Job Data Scraping Services
Extract employment data from major job boards and career platforms with DataOx professional scraping services. We collect job titles, salaries, company information, and requirements from LinkedIn, Indeed, Glassdoor, and industry-specific sites automatically. Our solutions help recruitment agencies track market trends, enable HR teams to benchmark compensation, and support staffing companies in competitive analysis.
Web scraping jobs: Market Intelligence
Web scraping jobs data provides comprehensive market intelligence by automatically collecting employment information from major job boards, career sites, and recruitment platforms. This approach delivers real-time insights into salary trends, in-demand skills, competitor hiring volumes, remote work opportunities, and geographic talent distribution that directly impact recruitment ROI.
Data Sources
Major job boards (Indeed, LinkedIn, Glassdoor), career websites, company portals, recruitment platforms, industry-specific job sites, freelance marketplaces, and more.
Implementation timeline
Two to three weeks, depending on the volume and complexity of the data sources. You can get in touch with our data specialists for a more accurate estimate that is customized for your requirements.
The Benefits of Web Scraping for HR & Recruitment
Below, you can see the results of recent industry studies illustrating the influence of automated data collection on recruitment outcomes and strategic HR decisions. Companies implementing web scraping solutions have observed significant improvements across multiple key areas of talent acquisition.
40x
Increase in data collection rate compared to manual methods, allowing HR teams to process candidate information exponentially faster.
90%
Reduction in human error and improved data accuracy through automated web scraping compared to manual data entry methods.
80%
Time savings and efficiency improvement when automating repetitive data extraction tasks versus manual collection processes.
10x
Talent pool expansion by accessing global databases instead of limiting searches to single platforms or regions.
A Reliable Partner For All HR & Recruitment Data Needs
A Reliable Partner For All HR & Recruitment Data Needs
DataOx offers comprehensive web scraping services for HR professionals and recruitment teams, including real-time candidate monitoring, automated talent sourcing, competitive intelligence, and reliable data maintenance.
Real-Time Job Market Monitoring
Scheduled Talent Pool Building
AI-Powered Candidate Matching
Competitive Salary & Benefits Intelligence
HR Lead Generation & Contact Sourcing
Custom HR Data Solutions
Real-Time Job Market Monitoring
Instant job posting and candidate data as it appears — never miss updates
DataOx builds real-time scraping systems that capture and deliver data the moment it appears online — perfect for price monitoring, stock tracking, and time-sensitive business decisions.
Live job posting alerts from major platforms
Instant candidate profile updates and activity monitoring
Real-time salary and benefits benchmarking
Immediate notifications on competitor hiring activities
Sub-second response times for urgent talent needs
Perfect for high-demand roles and competitive markets
Built for fast-paced recruitment and talent acquisition
Scheduled Talent Pool Building
Automated candidate data collection on your schedule — build comprehensive talent databases
DataOx creates automated systems that continuously build and update your talent pools — daily candidate sourcing, weekly market reports, or custom intervals that match your hiring cycles.
Flexible scheduling: daily, weekly, or custom talent sourcing
Automated candidate database building and maintenance
Сonsistent LinkedIn and job board data collection
Smart candidate matching and qualification scoring
Bulk profile processing for large-scale recruitment
Perfect for talent pipeline development and workforce planning
Built for systematic talent acquisition and long-term hiring strategies
AI-Powered Candidate Matching
Smart talent identification that understands requirements — like having an expert recruitment analyst
DataOx combines artificial intelligence with recruitment data to automatically identify, score, and match candidates to job requirements — turning vast talent pools into qualified, ready-to-contact prospects.
Intelligent candidate scoring and ranking
Automatic skills assessment and requirement matching
Smart duplicate removal and profile enhancement
AI-based talent quality assessment and filtering
Natural language processing for resume analysis
Adaptive systems that learn from successful hires
Built for precision hiring and quality talent identification
Competitive Salary & Benefits Intelligence
Stay ahead of market rates with automated compensation monitoring
DataOx monitors salaries, benefits, and compensation packages across multiple platforms — delivering real-time insights that help you create competitive offers and respond to market changes instantly.
