// JOB BOARD DATA

Job Board
Scraping

Managed job posting scraping for labor market intelligence, recruiting research, competitive hiring analysis, and workforce data workflows.

Scrapezilla collects public job listings and turns them into structured records for titles, employers, locations, skills, compensation, posting dates, and hiring signals.

Job postings Skills data Employer signals Labor market trends
// THE PROBLEM

Hiring signals are spread across thousands of job pages

Job postings are valuable indicators of company growth, skill demand, compensation pressure, location trends, and market movement, but they are scattered across many public websites.

Scrapezilla structures job posting data

We build and maintain workflows that collect public job postings and deliver clean labor market records.

Postings change quickly

Jobs are added, removed, refreshed, duplicated, renamed, or moved across boards every day.

Location and remote status vary

Teams need normalized location, hybrid, remote, region, and office signals across inconsistent listings.

Skills are buried in text

Skills, certifications, seniority, tools, and requirements often live inside long job descriptions.

Manual tracking does not scale

Recruiting and research teams need recurring job data, not manual searches or stale exports.

// USE CASES

What Scrapezilla can collect from job boards

Collect job listing data from public job boards, company career pages, staffing sites, aggregators, and industry-specific hiring sources.

Job listing extraction

Collect job titles, employers, locations, descriptions, posting URLs, employment type, dates, and status.

Data fields
Title Employer Location URL Posted date

Skills and requirements parsing

Extract tools, technologies, certifications, seniority, experience requirements, and role responsibilities from descriptions.

Data fields
Skills Tools Seniority Requirements Certifications

Compensation monitoring

Collect public salary ranges, hourly rates, bonus language, benefits mentions, and compensation trends.

Data fields
Salary Rate Currency Benefits Timestamp

Company hiring intelligence

Track which companies are hiring, what roles they need, where they are expanding, and how posting volume changes.

Data fields
Company Role Department Location Volume

Competitive recruiting research

Monitor competitor hiring priorities, new teams, emerging skill demand, and recurring role patterns.

Data fields
Competitor Team Skills Seniority Trend

Lead and account signals

Use hiring activity to identify growing companies, budget signals, operational needs, or account opportunities.

Data fields
Account Signal Role Source Last seen
// BUSINESS OUTCOMES

Turn job postings into labor market intelligence

Scrapezilla helps teams move from manual job searches to structured, recurring job market datasets.

Track hiring demand

Monitor which roles, skills, departments, regions, and companies are growing.

Improve research

Build datasets for market research, workforce planning, competitive intelligence, and content analysis.

Feed lead workflows

Use public hiring activity as a signal for sales, recruiting, staffing, or account prioritization.

Reduce manual searches

Replace repetitive searches with scheduled collection, normalization, and delivery.

// PROCESS

How job board scraping projects work

Scrapezilla scopes each workflow around your sources, filters, fields, refresh schedule, and output requirements.

01 / FILTERS

Define roles and sources

Share the boards, career sites, search filters, roles, companies, markets, and fields you want to track.

02 / EXTRACT

Structure job records

We extract job data and normalize titles, locations, dates, employers, descriptions, and optional parsed signals.

03 / UPDATE

Deliver recurring feeds

Receive fresh job data and change signals on the cadence your team needs.

// DELIVERY

Delivery for recruiting and research teams

Scrapezilla can deliver job posting data into spreadsheets, databases, dashboards, and internal workflows.

CSV

Recurring exports for research, recruiting, staffing, and analysis teams.

API

Structured delivery into internal products, dashboards, and workflow tools.

Database

Historical job records for trend analysis, modeling, and reporting.

// WHY SCRAPEZILLA

Managed job data without scraping maintenance

Scrapezilla helps teams collect public job data while avoiding the ongoing burden of maintaining internal scrapers.

Custom filters

Track the boards, companies, roles, search terms, regions, and fields that match your business need.

Structured descriptions

Turn long, inconsistent job descriptions into useful records and optional parsed signals.

Recurring monitoring

Collect fresh postings and track changes as hiring markets move.

// RESPONSIBLE COLLECTION

Project scope matters

Scrapezilla focuses on responsible collection of publicly available web data and can work with your legal, privacy, and compliance requirements before a project begins.

Public web sources
Defined source list
Structured fields
Scheduled delivery
// GET STARTED

Need Job
Board Data?

Tell us the job boards, career sites, search filters, fields, refresh schedule, and delivery format you need. Scrapezilla will help scope a job data workflow.