What we do
Any public website, any scale
Give us a target site and requirements. We extract, clean, and deliver structured data on a schedule you define — no infrastructure needed on your side
We handle the hard parts
Anti-bot bypass, CAPTCHA solving, browser fingerprinting, JavaScript rendering, proxy rotation, and schema design — all managed by our team
Delivered to your pipeline
Real-time API, scheduled files, or webhooks. Data lands in S3, GCS, SFTP, or your destination of choice — on the cadence you need
Dedicated account manager
A named person on every project. They handle onboarding, monitor delivery, and respond to issues the same day
How it works
1
Tell us your requirements
Target sites, data fields, delivery format, and refresh frequency. A 20-minute call is usually enough to scope.
2
We build and test
Our team builds the extractors, validates against your schema, and delivers a sample for your approval before going live.
3
Data arrives on schedule
Continuous delivery with monitoring. Your dedicated account manager handles any site changes or issues.
B2B & Sales
AI SDR Platforms
People and company data for automated prospecting, personalisation, and AI-driven outreach sequences
Sales Intelligence
LinkedIn profiles and company data as a full enrichment layer for account intelligence and CRM tools
AI Recruiting Platforms
Candidate profile data for sourcing engines, skills-based matching, and AI-powered recruiting tools
AI & Model Training
Training data, RAG pipelines, and agent enrichment. Schema-consistent records ready for ingestion
Creator & Influencer
Influencer Marketing Platforms
Creator discovery, audience analytics, and campaign management tools built on YouTube, TikTok, and Instagram data
Creator Discovery Tools
Search and filter 200M+ YouTube channels and 100M+ TikTok profiles by niche, follower tier, engagement, and location
Creator Intelligence
Engagement benchmarks, subscriber growth trends, SEO scores, and contact emails across all major platforms
Travel Intelligence
Rate Parity Monitoring
Track hotel and airline pricing across OTA and direct channels. Detect parity breaches in real time
Competitive Rate Intelligence
Monitor competitor pricing across target routes and properties. Feed directly into revenue management systems
OTA Aggregation
Normalised pricing and availability data across 19+ OTAs and brand sites. One schema, all sources
Reviews Intelligence
Competitive Intelligence
Monitor competitor ratings, review trends, and sentiment shifts across G2, Glassdoor, and Capterra
Voice of Customer
Structured review data for NLP, sentiment modelling, and product intelligence at scale
Employer Intelligence
Track employer sentiment, interview experience, and culture signals across Glassdoor and Clutch
WebAutomation
Pricing
Get started free
HR & Employer Intelligence

Glassdoor employer reviews and ratings,
structured for workforce intelligence.

Structured employee feedback and employer review data from Glassdoor — covering company ratings, review text, interview experiences, job titles, and workplace sentiment. Built for HR teams, employer brand researchers, and workforce analysts.

No infrastructure needed
Custom subsets available
CSV, JSON, or API
Dataset at a glance
532K+
Employee reviews
1M+
Companies covered
25+
Fields per review
Data Freshness
Rolling updates · Last refresh Q4 2026
Download Free Sample Talk to Sales Contact us
No commitment required
Use Cases
Who buys this dataset
01

Employer Brand Monitoring

Track how your company and competitors are perceived by current and former employees. Monitor rating trends and sentiment shifts over time.

02

HR Analytics

Analyse employee feedback at scale to identify culture themes, management issues, and retention signals across departments or locations.

03

Competitive Benchmarking

Compare employer ratings, review sentiment, and workplace culture scores against competitors to inform talent strategy and positioning.

04

Recruitment Intelligence

Understand how candidates experience the interview process at target companies. Use interview review data to refine your own hiring approach.

05

Workforce Research

Study employment trends, job satisfaction patterns, and workplace culture across industries, company sizes, and geographies.

06

Investment Due Diligence

Assess employee sentiment and culture health at target companies as a qualitative signal in investment or M&A research.

Data Schema
What's in each record

Every record is structured and ready to join against your CRM, data warehouse, or enrichment pipeline.

 Glassdoor Company Reviews Dataset — field reference
FieldTypeDescriptionCoverage
review_idstringUnique review identifier100%
company_namestringReviewed company name99%+
review_titlestringReview headline written by employee93%+
review_textstringFull review body text90%+
overall_ratingfloatOverall company rating out of 598%+
review_datedateDate review was published97%+
job_titlestringReviewer's job title85%+
employment_statusstringCurrent or former employee80%+
prosstringWhat the reviewer liked about the company88%+
consstringWhat the reviewer disliked86%+
interview_experiencestringInterview process review where available40%+
company_urlstringGlassdoor company profile URL99%+

Coverage = percentage of records with that field populated. Download sample to inspect full schema →

Delivery
How we deliver

We work around your infrastructure, not the other way around.

📦
Full dataset

Complete records as a bulk file in your preferred format.

🔦
Custom subset

Filtered by any field in the schema.

🔄
Scheduled refresh

Weekly or monthly delta updates.

⚡
API access

Real-time access against specific identifiers.

Formats
Fits your existing stack

Delivered in whatever format your pipeline accepts.

🗃
CSV / TSV

Flat file for Excel, Python, or any data tool.

{ }
JSON / JSONL

Nested records for databases or pipelines.

☁️
S3 / GCS / SFTP

Direct drop into your cloud storage or warehouse.

FAQ
Common questions
How fresh is the data?
Updated on a rolling basis, last full refresh Q4 2026. Scheduled update packages are available to keep coverage current.
Can I get a subset rather than the full dataset?
Yes — most buyers take a custom subset. Tell us the filters you need and we’ll scope and price accordingly.
Is this data compliant to use?
Compiled from publicly available Glassdoor review data. All reviews are user-generated content publicly visible on Glassdoor.com. Buyers should consult their legal team on intended use cases.
How do I get a sample before committing?
We provide a free sample so you can inspect the schema, field coverage, and data quality before any purchase decision.
What’s the minimum purchase?
There’s no fixed minimum — we work with buyers from focused subsets through to full dataset licences. Contact us and we’ll scope what makes sense for you.

Ready to see what’s inside?

Download a free sample or talk to us about a custom subset for your use case.

Download Free SampleBook a Demo