el.parentNode.insertBefore(s, el);
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}
}
</script>
<meta content="3,401 Python jobs available in New York State on Indeed.com. Apply to Python Developer, Deep Learning Engineer, Penetration Testing Trainee (remote Usa) and more!" name="description"/>
<meta content="Python Jobs, Employment in New York State, New York State careers, New York State employment, New York State job listings, New York State job search, New York State search engine, work in New York State" name="keywords"/>
<meta content="origin-when-cross-origin" name="referrer"/>
<link href="/q-Python-l-New-York-State-jobs.html" rel="canonical"/>
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var dcmPayload = 'jobse0;jobal0;viewj0;savej0;6927552';
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#pageContent #resultsCol .result table.jobCardShelfContainer+div.summary{padding-top:0.5rem}body .salarySnippet+.summary,body.janus table#resultsBody #pageContent #resultsCol .result .jobCardShelfContainer+.summary{padding-top:0.5rem !important}body.janus table#resultsBody #pageContent #resultsCol .result .result-link-bar-container{padding-top:0.75rem}:root body.janus table div#vjs-container div#vjs-header{border-radius:8px 8px 0 0}:root body.janus .vjs-spb{border-radius:8px 8px 0 0}.jobsearch-JobComponent-embeddedHeader .jobsearch-SponsorBanner{border-radius:8px 8px 0 0}@media (max-width: 991px){.is-embedded #saveJobButtonContainer button{min-height:44px}}.is-embedded #saveJobButtonContainer button.icl-Button .icl-ButtonIcon{top:0}body div.jobsearch-ViewJobLayout--embedded{border-top:none}[dir="ltr"] button#toggle-new{border-left-color:transparent}body.janus table #indeed_apply .state-picker-button.dd-target,body.janus table #state-picker-container 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</style>
<style>
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<li>The candidate will join the growing R&D team to develop software and technologies to enabled media activation, optimization, and measurement products.</li>
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Alternative Data Research Analyst</a>
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Yewno</span>
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Data Technician (Full- or Part-Time)</a>
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Thasos Group</span>
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BreachLock</span>
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Vee Search</span>
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<div class="result-link-bar"><span class="date">3 days ago</span><span class="tt_set" id="tt_set_1"><span class="result-link-bar-separator">·</span><a class="sl resultLink save-job-link" href="#" id="sj_230b869a1ae6f0d9" onclick="changeJobState('230b869a1ae6f0d9', 'save', 'linkbar', false, ''); return false;" title="Save this job to my.indeed">Save job</a><span class="result-link-bar-separator">·</span><a class="sl resultLink more-link" href="#" id="tog_1" onclick="toggleMoreLinks('230b869a1ae6f0d9'); return false;">More...</a></span><div class="edit_note_content" id="editsaved2_230b869a1ae6f0d9" style="display:none;"></div><script>if (!window['result_230b869a1ae6f0d9']) {window['result_230b869a1ae6f0d9'] = {};}window['result_230b869a1ae6f0d9']['showSource'] = false; window['result_230b869a1ae6f0d9']['source'] = "Vee Search"; window['result_230b869a1ae6f0d9']['loggedIn'] = false; window['result_230b869a1ae6f0d9']['showMyJobsLinks'] = false;window['result_230b869a1ae6f0d9']['undoAction'] = "unsave";window['result_230b869a1ae6f0d9']['relativeJobAge'] = "3 days ago";window['result_230b869a1ae6f0d9']['jobKey'] = "230b869a1ae6f0d9"; window['result_230b869a1ae6f0d9']['myIndeedAvailable'] = true; window['result_230b869a1ae6f0d9']['showMoreActionsLink'] = window['result_230b869a1ae6f0d9']['showMoreActionsLink'] || true; window['result_230b869a1ae6f0d9']['resultNumber'] = 1; window['result_230b869a1ae6f0d9']['jobStateChangedToSaved'] = false; window['result_230b869a1ae6f0d9']['searchState'] = "q=python&l=new+york"; window['result_230b869a1ae6f0d9']['basicPermaLink'] = "https://www.indeed.com"; window['result_230b869a1ae6f0d9']['saveJobFailed'] = false; window['result_230b869a1ae6f0d9']['removeJobFailed'] = false; window['result_230b869a1ae6f0d9']['requestPending'] = false; window['result_230b869a1ae6f0d9']['notesEnabled'] = true; window['result_230b869a1ae6f0d9']['currentPage'] = "serp"; window['result_230b869a1ae6f0d9']['sponsored'] = false;window['result_230b869a1ae6f0d9']['reportJobButtonEnabled'] = false; window['result_230b869a1ae6f0d9']['showMyJobsHired'] = false; window['result_230b869a1ae6f0d9']['showSaveForSponsored'] = false; window['result_230b869a1ae6f0d9']['showJobAge'] = true; window['result_230b869a1ae6f0d9']['showHolisticCard'] = true; window['result_230b869a1ae6f0d9']['showDislike'] = false; window['result_230b869a1ae6f0d9']['showKebab'] = false;</script></div></div>
