SYSTEM all green source simplilearn.com queue 1,240 pages p99 latency 215ms dataflirt.com · scraper/simplilearn-com
RUN · 42 active pipelines · simplilearn.com live

Simplilearn data,
at warehouse scale.

We extract bootcamp catalogues, university partnership details, pricing tiers, and alumni reviews from Simplilearn. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Courses mapped
1,450 /run
Reviews extracted
84.2K /month
Pricing updates
3,100 /week
Active pipelines
42
Uptime
99.98%
Data Dictionary

Every field we extract from simplilearn.com

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

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

course_idtitlecategorysub_categoryuniversity_partnerduration_monthsformatdifficultyskills_coveredprice_inrratingreview_count
course_catalog
● 200 OK
"course_id": "SL-PGP-DS-01",
"title": "Post Graduate Program in Data Science",
"category": "Data Science & Business Analytics",
"university_partner": "Purdue University",
"duration_months": 11,
"format": "Online Bootcamp",
"price_inr": 225000.0,
"rating": 4.5,
"review_count": 12450
# course_idtitlecategorysub_categoryuniversity_partnerduration_months
1
2
3

Complete list of extractable fields for Syllabus & Modules objects from simplilearn.com. All fields typed and schema-versioned.

course_idmodule_numbermodule_titleduration_hourstopics_coveredhands_on_projectstools_coveredprerequisites
syllabus_& modules
● 200 OK
"course_id": "SL-PGP-DS-01",
"module_number": 3,
"module_title": "Machine Learning",
"duration_hours": 40,
"topics_covered": "['Supervised Learning', 'Unsupervised Learning', 'Ensemble Techniques']",
"tools_covered": "['Python', 'Scikit-Learn']",
"hands_on_projects": 4
# course_idmodule_numbermodule_titleduration_hourstopics_coveredhands_on_projects
1
2
3

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

course_idcohort_dateenrollment_statusprice_standardprice_discountedemi_optionscurrencyscholarship_availablecorporate_discount
pricing_& cohorts
● 200 OK
"course_id": "SL-PGP-DS-01",
"cohort_date": "2024-08-15",
"enrollment_status": "Open",
"price_standard": 250000.0,
"price_discounted": 225000.0,
"emi_options": true,
"currency": "INR",
"scholarship_available": true
# course_idcohort_dateenrollment_statusprice_standardprice_discountedemi_options
1
2
3

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

instructor_idnametitlecompanybiocourses_taughtlinkedin_urlratingstudent_count
instructor_profiles
● 200 OK
"instructor_id": "INST-8492",
"name": "Dr. Ronald Jones",
"title": "Data Scientist",
"company": "IBM",
"courses_taught": "['Machine Learning', 'Deep Learning']",
"rating": 4.8,
"student_count": 15400
# instructor_idnametitlecompanybiocourses_taught
1
2
3

Complete list of extractable fields for Alumni Reviews objects from simplilearn.com. All fields typed and schema-versioned.

review_idcourse_idstudent_namecurrent_rolecurrent_companystar_ratingreview_textdate_postedverified_alumni
alumni_reviews
● 200 OK
"review_id": "REV-99321",
"course_id": "SL-PGP-DS-01",
"student_name": "Priya Sharma",
"current_role": "Data Analyst",
"current_company": "Capgemini",
"star_rating": 5,
"date_posted": "2024-02-10",
"verified_alumni": true
# review_idcourse_idstudent_namecurrent_rolecurrent_companystar_rating
1
2
3

Capabilities

Everything you need from Simplilearn

Our Simplilearn scraper handles every layer of the platform including bootcamp catalogues, dynamic regional pricing, syllabus structures, and alumni review data.

Comprehensive Course Extraction

Title, category, duration, difficulty, and university partnership details mapped across the entire Simplilearn catalogue.

Pricing & EMI Tracking

Capture standard pricing, discounted rates, EMI options, and currency data based on target geographic regions.

Syllabus & Curriculum Mapping

Extract module titles, topic lists, project counts, and tool coverage to map exact learning outcomes.

University Partnership Data

Track co-branded programs with Purdue, Caltech, UMass Amherst, and IBM.

Instructor Intelligence

Instructor names, corporate affiliations, biographies, and student ratings across all active courses.

Alumni Review Scraping

Full review text, star ratings, current job roles, and verified alumni status paginated across course pages.

Cohort Availability Monitoring

Track upcoming batch dates, enrollment status, and application deadlines for live online classes.

Enterprise Catalog Mapping

Extract corporate training tracks, skill matrices, and B2B learning paths.

Skill & Tool Extraction

Parse the exact software tools and technical skills listed in course prerequisites and outcomes.

Geo-Specific Pricing

Use regional proxies to capture pricing variations across US, UK, India, and APAC markets.

// engagement pipeline

From course URLs to warehouse records

Brief in. Clean data out.

Define Scope
d 0

Provide category URLs, specific course IDs, or keyword sets. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, Playwright sessions, and proxy rotation for simplilearn.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, and pricing standardisation before full launch.