Automated salary tracking across job platforms
Benefits and compensation package monitoring
Competitor hiring pattern analysis and intelligence
Real-time alerts for market rate changes
Historical compensation data and trend analysis
Custom reporting and dashboard integration
Built for competitive compensation strategy and market leadership
HR Lead Generation & Contact Sourcing
Find and qualify recruitment prospects automatically — fuel your talent pipeline
DataOx builds lead generation systems specifically for HR professionals — automatically discovering potential candidates, verifying contact information, and enriching profiles with professional insights.
Contact information extraction and verification
Professional profile data enrichment and scoring
LinkedIn and professional network lead discovery
Industry-specific talent sourcing and identification
Social media profile and activity monitoring
Email and phone number validation for outreach
Built for systematic talent acquisition and relationship building
Custom HR Data Solutions
Tailored recruitment intelligence for unique hiring challenges
DataOx creates completely custom HR data solutions for specific recruitment requirements — handling specialized talent platforms, unique data formats, and specific workflow integrations that standard solutions can’t address.
Fully custom recruitment data extractors
Specialized platform and niche job board handling
Custom candidate scoring and assessment algorithms
Bespoke talent analytics and reporting systems
Specialized ATS integrations and data formatting
Ongoing customization for evolving hiring needs
Built for unique recruitment challenges and specialized talent acquisition
A Reliable Partner For All HR & Recruitment Data Needs
DataOx offers comprehensive web scraping services for HR professionals and recruitment teams, including real-time candidate monitoring, automated talent sourcing, competitive intelligence, and reliable data maintenance.
Who We Serve
HR Analytics
Companies
HR Tech
Startups
Recruitment
Agencies
Job Board
Platforms
Corporate HR
Departments
Staffing
Companies
Talent Acquisition
Consultants
Executive
Search Firms
Need Reliable Data Delivery That Scales? Let’s Talk!
From initial data requirements analysis to fully automated delivery pipelines, our team handles the complete data extraction and processing workflow. Stop wasting time on manual data collection and start making data-driven decisions faster.
collect data from anywhere, deliver everywhere
Get data scraped from any source and delivered automatically in your preferred format with DataOx’s custom web scraping services
Indeed
Glassdoor
Monster
ZipRecruiter
Career Builder
Stack Overflow Jobs
AngelList
Upwork
Remote.co
We Work Remotely
CSV
XLSX
JSON
XML
Database
CRM
Dashboards
Analytics
Insights
API
use cases
TALENT INTELLIGENCE & RECRUITMENT DATA
Make the hiring and talent acquisition processes more efficient.
To improve hiring strategies, get job postings, candidate profiles, and salary information from a variety of sources. HR SaaS tools, departments, recruitment agencies, and talent acquisition teams all need this.
COMPETITIVE SALARY & BENEFITS BENCHMARKING
Keep up with the competition with real-time pay data
Use LinkedIn, Glassdoor, and job boards to keep an eye on your competitors’ salaries, benefits packages, and job requirements. This will help you make smart compensation decisions and stay competitive.
CANDIDATE SOURCING & TALENT POOL BUILDING
Finding and qualifying potential candidates automatically
Collect candidate profiles from LinkedIn, GitHub, job boards, and professional networks in a systematic way. Create full talent databases that check contacts and match skills.
MARKET INTELLIGENCE & HIRING TRENDS
Data-driven insights for strategic workforce planning
Analyze job market trends, emerging skills demand, hiring velocity patterns, and industry growth signals to inform long-term talent strategy and workforce development.
COMPLIANCE & LEGAL MONITORING
Track regulatory changes and industry compliance requirements
Monitor employment law updates, diversity requirements, and compliance changes across jurisdictions to ensure hiring practices meet current legal standards.