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<b>Python</b> & JavaScript Developer</a>
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Media Storm, LLC</a></span>
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<li>The candidate will join the growing R&D team to develop software and technologies to enabled media activation, optimization, and measurement products.</li>
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<div class="result-link-bar"><span class="date">16 days ago</span><span class="tt_set" id="tt_set_2"><span class="result-link-bar-separator">·</span><a class="sl resultLink save-job-link" href="#" id="sj_3d07c7b81d80f7cc" onclick="changeJobState('3d07c7b81d80f7cc', 'save', 'linkbar', false, ''); return false;" title="Save this job to my.indeed">Save job</a><span class="result-link-bar-separator">·</span><a class="sl resultLink more-link" href="#" id="tog_2" onclick="toggleMoreLinks('3d07c7b81d80f7cc'); return false;">More...</a></span><div class="edit_note_content" id="editsaved2_3d07c7b81d80f7cc" style="display:none;"></div><script>if (!window['result_3d07c7b81d80f7cc']) {window['result_3d07c7b81d80f7cc'] = {};}window['result_3d07c7b81d80f7cc']['showSource'] = false; window['result_3d07c7b81d80f7cc']['source'] = "Media Storm, LLC"; window['result_3d07c7b81d80f7cc']['loggedIn'] = false; window['result_3d07c7b81d80f7cc']['showMyJobsLinks'] = false;window['result_3d07c7b81d80f7cc']['undoAction'] = "unsave";window['result_3d07c7b81d80f7cc']['relativeJobAge'] = "16 days ago";window['result_3d07c7b81d80f7cc']['jobKey'] = "3d07c7b81d80f7cc"; window['result_3d07c7b81d80f7cc']['myIndeedAvailable'] = true; window['result_3d07c7b81d80f7cc']['showMoreActionsLink'] = window['result_3d07c7b81d80f7cc']['showMoreActionsLink'] || true; window['result_3d07c7b81d80f7cc']['resultNumber'] = 2; window['result_3d07c7b81d80f7cc']['jobStateChangedToSaved'] = false; window['result_3d07c7b81d80f7cc']['searchState'] = "q=python&l=new+york"; window['result_3d07c7b81d80f7cc']['basicPermaLink'] = "https://www.indeed.com"; window['result_3d07c7b81d80f7cc']['saveJobFailed'] = false; window['result_3d07c7b81d80f7cc']['removeJobFailed'] = false; window['result_3d07c7b81d80f7cc']['requestPending'] = false; window['result_3d07c7b81d80f7cc']['notesEnabled'] = true; window['result_3d07c7b81d80f7cc']['currentPage'] = "serp"; window['result_3d07c7b81d80f7cc']['sponsored'] = false;window['result_3d07c7b81d80f7cc']['reportJobButtonEnabled'] = false; window['result_3d07c7b81d80f7cc']['showMyJobsHired'] = false; window['result_3d07c7b81d80f7cc']['showSaveForSponsored'] = false; window['result_3d07c7b81d80f7cc']['showJobAge'] = true; window['result_3d07c7b81d80f7cc']['showHolisticCard'] = true; window['result_3d07c7b81d80f7cc']['showDislike'] = false; window['result_3d07c7b81d80f7cc']['showKebab'] = false;</script></div></div>
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Alternative Data Research Analyst</a>
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Yewno</span>
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Data Technician (Full- or Part-Time)</a>
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Thasos Group</span>
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<ul style="list-style-type:circle;margin-top: 0px;margin-bottom: 0px;padding-left:20px;">
<li style="margin-bottom:0px;">We partner closely with our clients, taking time to understand their unique businesses and individual data and technology needs.</li>
<li>NET, Java, C++ and Python.</li>
</ul></div>
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Better, but let's drill down some more
The job postings all have the same HTML class. Let's find all that are on this page.
