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
Online Education & Course Data

254K+ Udemy courses,
with ratings, students, and pricing.

Structured course data from Udemy - title, category and sub-category, star rating, ratings count, enrolled students, sale and list price, last-updated date, and course URL. Built for edtech market research, competitive analysis, and content strategy.

No infrastructure needed
Custom subsets available
CSV, JSON, or API
Dataset at a glance
254K+
Course listings
11
Fields per record
100%
With rating and price
Data Freshness
Periodic updates - Coverage through Q4 2026
Download Free Sample Talk to Sales Contact us
No commitment required
Use Cases
Who buys this dataset
01

Edtech Market Research

Size and segment online-course demand by category, rating, and enrolment.

02

Competitive Analysis

Benchmark courses on rating, reviews, students, and both sale and list price.

03

Content Gap Analysis

Find under-served topics and categories by comparing supply and demand signals.

04

Pricing Intelligence

Study sale-versus-list price distribution by category to position new course offerings.

05

Affiliate and Discovery

Power course discovery, comparison, and affiliate products with structured data.

06

Model Training Data

Use course attributes and ratings as features for recommendation and ranking models.

Data Schema
What's in each record

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

 Udemy Courses Dataset — field reference
FieldTypeDescriptionCoverage
course_namestringCourse title100%
categorystringCategory100%
sub_categorystringSub-category100%
ratings_scorefloatAverage rating (out of 5)100%
no_of_ratingsintegerNumber of ratings100%
no_of_studentsintegerEnrolled students100%
sale_pricefloatCurrent sale price100%
normal_pricefloatList price100%
last_updateddateCourse last-updated date99%+
course_idintegerUdemy course id100%
urlstringCourse URL100%

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?
The current dataset covers courses through Q4 2026. Scheduled refreshes are available on request.
Can I get a custom subset?
Yes - most buyers take a subset by category, price, or rating. Tell us the filters you need and we will scope it.
Where does the data come from?
Compiled from publicly available Udemy course pages.
What format is it delivered in?
CSV, JSON, or via API. We provide a free sample so you can inspect the schema and field coverage first.
What's the minimum purchase?
There is no fixed minimum - we work with buyers from focused subsets through to full dataset licences.

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