Indeed UK & Reed Job Data Scraping for a UK HR Tech Startup

Industry

HR Tech / Recruitment / Talent Intelligence

Geography

United Kingdom — pan-UK across England, Scotland, Wales, Northern Ireland

Data Coverage

Job postings, salaries, hiring velocity, skill demand, recruiter activity

Actowiz Solutions delivered compliant UK job data aggregation for an Edinburgh-based HR tech startup — fueling AI-powered candidate matching, hiring trend analytics, and recruiter intelligence across Indeed UK, Reed, Totaljobs, and CV-Library.

Client Overview

The client is an Edinburgh-headquartered HR tech startup serving UK enterprise clients with AI-powered talent acquisition and workforce planning analytics. Their algorithm depended on continuous, structured UK hiring market data — spanning job postings, salary benchmarks, skill demand, and recruiter activity.

Indeed UK, Reed, Totaljobs, and CV-Library collectively cover virtually every UK job posted — but extracting structured data at scale required dedicated infrastructure and UK GDPR-aware compliance.

Business Challenges

UK GDPR Compliance Requirements

UK GDPR (post-Brexit divergence from EU GDPR) imposed strict standards on personal data scraping — even publicly visible recruiter contact information.

Multi-Platform Job Universe

Same role often posted on multiple platforms by recruitment agencies with varied details — requiring sophisticated deduplication.

UK Skill Taxonomy

British job titles ('CIPD-qualified', 'NEBOSH', 'SC-cleared') and skill terms required UK-specific taxonomy beyond global skill graphs.

Recruitment Agency Posting Patterns

Most UK roles posted by recruiters not employers — required attribution mapping to source companies.

Project Objectives

The client partnered with Actowiz Solutions to:

• Index UK job postings across Indeed UK, Reed, Totaljobs, CV-Library
• Build UK-specific skill, qualification & clearance taxonomies
• Deduplicate cross-platform postings to source-employer level
• Generate hiring velocity signals per UK company
• Maintain UK GDPR-compliant data handling throughout

Actowiz Solutions Approach

Multi-Platform Crawl Architecture

Dedicated crawlers per platform; daily refresh covering 1.8M+ active UK job postings.

UK-Specific Skill Taxonomy

Built canonical mappings for UK qualifications (CIPD, NEBOSH, BCS), security clearances (BPSS, SC, DV), and regional skill terms.

Recruiter-to-Employer Attribution

ML model inferred source employer from job description signals when not explicitly stated by the agency.

Hiring Velocity Engine

Aggregated weekly job-posting volume per UK employer; ranked accelerating hirers — high-value enterprise sales signal.

UK GDPR Compliance Stack

Strict scope discipline: public job postings only, no recruiter PII beyond what platforms expose publicly, ICO-aligned data handling, full audit trail.

Key Features

• 1.8M+ UK job postings indexed across 4 major boards
• UK-specific skill, qualification & clearance taxonomies
• Recruiter-to-employer attribution at 88% accuracy
• Per-company hiring velocity signals
• UK GDPR-compliant data handling end-to-end
• REST API delivery with sub-second query response

Business Impact

Within 10 months:

• 1.8M+ live UK postings indexed continuously
• £5.4M new enterprise ARR generated using hiring velocity signals
• 37% improvement in client candidate-match precision
• £240K saved vs commercial UK job-data subscriptions
• 100% ICO audit-ready compliance trail

Testimonial

"We needed UK-specific talent data with UK GDPR compliance built in. Actowiz delivered both — and the data quality is genuinely best-in-class."

— Co-Founder, Edinburgh HR Tech Startup

Conclusion

UK talent data is shaped by Brexit, UK GDPR, and a uniquely fragmented job-board landscape. Actowiz Solutions built the only compliant, multi-platform, UK-taxonomised talent intelligence pipeline — directly powering an HR tech startup's algorithm and £5.4M in new ARR.