jobs = results.find_all('div', class_='result')
len(jobs) # how many?
10
jobs[0] # let's check out just one of them
<div class="jobsearch-SerpJobCard unifiedRow row result" data-jk="487b30db63184515" data-tn-component="organicJob" id="p_487b30db63184515">
<h2 class="title">
<a class="jobtitle turnstileLink" data-tn-element="jobTitle" href="/rc/clk?jk=487b30db63184515&fccid=bf0600f0f252b45b&vjs=3" id="jl_487b30db63184515" onclick="setRefineByCookie([]); return rclk(this,jobmap[0],true,0);" onmousedown="return rclk(this,jobmap[0],0);" rel="noopener nofollow" target="_blank" title="Penetration Testing Trainee (Remote USA)">
Penetration Testing Trainee (Remote USA)</a>
</h2>
<div class="sjcl">
<div>
<span class="company">
BreachLock</span>
</div>
<div class="recJobLoc" data-rc-loc="Florida, NY" id="recJobLoc_487b30db63184515" style="display: none"></div>
<span class="location accessible-contrast-color-location">Florida, NY</span>
<span class="remote-bullet">•</span>
<span class="remote">Remote work available</span>
</div>
<div class="summary">
<ul style="list-style-type:circle;margin-top: 0px;margin-bottom: 0px;padding-left:20px;">
<li>BreachLocks’s modern SaaS-based approach redefines the old school and time-consuming pen test model into fast and comprehensive security as service.</li>
</ul></div>
<div class="jobsearch-SerpJobCard-footer">
<div class="jobsearch-SerpJobCard-footerActions">
<div class="result-link-bar-container">
<div class="result-link-bar"><span class="date">30+ days ago</span><span class="tt_set" id="tt_set_0"><span class="result-link-bar-separator">·</span><a class="sl resultLink save-job-link" href="#" id="sj_487b30db63184515" onclick="changeJobState('487b30db63184515', 'save', 'linkbar', false, ''); return false;" title="Save this job to my.indeed">Save job</a><span class="result-link-bar-separator">·</span><a class="sl resultLink more-link" href="#" id="tog_0" onclick="toggleMoreLinks('487b30db63184515'); return false;">More...</a></span><div class="edit_note_content" id="editsaved2_487b30db63184515" style="display:none;"></div><script>if (!window['result_487b30db63184515']) {window['result_487b30db63184515'] = {};}window['result_487b30db63184515']['showSource'] = false; window['result_487b30db63184515']['source'] = "BreachLock"; window['result_487b30db63184515']['loggedIn'] = false; window['result_487b30db63184515']['showMyJobsLinks'] = false;window['result_487b30db63184515']['undoAction'] = "unsave";window['result_487b30db63184515']['relativeJobAge'] = "30+ days ago";window['result_487b30db63184515']['jobKey'] = "487b30db63184515"; window['result_487b30db63184515']['myIndeedAvailable'] = true; window['result_487b30db63184515']['showMoreActionsLink'] = window['result_487b30db63184515']['showMoreActionsLink'] || true; window['result_487b30db63184515']['resultNumber'] = 0; window['result_487b30db63184515']['jobStateChangedToSaved'] = false; window['result_487b30db63184515']['searchState'] = "q=python&l=new+york"; window['result_487b30db63184515']['basicPermaLink'] = "https://www.indeed.com"; window['result_487b30db63184515']['saveJobFailed'] = false; window['result_487b30db63184515']['removeJobFailed'] = false; window['result_487b30db63184515']['requestPending'] = false; window['result_487b30db63184515']['notesEnabled'] = true; window['result_487b30db63184515']['currentPage'] = "serp"; window['result_487b30db63184515']['sponsored'] = false;window['result_487b30db63184515']['reportJobButtonEnabled'] = false; window['result_487b30db63184515']['showMyJobsHired'] = false; window['result_487b30db63184515']['showSaveForSponsored'] = false; window['result_487b30db63184515']['showJobAge'] = true; window['result_487b30db63184515']['showHolisticCard'] = true; window['result_487b30db63184515']['showDislike'] = false; window['result_487b30db63184515']['showKebab'] = false;</script></div></div>
