SYSTEM all green source alison.com queue 14,892 courses p99 latency 185ms dataflirt.com · scraper/alison-com
RUN · 14 active pipelines · alison.com live

Alison course data,
mapped at scale.

We extract course metadata, modules, learning outcomes, enrollment metrics, and career paths from Alison. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake.

Courses extracted
4,219 /run
Modules mapped
42.1K /run
Review records
312K /run
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from alison.com

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

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

course_idtitleurlcourse_typepublisher_nameduration_hoursdifficulty_levelaverage_ratingenrollment_countlanguagecategory
course_metadata
● 200 OK
"course_id": "AL-8921",
"title": "Diploma in Workplace Safety and Health",
"course_type": "Diploma",
"publisher_name": "Advance Learning",
"duration_hours": 15.5,
"difficulty_level": "Intermediate",
"average_rating": 4.6,
"enrollment_count": 142050
# course_idtitleurlcourse_typepublisher_nameduration_hours
1
2
3

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

course_idmodule_numbermodule_titlemodule_durationtopic_counttopicslearning_outcomesassessment_type
syllabus_& modules
● 200 OK
"course_id": "AL-8921",
"module_number": 2,
"module_title": "Risk Assessment Methodologies",
"module_duration": "2.5 hours",
"topic_count": 4,
"topics": "['Hazard Identification', 'Risk Matrix', 'Control Measures', 'Documentation']",
"assessment_type": "End of Module Quiz"
# course_idmodule_numbermodule_titlemodule_durationtopic_counttopics
1
2
3

Complete list of extractable fields for Reviews & Ratings objects from alison.com. All fields typed and schema-versioned.

review_idcourse_idreviewer_namestar_ratingreview_textdate_postedhelpful_votescountry
reviews_& ratings
● 200 OK
"review_id": "REV-99281",
"course_id": "AL-8921",
"reviewer_name": "Sarah J.",
"star_rating": 5,
"review_text": "Excellent breakdown of safety protocols. Highly applicable.",
"date_posted": "2023-11-14",
"helpful_votes": 12
# review_idcourse_idreviewer_namestar_ratingreview_textdate_posted
1
2
3

Complete list of extractable fields for Career Paths objects from alison.com. All fields typed and schema-versioned.

path_idcareer_titleindustryavg_salary_usdjob_openingsrequired_skillsrecommended_coursesdescription
career_paths
● 200 OK
"path_id": "CP-104",
"career_title": "Health and Safety Officer",
"industry": "Construction & Manufacturing",
"avg_salary_usd": 65000,
"required_skills": "['Risk Assessment', 'OSHA Compliance', 'Incident Reporting']",
"recommended_courses": "['AL-8921', 'AL-4420']"
# path_idcareer_titleindustryavg_salary_usdjob_openingsrequired_skills
1
2
3

Complete list of extractable fields for Publisher Data objects from alison.com. All fields typed and schema-versioned.

publisher_idnamedescriptioncourse_counttotal_studentsavg_ratingwebsite_urljoined_date
publisher_data
● 200 OK
"publisher_id": "PUB-42",
"name": "Advance Learning",
"course_count": 124,
"total_students": 2104500,
"avg_rating": 4.5,
"joined_date": "2015-08-22",
"website_url": "https://advancelearning.example.com"
# publisher_idnamedescriptioncourse_counttotal_studentsavg_rating
1
2
3

Capabilities

Extract structured learning data at scale

Our Alison scraper navigates course hierarchies, dynamic module accordions, and pagination to deliver a clean taxonomy of educational content.

Course Catalogue Extraction

Title, description, duration, difficulty, and categorisation extracted across all certificate and diploma offerings.

Syllabus Mapping

Deep extraction of module structures, topic lists, and learning outcomes nested within course pages.

Enrollment Metrics

Track student counts and popularity metrics over time to identify trending skills and courses.

Review & Sentiment Mining

Paginate through student reviews to capture text, ratings, and helpful votes for qualitative analysis.

Career Guide Tracking

Extract Alison Career Guide data including salary estimates, required skills, and mapped courses.

