SYSTEM all green source brainly.com queue 18,492 pages p99 latency 218ms dataflirt.com · scraper/brainly-com
RUN | 31 active pipelines | brainly.com live

Brainly data,
at warehouse scale.

We extract peer-to-peer questions, expert-verified answers, textbook solutions, and subject taxonomy from Brainly. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Questions extracted
1.2M /day
Answers parsed
3.8M /24h
Textbook solutions
450K /run
Active pipelines
31
Uptime
99.98%
Data Dictionary

Every field we extract from brainly.com

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

Complete list of extractable fields for Questions objects from brainly.com. All fields typed and schema-versioned.

question_idsubjecteducation_leveltextpoints_offereddate_askedauthor_idattachment_urlsanswer_countis_deleted
questions
● 200 OK
"question_id": "q8472910",
"subject": "Mathematics",
"education_level": "High School",
"text": "Find the derivative of f(x) = x^2 * sin(x)",
"points_offered": 15,
"answer_count": 2
# question_idsubjecteducation_leveltextpoints_offereddate_asked
1
2
3

Complete list of extractable fields for Answers objects from brainly.com. All fields typed and schema-versioned.

answer_idquestion_idauthor_idtextis_verifiedratingvote_countdate_answeredattachment_urlsis_best_answer
answers
● 200 OK
"answer_id": "a9381023",
"question_id": "q8472910",
"is_verified": true,
"rating": 4.8,
"vote_count": 42,
"is_best_answer": true
# answer_idquestion_idauthor_idtextis_verifiedrating
1
2
3

Complete list of extractable fields for Textbooks objects from brainly.com. All fields typed and schema-versioned.

textbook_idisbntitleauthorpublishereditionsubjectchapter_countexercise_countcover_image_url
textbooks
● 200 OK
"textbook_id": "tb4921",
"isbn": "978-0131453374",
"title": "Calculus: Early Transcendentals",
"author": "James Stewart",
"publisher": "Cengage Learning",
"subject": "Mathematics"
# textbook_idisbntitleauthorpublisheredition
1
2
3

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

solution_idtextbook_idchapter_namepage_numberexercise_numbersolution_textstepsis_verifiedauthor_idrating
textbook_solutions
● 200 OK
"solution_id": "sol83921",
"textbook_id": "tb4921",
"chapter_name": "Chapter 3: Derivatives",
"page_number": 145,
"exercise_number": "12a",
"is_verified": true
# solution_idtextbook_idchapter_namepage_numberexercise_numbersolution_text
1
2
3

Complete list of extractable fields for Users objects from brainly.com. All fields typed and schema-versioned.

user_idusernamerank_titlepointsquestions_askedanswers_givenbest_answersthanks_receivedjoin_datesubjects_active
users
● 200 OK
"user_id": "u491028",
"username": "MathGenius99",
"rank_title": "Genius",
"points": 14520,
"questions_asked": 12,
"answers_given": 843
# user_idusernamerank_titlepointsquestions_askedanswers_given
1
2
3

Capabilities

Everything you need from Brainly, nothing you do not

Our Brainly scraper handles every layer of the platform: Q&A threads, textbook solutions, subject taxonomies, and user metrics with JavaScript rendering, session management, and anti-bot circumvention built in.

Full Q&A Thread Extraction

Question text, attachments, points offered, and all associated answers scraped in a single relational structure.

Expert-Verified Tagging

Distinguish between standard peer answers and Brainly Expert-verified solutions for quality control.

Textbook Solutions Mining

Extract step-by-step solutions mapped to specific ISBNs, chapters, pages, and exercise numbers.

User Reputation Tracking

Capture user ranks, points, best answer ratios, and thanks received to identify domain experts.

Subject & Grade Level Taxonomy

Map every question to its exact subject and education level.

Attachment & Media Parsing

Extract and resolve URLs for images and documents attached to questions or answers.

Multi-Regional Support

Scrape brainly.com, brainly.in, brainly.lat, and other regional domains from a unified schema.

Rating & Engagement Metrics

Capture star ratings, vote counts, and view counts to determine answer quality and popularity.

Scheduled & Streaming Modes

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

// engagement pipeline

From subject URLs to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide subject categories, textbook ISBNs, or user IDs. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, session management, and CAPTCHA handling for brainly.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, and sample Q&A threads 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 Brainly pipeline handles the hard parts

Brainly employs rate limiting and paywalls to protect its educational corpus. Here is how we extract data reliably at scale.

pipeline-monitor · brainly.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
Anti-bot layer
Residential proxy rotation & fingerprint spoofing

Brainly bot detection operates on TLS fingerprints and IP reputation. Our crawlers use residential ISP proxies with realistic browser fingerprints and full cookie session management.