EMPLOYER BRAND & REPUTATION MONITORING
Track company perception and employee sentiment
Scrape review platforms (Glassdoor, Indeed), social media mentions, and company ratings to monitor employer brand health and competitive positioning in talent markets.
Data categories we scrape across JOB BOARDS
Location
Industry
Salary estimate
Keywords
Company size
Working mode (FT/PT)
Education Level
Remote vs In office
Senior vs Entry Level
Contract vs Employee
8 Years of Uninterrupted Growth: How We Built the Ultimate AI Recruitment Platform from Scratch
Challenge
Discovered as the recruitment automation company needed to develop and scale AI-powered tools for small and mid-sized businesses. The core product – a customizable interview guide generator – required continuous development, enhancement, and strategic technical implementation to stay competitive in the rapidly evolving HR tech market.
Solution
Services delivered
Data Services:
- Data integration
- IDP (Intelligent document processing)
ATS (application tracking system) development
Development services:
- API development
- Full-stack Custom SaaS development
- AI-driven behavior automation implementation
- Continuous platform enhancement and maintenance
- Advanced onboarding system development
client priority
Team stability and dedicated support – ensuring consistent development team throughout the 8+ year partnership
Results
Platform Scale & Performance:
- 900K+ candidates in the system with 780K resumes
- 3.8K active job openings from 20K total posted
- 2.5K active client companies with 1K new companies added annually
- 3TB of data storage (AWS S3) supporting massive operations
- 120K assessments completed in the last year
- 20K video interviews conducted and processed
Choose your HR data sources to scrape
Indeed
Glassdoor
Monster
ZipRecruiter
Custom
our simple 5-step process
Getting started with DataOx.
Step 1
Send Us a Request
Choose the Most Convenient Way to Reach Us
You can contact us through the channel that works best for you:
Email hello@data-ox.com or any contact button on our website. Our average response time is 2-4 hours during business days.
Schedule a call directly through our Calendly – the quickest way to discuss your data requirements and project scope.
WhatsApp for quick questions or to start the conversation about your project needs.
Step 2
Discuss Your Requirements (+ NDA IF NEEDED)
We Listen to Understand Your Needs
During our initial conversation, we focus on understanding your specific data requirements, business goals, and expected outcomes. For sensitive projects, we can sign an NDA before diving into details. We ask targeted questions to clarify scope and identify the best approach for your project.
What data you need and from which sources
Your timeline and delivery preferences
Technical requirements and integrations
Budget considerations and project scope
NDA and confidentiality (optional)
Step 3
Receive Your Proposal
Clear Scope, Timeline, and Pricing
You’ll receive a detailed proposal with everything you need to make an informed decision:
Project scope and deliverables
Technical approach and methodology
Timeline with key milestones
Fixed pricing with no hidden costs
Data delivery format and schedule
Step 4
Contract & Project Kickoff
Let’s Make It Official and Start Building
Once you approve the proposal, we’ll sign the service agreement and introduce your dedicated project manager. Our team will be assembled and ready to start up to 10 days.
Step 5
Delivery & Ongoing Support
Reliable Results and Long-term Partnership
We deliver your data solution on time, with full documentation and support. Our relationship doesn’t end at delivery – we provide ongoing maintenance and optimization as your business grows.
why companies choose dataox
reliable delivery, guaranteed stability
We ensure consistent data flows with 99.9% uptime. Your business operations run smoothly without interruptions or data gaps.
data quality you
can trust
Smart automation + manual QA where it matters — for accurate, consistent, and business-ready results.
proactive partnership,
not just service
We don't just listen — we actively help solve your challenges. Our team anticipates issues and provides strategic guidance throughout the project.