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<div class="more-links-container result-tab" id="tt_display_0" style="display:none;"><a class="close-link closeLink" href="#" onclick="toggleMoreLinks('487b30db63184515'); return false;" title="Close"></a><div class="more_actions" id="more_0"><ul><li><span class="mat">View all <a href="/q-Breachlock-l-Florida,-NY-jobs.html">BreachLock jobs in Florida, NY</a> - <a href="/l-Florida,-NY-jobs.html">Florida jobs</a></span></li><li><span class="mat">Related forums: <a href="https://www.indeed.com/community/custom/page/page-id/forums?forum=loc_Florida+NY">Florida New York</a> - <a href="https://www.indeed.com/community/custom/page/page-id/forums?forum=cmp_BreachLock">BreachLock</a></span></li></ul></div></div><div class="dya-container result-tab"></div>
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Next, let's target a specific text from the site and extract it from the surrounding HTML
title = jobs[0].find('h2')
title
<h2 class="title"> <a class="jobtitle turnstileLink" data-tn-element="jobTitle" href="/rc/clk?jk=487b30db63184515&fccid=bf0600f0f252b45b&vjs=3" id="jl_487b30db63184515" onclick="setRefineByCookie([]); return rclk(this,jobmap[0],true,0);" onmousedown="return rclk(this,jobmap[0],0);" rel="noopener nofollow" target="_blank" title="Penetration Testing Trainee (Remote USA)"> Penetration Testing Trainee (Remote USA)</a> </h2>
title_link = title.find('a')
title_link
<a class="jobtitle turnstileLink" data-tn-element="jobTitle" href="/rc/clk?jk=487b30db63184515&fccid=bf0600f0f252b45b&vjs=3" id="jl_487b30db63184515" onclick="setRefineByCookie([]); return rclk(this,jobmap[0],true,0);" onmousedown="return rclk(this,jobmap[0],0);" rel="noopener nofollow" target="_blank" title="Penetration Testing Trainee (Remote USA)"> Penetration Testing Trainee (Remote USA)</a>
link_text = title_link.text
link_text
'\nPenetration Testing Trainee (Remote USA)'
# clean it up
link_text.strip()
'Penetration Testing Trainee (Remote USA)'
And now for all jobs, in a concise list comprehension:
job_titles = [job.find('h2').find('a').text.strip() for job in jobs]
job_titles
['Penetration Testing Trainee (Remote USA)', 'Data Engineer Summer Internship (REMOTE)', 'Python & JavaScript Developer', 'Alternative Data Research Analyst', 'Data Technician (Full- or Part-Time)', 'Python Developer - Compliance', 'Content Contributor: Deep Learning with TensorFlow', 'Subject Matter Expert: Deep Learning with TensorFlow', 'Junior Front End / Full Stack Software Engineer', '2020 Enterprise Data Accelerated Talent Entry Program']
Apart from text content, HTML attributes can contain important information you want to parse, for example the URL where a link points to. Let's learn how to extract them.
title_link
<a class="jobtitle turnstileLink" data-tn-element="jobTitle" href="/rc/clk?jk=487b30db63184515&fccid=bf0600f0f252b45b&vjs=3" id="jl_487b30db63184515" onclick="setRefineByCookie([]); return rclk(this,jobmap[0],true,0);" onmousedown="return rclk(this,jobmap[0],0);" rel="noopener nofollow" target="_blank" title="Penetration Testing Trainee (Remote USA)"> Penetration Testing Trainee (Remote USA)</a>
title_link['href']
'/rc/clk?jk=487b30db63184515&fccid=bf0600f0f252b45b&vjs=3'
That's a relative link. In order to be able to access the resource, you will need to assemble the absolute URL.
