SYSTEM all green source vedantu.com queue 18,402 pages p99 latency 214ms dataflirt.com · scraper/vedantu-com
RUN, 14 active pipelines, vedantu.com live

Vedantu data,
at warehouse scale.

We extract course structures, tutor metadata, NCERT solutions, pricing tiers, and study materials from Vedantu. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Courses extracted
4,129 /run
Tutor profiles
1,842 /run
Study materials
84.2K /month
Active pipelines
14
Uptime
99.94%
Data Dictionary

Every field we extract from vedantu.com

Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.

Complete list of extractable fields for Course Catalogue objects from vedantu.com. All fields typed and schema-versioned.

course_idtitlecategorytarget_examtarget_gradesubjectpricediscount_pctduration_weekssyllabus_summarytutor_idsbatch_start_dateslanguage
course_catalogue
● 200 OK
"course_id": "VD-JEE-2025",
"title": "JEE Main & Advanced 2025 Crash Course",
"category": "Competitive Exams",
"target_exam": "JEE",
"target_grade": "12",
"price": 14999.0,
"language": "Hinglish"
# course_idtitlecategorytarget_examtarget_gradesubject
1
2
3

Complete list of extractable fields for Tutor Profiles objects from vedantu.com. All fields typed and schema-versioned.

tutor_idnamesubjects_taughtexperience_yearsqualificationstotal_students_taughtratingreviews_countprofile_image_urlactive_coursesbio
tutor_profiles
● 200 OK
"tutor_id": "TUT-8492",
"name": "Anand Prakash",
"subjects_taught": "['Physics']",
"experience_years": 15,
"total_students_taught": 150000,
"rating": 4.9,
"reviews_count": 1204
# tutor_idnamesubjects_taughtexperience_yearsqualificationstotal_students_taught
1
2
3

Complete list of extractable fields for NCERT & Materials objects from vedantu.com. All fields typed and schema-versioned.

material_idtitleboardgradesubjectchapter_namecontent_typetext_contentpdf_download_urlview_countlast_updated
ncert_& materials
● 200 OK
"material_id": "NCERT-MATH-10-CH3",
"title": "Pair of Linear Equations in Two Variables",
"board": "CBSE",
"grade": "10",
"subject": "Mathematics",
"content_type": "Solution",
"chapter_name": "Chapter 3"
# material_idtitleboardgradesubjectchapter_name
1
2
3

Complete list of extractable fields for Pricing & Subscriptions objects from vedantu.com. All fields typed and schema-versioned.

plan_idplan_namegradetarget_examvalidity_monthsbase_priceoffer_priceemi_availableemi_starting_pricefeatures_includedrefund_policycurrency
pricing_& subscriptions
● 200 OK
"plan_id": "PRO-LITE-11",
"plan_name": "Vedantu Pro Lite",
"grade": "11",
"offer_price": 24999.0,
"emi_available": true,
"emi_starting_price": 2083.0,
"currency": "INR"
# plan_idplan_namegradetarget_examvalidity_monthsbase_price
1
2
3

Complete list of extractable fields for Micro-Courses objects from vedantu.com. All fields typed and schema-versioned.

event_idtitletutor_namestart_timeduration_minutesis_freepriceregistered_userstopicsubjectrecording_available
micro-courses
● 200 OK
"event_id": "MC-9921",
"title": "Mastering Rotational Mechanics",
"tutor_name": "Namrata",
"is_free": true,
"duration_minutes": 60,
"registered_users": 4120,
"subject": "Physics"
# event_idtitletutor_namestart_timeduration_minutesis_free
1
2
3

Capabilities

Everything you need from Vedantu, nothing you don't

Our Vedantu scraper handles every layer of the platform: course catalogues, tutor metadata, pricing tiers, and study materials. We build in JavaScript rendering, session management, and anti-bot circumvention natively.

Course & Batch Extraction

Extract target grades, exams, and batch timings across all categories.

Tutor Profile Mining

Capture qualifications, experience metrics, and student ratings for platform educators.

Pricing & Subscription Tracking

Monitor base prices, discounts, and EMI options for Pro Lite, Classic, and Plus tiers.

NCERT & PYQ Content

Scrape structured text and metadata from NCERT solutions and previous year question banks.

Study Material Indexing

Map chapter-wise study notes, formulas, and PDF download links.

Live Masterclass Schedules

Track upcoming free live classes, registered user counts, and topics.

Subject & Syllabus Mapping

Extract detailed topic breakdowns and curriculum structures for JEE, NEET, and K-12.

Micro-course Catalogue

Monitor low-ticket topic-specific courses and their enrolment metrics.

Scheduled + Streaming Modes

Run one-off bulk exports or configure continuous pipelines at hourly, daily, or real-time cadences.

// engagement pipeline

From URL list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide category URLs, grades, or target exams. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, and session management for vedantu.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, and data normalisation before full launch.

Delivery
ongoing

JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.

Under the hood

How our Vedantu pipeline handles the hard parts

EdTech platforms deploy strict rate limits and dynamic rendering. Here is how we stay resilient, and why teams choose managed infrastructure over DIY.

pipeline-monitor · vedantu.com · live ● active
// fingerprinting
Identity rotation
TLS fingerprintrandomised
User-agentrotated
IP poolresidential
Challenges blocked0
// pagination
Page coverage
48,291 pages queued running
// observability
Pipeline health
99.9%
uptime
142ms
p99 lat
0.3%
null rate
2
alerts
JavaScript rendering
Full Playwright execution for SPA content

Vedantu relies heavily on client-side routing and React. We hydrate the DOM using full browser sessions to capture dynamic pricing and batch data that headless HTTP clients miss entirely.