Delivery
ongoing

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

Under the hood

How our Simplilearn pipeline handles the hard parts

Simplilearn relies on modern React frameworks and geo-fenced pricing. Here is how we ensure reliable data extraction.

pipeline-monitor · simplilearn.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
Dynamic pricing
Geo-IP based proxy routing

Simplilearn displays different pricing, currencies, and EMI options based on the visitor location. We route requests through region-specific residential proxies to capture accurate pricing for your target markets.

JavaScript rendering
Playwright for React hydration

Course syllabi and review sections are often loaded asynchronously. We use Playwright to execute JavaScript, trigger lazy loading, and capture the complete DOM state before extraction.

A/B testing
Resilient DOM selectors

EdTech platforms frequently test different landing page layouts. Our selector strategies use multiple fallback chains and structured JSON-LD data to ensure extraction succeeds regardless of the active UI variant.

Pagination
Deep review extraction

Alumni reviews are paginated and sometimes hidden behind interaction walls. Our crawlers simulate user clicks to load the entire review corpus for comprehensive sentiment analysis.

Change detection
Tracking curriculum updates

We hash the syllabus and pricing fields per course. Subsequent pipeline runs only emit records when a new module is added or pricing changes, reducing your downstream processing load.

Applications

Who uses Simplilearn data

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

01
EdTech Competitor Intelligence

Bootcamp providers track Simplilearn course launches, university partnerships, and curriculum updates to maintain competitive parity.

02
Pricing Strategy & Benchmarking

Strategy teams monitor regional pricing, discount frequencies, and EMI structures to optimise their own course pricing models.

03
Curriculum Development

Instructional designers analyse module structures and tool coverage to identify gaps in their own training programs.

04
Corporate L&D Planning

Enterprise learning teams aggregate course catalogues to build internal skill matrices and evaluate vendor capabilities.

05
Instructor Recruitment

Talent acquisition teams identify high-rated instructors and subject matter experts for recruitment opportunities.

06
Market Demand Analysis

Investors and analysts track review velocity and new cohort creation to gauge demand for specific technology skills.

Why DataFlirt

"Simplilearn's catalogue maps the exact skills enterprise tech demands today, but extracting this taxonomy requires navigating complex React applications and geo-fenced pricing models."

Extracting course metadata and pricing from Simplilearn requires handling heavy JavaScript payloads, A/B tested landing pages, and regional pricing rules. DataFlirt manages the residential proxies and Playwright sessions required to standardise this data for your warehouse.

Technical Spec

Simplilearn scraper technical capabilities

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

JavaScript rendering
Full Playwright sessions required for syllabus expansion and review loading
Supported
Geo-IP pricing extraction
Capture region-specific pricing using localized residential proxies
Supported
Curriculum parsing
Extract nested module hierarchies and topic lists
Supported
Cohort availability
Monitor upcoming batch dates and enrollment status
Supported
Instructor profiles
Capture instructor biographies and corporate affiliations
Supported
Review pagination
Extract full historical review data across all pages
Supported
Enterprise pricing tiers
Map B2B training program structures and skill matrices
Supported
Internal LMS video content
Gated behind student authentication and DRM protection
Partial
Private cohort discussion boards
Requires active student enrollment and login credentials
Partial
Infrastructure

Infrastructure powering the Simplilearn 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 and interaction flows required for React-based course pages.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies to capture accurate regional pricing and bypass basic rate limiting.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling and dependency management. All state is 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 structures
CSV
Flat file with typed columns
XLS
Excel compatible format for business teams
Parquet
Columnar format for data warehouses
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record for immediate updates
API
REST endpoints for on-demand querying
PostgreSQL
Direct database upserts
Snowflake
Stage and COPY INTO workflows
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Simplilearn legal?

Scraping publicly available information from Simplilearn is generally permissible. DataFlirt targets only public course catalogues, pricing, and reviews. We do not extract personal student data or circumvent authentication walls.

How do you handle regional pricing variations?

We configure our proxy infrastructure to route requests through specific geographic regions. This allows us to capture accurate local pricing, currencies, and EMI options for your target markets.

Can you extract the full course syllabus?

Yes. We parse the nested accordion structures on the course pages to extract module titles, duration, covered topics, and specific software tools mentioned in the curriculum.

How fresh is the data?

We can configure pipelines to run daily or weekly depending on your requirements. Pricing and cohort availability changes are detected and delivered on your specified cadence.

Do you extract alumni reviews?

Yes. We capture the complete text, star rating, reviewer job role, and verified status across all paginated review sections for a given course.

Can you access internal course videos?

No. We only extract data available on the public storefront. We do not bypass authentication to access LMS content, videos, or private cohort discussions.

What is the minimum viable engagement?

Our packages typically start at a defined category list or full catalogue extraction with weekly delivery. Contact us with your specific requirements for a scoped quote.

$ dataflirt scope --new-project --source=simplilearn.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 curriculum dump or continuous pricing updates across the entire catalogue, we build and operate the pipeline. Tell us what you need.

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