SYSTEM all green source toppr.com queue 18,492 pages p99 latency 214ms dataflirt.com · scraper/toppr-com
RUN · 42 active pipelines · toppr.com live

Toppr educational data,
at warehouse scale.

We extract textbook solutions, mock test questions, syllabus hierarchies, and video metadata from Toppr. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Q&A pairs extracted
3.2M /month
Syllabus nodes
412K /run
Textbook solutions
1.8M /total
Active pipelines
42
Uptime
99.94%
Data Dictionary

Every field we extract from toppr.com

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

Complete list of extractable fields for Q&A Corpus objects from toppr.com. All fields typed and schema-versioned.

question_idgradesubjecttopicsubtopicquestion_textquestion_imagesoptionscorrect_optionanswer_explanationdifficulty_levellatex_content
q&a_corpus
● 200 OK
"question_id": "T-948210",
"subject": "Physics",
"topic": "Kinematics",
"question_text": "A particle moves along a straight line with constant acceleration.",
"correct_option": "B",
"difficulty_level": "Hard",
"latex_content": true
# question_idgradesubjecttopicsubtopicquestion_text
1
2
3

Complete list of extractable fields for Textbook Solutions objects from toppr.com. All fields typed and schema-versioned.

book_idbook_nameauthorpublisherchapter_nameexercise_namequestion_numberquestion_textstep_by_step_solutiondiagram_urls
textbook_solutions
● 200 OK
"book_name": "Concepts of Physics Vol 1",
"author": "H.C. Verma",
"chapter_name": "Laws of Motion",
"exercise_name": "Chapter 5 Objective I",
"question_number": "4",
"step_by_step_solution": "Let the tension in the string be T..."
# book_idbook_nameauthorpublisherchapter_nameexercise_name
1
2
3

Complete list of extractable fields for Syllabus Taxonomy objects from toppr.com. All fields typed and schema-versioned.

boardgradestreamsubjectchapter_idchapter_nameconcept_idconcept_nameconcept_descriptionweightageprerequisite_concepts
syllabus_taxonomy
● 200 OK
"board": "CBSE",
"grade": "12",
"subject": "Mathematics",
"chapter_name": "Calculus",
"concept_name": "Integration by Parts",
"weightage": "High",
"prerequisite_concepts": "['Derivatives']"
# boardgradestreamsubjectchapter_idchapter_name
1
2
3

Complete list of extractable fields for Video Metadata objects from toppr.com. All fields typed and schema-versioned.

video_idtitleinstructorduration_secondsthumbnail_urlsubjectchaptertagsview_countupload_date
video_metadata
● 200 OK
"video_id": "V-84729",
"title": "Introduction to Organic Chemistry",
"duration_seconds": 1420,
"subject": "Chemistry",
"chapter": "Organic Compounds",
"tags": "['IUPAC', 'Nomenclature', 'JEE']"
# video_idtitleinstructorduration_secondsthumbnail_urlsubject
1
2
3

Complete list of extractable fields for Mock Tests objects from toppr.com. All fields typed and schema-versioned.

test_idexam_targetyeartotal_questionsduration_minutesmax_marksnegative_markingsectionsdifficulty_distributionsource_url
mock_tests
● 200 OK
"test_id": "MT-JEE-2023-04",
"exam_target": "JEE Main",
"total_questions": 90,
"duration_minutes": 180,
"max_marks": 300,
"negative_marking": -1,
"sections": "['Physics', 'Chemistry', 'Mathematics']"
# test_idexam_targetyeartotal_questionsduration_minutesmax_marks
1
2
3

Capabilities

Extract the complete educational graph

Our Toppr scraper handles the technical complexities of educational platforms: MathJax rendering, nested syllabus taxonomies, image asset extraction, and multi-board routing.

Full Q&A Extraction

Capture questions, multiple choice options, correct answers, and detailed step-by-step explanations across all subjects.

Math & Equation Parsing

Extract LaTeX and MathJax formatting intact. We preserve the structural integrity of complex mathematical notation.

Textbook Solutions

Map exact NCERT and popular reference book solutions by chapter, exercise, and specific question number.

Syllabus Hierarchies

Scrape the nested taxonomy of educational boards, grades, subjects, and chapters to maintain strict categorisation.

Image Asset Syncing

Download diagrams and image-based questions directly to your S3 bucket, preserving the link between text and visual assets.

Competitive Exam Filters

Isolate content specific to JEE, NEET, Olympiads, and other competitive exams with accurate tagging.

Video Metadata Scraping

Extract instructor names, durations, topic tags, and thumbnail URLs for structural indexing.

Continuous Updates

Run scheduled pipelines to capture newly added questions, mock tests, and syllabus updates automatically.

Structured Delivery

Receive highly nested JSON output that maps perfectly to modern EdTech database schemas.

// engagement pipeline

From syllabus target to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target boards, grades, subjects, or specific exams. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, and MathJax hydration logic for toppr.com.