сost-effective
at scale
Whether it’s 1 source or 3,000 — you pay for value, not overhead.
complete confidentiality protection
Your project stays secure with comprehensive NDAs. We never share, reuse, or transfer your data to third parties — your competitive advantage remains yours.
manual work out, automation in
We automate your data collection and delivery — so your team stays focused on what matters.
trusted by clients who value data security
For full details, visit our Privacy Policy
SSL Secured
GDPR Ready
CCPA Aware
Transparent Data Use
trusted technologies behind our data solutions
core languages
Python
Java
Java Script
web scraping & crawling
Playwright
jsoup
Scrapy
Selenium
Puppeteer
data processing & enrichment
Pandas
NumPy
Dask
PySpark
Open Refine
GPT API
Clearbit
system integration & apis
FastAPI
Spring Boot
Kafka
RabbitMQ
REST
GraphQL
document & ticket automation
Tesseract
pdfminer
Camelot
PDFBox
2Captcha
Amadeus API
Eventbrite API
custom data visualization
Plotly
Streamlit
Seaborn
Matplotlib
Bokeh
Altair
D3.js
Chart.js
Highcharts
cloud & delivery infrastructure
AWS
Docker
GitHub Actions
Redis
PostgreSQL
Firebase
Heroku
what our clients say about us
I’ve worked with Vladislav and DataOx twice now and have been impressed both times. They don’t just do everything they committed to do — on time and on budget — but they go above and beyond. On this second project, they showed initiative and added something they suspected I would want. They were right. I cannot recommend him and them any more enthusiastically. I’m a big fan.
December 26, 2023
We worked with the DataOx team on a complex internal project that involved building a custom software solution with Slack Bot integration, sophisticated server-side logic, and automated API workflows. The system needed to fetch, process, and store data in an intermediate database, and—only if specific conditions were met—push that data through additional APIs to our target software. It was no small task.
So far, everything is running flawlessly, and we couldn’t be more satisfied. Their communication was consistently sharp, fast, and proactive—so fast, in fact, we sometimes had to catch up with them! Whether it was refining a feature, squashing a bug, or adjusting requirements on the fly, the team was always on it.
What really stood out was the professionalism: we had a dedicated, experienced project manager who kept everything aligned and moving smoothly. DataOx truly listens, understands your needs, and delivers high-quality work with precision.
If we could give 10 stars, we would. Highly recommend this outstanding team—and we’re definitely looking forward to working with them again!
March 26, 2025
I worked with DataOx on a data scraping. everything was done on time and with high quality. Vladislav and his team showed a high level of professionalism and attention to detail. I recommend DataOx to anyone looking for reliable specialists in web scraping!
January 30, 2024
DataOx gave us a great project plan, and executed exactly as they promised. It was a large scale, complicated project but our PM handled it very well. Our needs for edits and fixes were responded to very quickly and accurately.
We would definitely recommend DataOx.
May 17, 2023
Prompt. Got Job Done exactly how we wanted. Communicated clearly with the team about expectations and deadlines.
August 9, 2024
High Quality, fast data scraping from the team at DataOx. Very communicative and always proactive in understanding requirements before starting the work. Used multiple times, and will be using in the future!
September 1, 2023
These guys are simply the greatest. They are timely and accurate in their work, they communicate quickly, and I feel they genuinely understand and care for our needs. Whatever we have asked for, they have delivered. They made us a web scraper and automated many processes for our webshop. We started working together with Andrew and Bogdan in November 2022, and they are a delight to work with. Bogdan as our project leader, has been great! We will continue to work with DataOx for our projects.
November 14, 2022
Both the quality and the speed of delivery were awesome, and the communication along the way with our project manager and sales leader was perfect. They were both good at eliminating ambiguity in our requirements which resulted in a delivery we are very happy with.
September 5, 2023
COMMON QUESTIONS ABOUT DATAOX HR & RECRUITMENT DATA SCRAPING
HOW FAST CAN DATAOX DELIVER CANDIDATE DATA?