Anti-bot layer
Residential proxy rotation

We route requests through Indian ISP proxies to bypass geo-restrictions and WAF rate limits, maintaining high concurrency without triggering IP bans.

Pagination handling
Infinite scroll and API reverse-engineering

We intercept GraphQL and XHR requests to extract full study material lists directly from backend responses, avoiding the overhead of rendering thousands of DOM nodes.

Schema stability
Resilient selectors with fallback chains

EdTech layouts change frequently during exam seasons. We use multi-layered XPath and JSON state extraction to ensure data continuity when DOM structures shift.

Monitoring & alerting
24/7 pipeline health

Every run emits structured logs to our observability stack. We alert on null-rate spikes and schema drift automatically.

Applications

Who uses Vedantu data, and how

Teams across industries use vedantu.com data to build competitive products and smarter operations.

01
Competitor Price Intelligence

EdTech companies monitor Vedantu Pro pricing, discount frequencies, and EMI structures to optimise their own subscription tiers.

02
Content Gap Analysis

Curriculum designers analyse Vedantu's syllabus structures and micro-courses to identify missing topics in their own offerings.

03
Tutor Acquisition

Recruiters extract tutor profiles, experience levels, and student ratings to headhunt top-performing educators.

04
Market Research

Investors and analysts track course catalogue expansion and masterclass registrations to gauge platform growth and user engagement.

05
SEO & Content Strategy

Marketers analyse the structure of Vedantu's NCERT solutions and study materials to model their own organic search content.

06
AI Training Data

Machine learning teams use structured Q&A, syllabus hierarchies, and study notes to train educational LLMs and recommendation engines.

Why DataFlirt

"Vedantu holds one of the most structured educational datasets in India. Extracting its curriculum hierarchy at scale requires a dedicated infrastructure team."

Most teams underestimate the investment required: reliable EdTech scraping requires residential proxies, full JavaScript rendering for React apps, reverse-engineering internal APIs, daily selector maintenance, and anomaly monitoring. DataFlirt absorbs that complexity so your engineers can focus on product development, not pipeline maintenance.

Technical Spec

Vedantu scraper: technical capabilities

Everything supported by our vedantu.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

JavaScript rendering
Full Playwright sessions required for dynamic course pricing and batch schedules
Supported
Residential proxy rotation
ISP-grade residential IPs from IN pools rotated per request
Supported
XHR / API interception
Direct extraction from backend JSON payloads for faster material listing
Supported
Course hierarchy mapping
Maintains parent-child relationships between grades, exams, and subjects
Supported
Change detection (diffs)
Hash-based diff to only emit records with changed fields since last run
Supported
Webhook delivery
HTTP POST per record or batch for real-time price alerting
Supported
Live class video streams
Extraction of DRM-protected video content from live or recorded sessions
Partial
Student progress dashboards
Gated user analytics, test scores, and personalised recommendation feeds
Partial
Paid test series content
Questions and answers locked behind active subscription paywalls
Partial
Infrastructure

Infrastructure powering the Vedantu pipeline

Open-source tooling on proven cloud infra — no vendor lock-in, full observability.

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy handles crawl orchestration and deduplication. Playwright handles JavaScript rendering for Vedantu's React frontend. Combined via scrapy-playwright middleware.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across Indian regions to match Vedantu's primary demographic. Rotation happens per-request to avoid WAF blocks.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.

Output & Delivery

Your data, your destination

Data delivered to where your team already works — no new tooling required.

JSON
Newline-delimited or nested format
CSV
Flat file with typed columns
XLS
Legacy spreadsheet format for business teams
Parquet
Columnar format for BigQuery and Snowflake
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record for real-time processing
API
REST endpoints for on-demand data retrieval
PostgreSQL
Upsert into your existing schema
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About vedantu.com scraping, legality, and pipeline operations.

Ask us directly →
Is scraping Vedantu legal?

Scraping publicly available information from Vedantu is generally permissible under applicable law. DataFlirt targets only public, non-authenticated course catalogues, tutor profiles, and study materials. We do not extract personal student data or circumvent paywalls.

How do you handle Vedantu's dynamic rendering?

Vedantu is a heavy React application. We use Playwright to execute JavaScript and hydrate the DOM, or we intercept the underlying XHR and GraphQL requests to extract structured JSON directly.

Can you track pricing changes for Pro subscriptions?

Yes. We can schedule daily or hourly runs to monitor base prices, discount percentages, and EMI terms across all grades and target exams.

Do you extract complete NCERT solutions?

Yes. We scrape the structured text, chapter metadata, and PDF download links for publicly available NCERT solutions and previous year question papers.

How fresh is the data?

Full catalogue refreshes at daily cadence complete within a 2-4 hour window. Specific high-priority targets like micro-course pricing can be tracked hourly.

Can I request a sample dataset before committing?

Absolutely. We provide a sample run of up to 100 courses or tutor profiles as part of the pre-engagement scoping process so you can validate schema fit and data quality.

$ dataflirt scope --new-project --source=vedantu.com ready

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off extraction of study materials or continuous monitoring of course pricing across all grades, we scope, build, and operate the pipeline. Tell us what you need.

hello@dataflirt.com · Bengaluru · IST · typical reply < 4h
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