base_url = "https://www.indeed.com"
job_url = base_url + title_link['href']
job_url
'https://www.indeed.com/rc/clk?jk=487b30db63184515&fccid=bf0600f0f252b45b&vjs=3'
With this, you are now able to access the specifc job posting, for example by using requests again:
job_site = requests.get(job_url)
job_soup = BeautifulSoup(job_site.content)
job_soup.text
'\n\nPenetration Testing Trainee (Remote USA) - Florida, NY - Indeed.com\n\n\n\n\n\n\n\n\n\n\n\nFind jobsCompany reviewsFind salariesUpload your resumeSign inEmployers / Post Job\n\nWhatWhereFind JobsAdvanced Job SearchPenetration Testing Trainee (Remote USA)BreachLock-Florida, NYRemoteOtherWho are we?\nBreachLock is a security startup that offers a unique SaaS platform delivering on-demand, continuous, and scalable security testing suitable for modern cloud and DevOps powered businesses. The BreachLock platform leverages both human-powered penetration testing and AI-powered automated scans to create a powerful and easy to use solution that delivers continuous and on-demand vulnerability management. BreachLocks’s modern SaaS-based approach redefines the old school and time-consuming pen test model into fast and comprehensive security as service. As a result, CIO’s and CISO’s get a single pane view into their application and network security posture. The BreachLock platform facilitates collaboration between your DevOps and BreachLock security researchers, empowering them to fix security gaps at the speed of business.\nSome of our achievements include:\nOne of the fastest-growing SaaS companies in Cyber Security\nCyber Security Innovator for Analysis and Testing category 2019 – SC Magazine\nTop 10 Vulnerability Management Solution for 2019 – Enterprise Security Magazine\nMost promising Cyber Security startup 2019 – CIO Review\nCyber Security Innovator for the year 2019 – Mirror Review\nTop 10 Vulnerability Assessment vendor in Gartner Peerinsights\nWho you are\nYou want to work with global leaders in Cyber Security\nHave a passion for various disciplines of Cyber Security\nHave track record that proves you have invested time in research and learning about security via:\nWriting blogs, articles, research papers\nBug bounty\nAttended training related to Cyber Security\nHave certifications like CEH or ISO 27001\nHave developed projects using AI, Machine Learning or Machine Learning technologies\nAbout the opportunity\nFunctions you will perform may include one or more of the following:\nTechnical writing\nSecurity analysis\nDocumentation\nManual Testing of inhouse products\nSecurity Research\nCompetitor analysis and Testing of various security products\nPenetration Testing\nVulnerability scanning\nPython development\nAI, Machine Learning research\nYou are based in the United States and can work without additional sponsorship/VISA\nThis is a telecommute and remote position\nYou work on a flexible schedule and manage your deliverables\nYou have a choice to work on a three to five days per week schedule\nYou get support from our security experts to learn our processes and perform your day to day activities\nYou will get an opportunity to test your limits in this promising startup\nYou will be working alongside international experts\nIndustry-standard financial benefits\nStrong career prospects in an early-stage startup\nYou get a chance to continue as an employee based on your performance as a traineeBreachLock - 30+ days ago - save jobreport job - original jobApply NowApply On Company SiteSave this jobShare this jobJobs at BreachLock in Florida, NYCompany InfoFollowGet job updates from BreachLockLet employers find youThousands of employers search for candidates on IndeedUpload your resumeHiring LabCareer AdviceBrowse JobsBrowse CompaniesSalariesFind CertificationsIndeed EventsWork at IndeedCountriesAboutHelp Center© 2020 IndeedDo Not Sell My Personal InformationPrivacy CenterCookies, Privacy and TermsLet Employers Find YouUpload Your Resume\n\n\n\n\n\n\n'
You could set up a pipeline that follows the job posting details links and fetches the more detailed job description from there. You could set up some parameters by which to highlight or discard listings that contain certain key phrases.
There's a lot you can do to customize this automated job search script to your own specific interests.