DataOx typically starts delivering recruitment data up to 10 business days. After project approval, DataOx sets up automated pipelines for LinkedIn profiles, job postings, and salary data collection. For urgent hiring needs, DataOx offers expedited setup within 48-72 hours with priority support.
WHAT RECRUITMENT PLATFORMS CAN DATAOX SCRAPE?
DataOx extracts data from all major HR platforms including LinkedIn, Indeed, Glassdoor, Monster, ZipRecruiter, CareerBuilder, Stack Overflow Jobs, GitHub, Dice, and 50+ other job boards. DataOx systems handle both public job postings and candidate profile data across global and niche recruitment platforms.
HOW ACCURATE IS DATAOX CANDIDATE MATCHING DATA?
DataOx AI-powered systems achieve 95%+ accuracy in candidate profile extraction and 90%+ accuracy in skills matching. DataOx uses advanced validation algorithms to verify contact information, remove duplicates, and ensure data quality for recruitment decision-making and talent acquisition.
IS DATAOX JOB BOARD SCRAPING LEGAL?
Yes, DataOx operates ethically and legally. DataOx only collects publicly available information, respects robots.txt files, implements proper rate limiting, and platform terms of service. DataOx legal team ensures all recruitment data collection meets current privacy regulations.
CAN DATAOX INTEGRATE WITH OUR ATS OR HRIS SYSTEM?
Yes, DataOx provides seamless integration with major ATS platforms (Workday, SuccessFactors, Greenhouse, Lever), HRIS systems, and recruitment tools. DataOx APIs support real-time data feeds, scheduled updates, and custom Webhook integrations for automated candidate pipeline management.
DOES DATAOX PROVIDE ONGOING TALENT DATA UPDATES?
Absolutely. DataOx offers continuous monitoring of job markets, candidate activity, and salary trends with daily, weekly, or custom update schedules. DataOx solutions are perfect for maintaining fresh talent pools, tracking competitor hiring, and monitoring recruitment market changes.
WHAT FORMATS CAN DATAOX DELIVER HR DATA IN?
DataOx delivers recruitment data in CSV, Excel, JSON, Google Sheets, and direct API feeds. DataOx custom formats include ATS-ready imports for Workday, BambooHR, Greenhouse, and other HRIS systems. DataOx real-time dashboards and scheduled reports are also available for HR teams.
HOW DOES DATAOX BUILD COMPREHENSIVE TALENT DATABASES?
DataOx talent intelligence platform automatically aggregates candidate profiles from multiple sources, creates unified talent profiles, tracks skill trends, monitors salary benchmarks, and builds searchable databases. DataOx handles data cleaning, deduplication, and enrichment to create actionable recruitment insights for strategic hiring decisions.
Get a Cost Estimate for Web Scraping Services
Please answer a few questions about your data needs, and our experts will get back to you with a custom cost estimate.
What type of recruitment data do you need?
Candidate profiles & contact information
Job postings & salary benchmarking
Competitor hiring intelligence
Skills & talent market analysis
Company reviews & employer branding data
LinkedIn & professional network data
All of the above
NEXT
Which platforms do you need data from?
1-3 platforms (LinkedIn, Indeed, Glassdoor)
4-10 platforms (major job boards)
10+ platforms (comprehensive coverage)
Custom/niche platforms
PREVIOUS
NEXT
How often do you need data updates?
One-time extraction
Daily updates
Weekly updates
Monthly updates
Real-time monitoring
PREVIOUS
NEXT
How many employees are in your organization?
<50
50-250
250-500
500-1000
1000-5000
5000+
PREVIOUS
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Anything else you’d like to add? (optional)
Required fields
Preferred way of communication
Any
Zoom/Google Meet
PREVIOUS
FINISH
Just one more step!
Thanks for sharing your data needs with us! 👋
You will receive the estimate for your project within 72 hours. It’s non-binding and absolutely free.