JavaScript rendering
Full Playwright execution for dynamic content

Brainly relies heavily on React for rendering Q&A threads and textbook solutions. We run full Playwright browser sessions to trigger lazy loading and hydrate the DOM.

Rate limit circumvention
Distributed crawling with IP rotation

Brainly enforces strict rate limits on unauthenticated users. We distribute requests across thousands of residential IPs to stay below threshold triggers.

Paywall navigation
Ad-blocker and cookie management

Brainly Plus paywalls trigger after a certain number of views. We manage cookie sessions and clear state aggressively to maintain access to public-facing content.

Schema stability
Resilient selectors with fallback chains

Brainly changes its DOM structure frequently. Our selector strategy uses multiple fallback chains per field so a layout change does not break your data pipeline overnight.

Applications

Who uses Brainly data, and how

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

01
EdTech AI Training

ML teams use Brainly Q&A datasets to train educational LLMs, tutoring bots, and automated grading systems.

02
Curriculum Gap Analysis

Publishers analyse frequently asked questions to identify gaps in existing textbook explanations and curriculum design.

03
Competitor Intelligence

EdTech platforms monitor Brainly subject coverage, user engagement, and textbook solution inventory.

04
Academic Research

Researchers study peer-to-peer learning behaviours, response times, and knowledge distribution across demographics.

05
SEO & Content Strategy

Content marketers mine high-traffic Brainly questions to build targeted educational content and study guides.

06
Subject Matter Expert Identification

Recruiters and platforms identify top-ranking users in specific subjects for tutoring or content creation roles.

Why DataFlirt

"Brainly hosts one of the largest peer-to-peer educational datasets globally, but accessing structured Q&A threads at scale requires bypassing aggressive rate limits and dynamic rendering."

Most teams underestimate the investment required: reliable Brainly scraping requires residential proxies, full JavaScript rendering, CAPTCHA handling, daily selector maintenance, and paywall circumvention. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.

Technical Spec

Brainly scraper technical capabilities

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

JavaScript rendering
Full Playwright sessions required for React hydration and dynamic answers
Supported
CAPTCHA bypass
Automated 2Captcha + CapSolver integration
Supported
Residential proxy rotation
ISP-grade residential IPs rotated per request
Supported
Multi-region domains
brainly.com, brainly.in, brainly.lat, brainly.pl
Supported
Textbook solution mapping
Links solutions to specific ISBNs and chapters
Supported
Attachment extraction
Resolves URLs for uploaded images and documents
Supported
Brainly Plus restricted answers
Answers locked strictly behind active paid subscription accounts
Partial
Direct User Messaging (DMs)
Private communication between users requires authentication and violates privacy policies
Partial
Change detection (diffs)
Hash-based diff: only emit records with changed fields since last run
Supported
Infrastructure

Infrastructure powering the Brainly 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, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across multiple regions. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.

Cloud-Native Orchestration

Pipelines run on AWS Lambda (burst) and ECS (sustained). 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 schema versioned per run
CSV
Flat file with typed columns
XLS
Excel format for business analysts
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery compatible with any data lake
Webhook
HTTP POST per record for real-time downstream processing
API
REST endpoints for on-demand queries
PostgreSQL
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Brainly legal?

Scraping publicly available information from Brainly is generally permissible under applicable law. DataFlirt targets only public, non-authenticated educational data. We do not extract personal data, circumvent authentication walls, or violate GDPR.

How do you handle Brainly rate limits?

We distribute requests across residential proxies and manage cookie sessions to prevent access blocks. Our request timing is modelled on human behaviour.

Can you extract textbook solutions?

Yes, we extract textbook metadata and step-by-step solutions mapped to specific ISBNs and chapters.

Do you scrape Brainly Plus content?

We only extract publicly accessible content. Content hard-gated behind a Brainly Plus login is not supported.

How do you handle mathematical formulas?

We extract formulas in their native LaTeX or MathML formats as rendered in the DOM, preserving structural integrity.

What regions do you support?

We support brainly.com, brainly.in, brainly.lat, brainly.pl, and other regional variants.

How fresh is the data?

Full category refreshes can be configured at daily or weekly cadences depending on volume requirements.

$ dataflirt scope --new-project --source=brainly.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 textbook solution dump or a continuous Q&A feed across 5M threads, we scope, build, and operate the pipeline. Tell us what you need.

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