Validation & QA
d 4–6

Schema validation, LaTeX integrity checks, and sample Q&A pairs 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 Toppr pipeline handles the hard parts

Educational platforms present unique scraping challenges, primarily around rendering complex equations and maintaining taxonomy. Here is how we solve them.

pipeline-monitor · toppr.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
Equation rendering
Playwright execution for MathJax hydration

Many Toppr questions rely on client-side JavaScript to render complex equations via MathJax. We run full Playwright browser sessions to ensure equations are fully hydrated before extraction, capturing the raw LaTeX strings rather than broken text fragments.

Taxonomy traversal
Stateful routing through nested hierarchies

Toppr content is deeply nested by Board -> Grade -> Subject -> Chapter -> Topic. Our crawlers maintain strict state context during traversal, ensuring every extracted question is correctly tagged with its full lineage.

Asset management
Direct CDN to S3 image syncing

Physics and Geometry questions often rely on diagrams. Our pipeline automatically identifies image URLs within question bodies, downloads them from Toppr's CDN, uploads them to your S3 bucket, and rewrites the URLs in your final JSON payload.

Anti-bot layer
Residential proxy rotation

Toppr monitors request velocity to protect its intellectual property. We distribute requests across a large pool of Indian residential ISP proxies with realistic browser fingerprints to maintain high extraction throughput without triggering rate limits.

Monitoring & alerting
Detecting schema drift

Educational platforms frequently update their frontend frameworks. We monitor extraction null-rates in real time and alert our engineering team immediately if a DOM change impacts data quality.

Applications

Who uses Toppr data - and how

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

01
LLM Training

AI companies use structured Q&A pairs and step-by-step solutions to train domain-specific educational models.

02
EdTech Content Seeding

New learning platforms bootstrap their initial databases with comprehensive syllabus structures and practice questions.

03
Competitive Analysis

Established education companies compare their syllabus coverage and question depth against Toppr's catalogue.

04
Adaptive Learning Engines

Data science teams feed difficulty-mapped Q&A into algorithms to build personalised testing experiences.

05
Search Indexing

Academic search engines ingest textbook solutions to surface exact answers for student queries.

06
Market Research

Analysts track content volume across different boards and competitive exams to identify focus areas in Indian EdTech.

Why DataFlirt

"Toppr holds one of the most comprehensive structured educational datasets in India, but extracting LaTeX equations and image-heavy solutions requires specialised infrastructure."

Most teams underestimate the complexity of scraping EdTech platforms. Reliable Toppr extraction requires handling MathJax rendering, CDN asset syncing, complex nested syllabus taxonomies, and residential proxy rotation. DataFlirt absorbs that complexity so your engineers can focus on building learning products, not scraper maintenance.

Technical Spec

Toppr scraper - technical capabilities

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

MathJax/LaTeX parsing
Extract raw LaTeX strings from dynamically rendered equations
Supported
CDN image extraction
Download and sync question diagrams directly to your storage
Supported
Syllabus taxonomy mapping
Preserve strict Board > Grade > Subject > Chapter hierarchy
Supported
JavaScript rendering
Full Playwright sessions for dynamic content loading
Supported
CAPTCHA bypass
Automated solver integration for rate-limit walls
Supported
Residential proxy rotation
ISP-grade residential IPs to prevent blocking
Supported
Change detection
Only emit records for newly added questions or syllabus updates
Supported
Webhook delivery
HTTP POST per record for real-time downstream processing
Supported
Premium video content
Gated video lectures requiring a paid subscription
Partial
User performance data
Individual test scores and student analytics
Partial
Infrastructure

Infrastructure powering the Toppr 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 MathJax equations and dynamic content loading.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies. Rotation happens per-request to prevent IP bans while scraping high volumes of Q&A data.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling and dependency management. 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
Highly nested format ideal for complex Q&A structures
CSV
Flat file with typed columns for simple tabular data
XLS
Excel compatible format for manual review
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery for data and image assets
Webhook
HTTP POST per record for real-time ingestion
API
REST endpoints to query extracted datasets
PostgreSQL
Upsert into your existing database schema
BigQuery
Streamed directly into your dataset
Snowflake
Stage and COPY INTO workflow
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Toppr legal?

Scraping publicly available educational material is generally permissible. DataFlirt targets only public, non-authenticated Q&A, syllabus structures, and metadata. We do not extract personal student data or circumvent paid authentication walls.

How do you handle complex math equations?

We use headless browsers to render the page and extract the underlying LaTeX or MathJax strings, ensuring equations remain structured and readable for your downstream applications.

Do you download question images and diagrams?

Yes. When a question or solution contains an image, we download the asset from Toppr's CDN and upload it directly to your AWS S3 bucket, providing the new URL in the data payload.

Can you filter by specific boards or competitive exams?

Yes. We can scope the extraction to specific targets like CBSE Grade 12, JEE Main, NEET, or specific state boards to match your exact requirements.

How fresh is the data?

We can configure pipelines to run daily, weekly, or monthly to capture newly added questions and syllabus modifications.

Do you scrape premium video lectures?

No. We only extract the public metadata for videos (titles, durations, tags, thumbnails). We do not bypass paywalls to download proprietary video files.

$ dataflirt scope --new-project --source=toppr.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 full dump of the JEE question bank or continuous updates for NCERT solutions - we scope, build, and operate the pipeline. Tell us what you need.

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