Publisher Intelligence

Aggregate data on course creators, including their total catalogue size, average ratings, and student reach.

Skill Taxonomy

Capture the exact skill tags associated with each course to build comprehensive competency frameworks.

Localisation Data

Extract available language options and translated course metadata where supported by the platform.

Change Detection

Run continuous pipelines that only output diffs when course content, pricing, or metrics change.

// engagement pipeline

From target list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide categories, publisher IDs, or career paths. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, proxy rotation, session management, and DOM parsing for alison.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, and sample syllabus verification before full launch.

Delivery
ongoing

JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage.

Under the hood

Handling Alison's frontend architecture

Extracting deep syllabus data requires navigating modern web frameworks. We handle the complexity of dynamic content loading.

pipeline-monitor · alison.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 content
JavaScript hydration for modules

Course syllabi and module details often load dynamically via JavaScript. We use Playwright to ensure all accordions and nested topic lists are fully rendered before extraction.

Pagination
Deep category traversal

Alison categorises courses across multiple nested levels. Our crawlers systematically traverse these taxonomies to ensure zero data loss during full catalogue extraction.

Bot protection
Cloudflare bypass

We utilise residential proxies and TLS fingerprinting to bypass standard anti-bot challenges, ensuring uninterrupted access to public course pages.

Data normalisation
Structuring inconsistent inputs

Different publishers format their learning outcomes and descriptions differently. Our pipeline applies regex and NLP rules to normalise these fields into a consistent schema.

Monitoring
Schema drift detection

Frontend layouts change. We monitor selector success rates in real time and alert our engineering team to update parsers before data quality degrades.

Applications

Who uses Alison data

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

01
EdTech Competitor Analysis

Online learning platforms monitor Alison's catalogue to benchmark course offerings, duration, and curriculum structures.

02
Corporate L&D Mapping

Learning and Development teams ingest course metadata to map free external resources to internal competency frameworks.

03
Labour Market Research

Analysts track enrollment volume across specific skill tags to identify emerging trends in workforce upskilling.

04
Aggregator Platforms

Course aggregators and search engines ingest metadata to populate their own directories with up-to-date links and ratings.

05
Skill Taxonomy Building

HR tech companies extract the relationships between courses, skills, and career paths to train their own ontology models.

06
SEO & Content Strategy

Content teams analyse high-enrollment courses and their syllabi to guide the creation of competing educational material.

Why DataFlirt

"Alison holds a massive repository of free learning structures and skill taxonomies, but extracting clean syllabus data requires navigating dynamic frontend frameworks."

Extracting course data at scale means handling JavaScript-heavy module accordions, inconsistent publisher schemas, and deep pagination. DataFlirt manages the proxy rotation, session handling, and schema normalisation so you receive structured learning paths directly in your warehouse.

Technical Spec

Alison scraper technical capabilities

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

JavaScript rendering
Full Playwright sessions for dynamic module loading
Supported
Residential proxy rotation
ISP-grade IPs to bypass rate limits
Supported
Syllabus mapping
Nested JSON extraction of modules and topics
Supported
Review pagination
Extraction of all paginated student reviews
Supported
Career path extraction
Mapping of skills and roles to specific courses
Supported
Change detection
Hash-based diffing for enrollment and rating updates
Supported
Learner progress data
Individual user completion rates and assessment scores
Partial
Assessment answers
Quiz and exam solutions gated behind enrollment
Partial
Paid certificate PDFs
Downloadable certificate files requiring purchase
Partial
Infrastructure

Infrastructure powering the extraction

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 for dynamic syllabi.

Residential Proxy Infrastructure

We maintain pools of residential proxies to distribute requests, preventing IP blocks and rate limiting from platform firewalls.

Cloud-Native Orchestration

Pipelines run on AWS infrastructure. Airflow handles scheduling and dependencies, ensuring reliable delivery to your warehouse.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested arrays for complex syllabi
CSV
Flat file with typed columns for simple metadata
XLS
Excel format for business analysts
Parquet
Columnar format for data warehouse ingestion
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record for real-time processing
API
REST endpoint to query your extracted datasets
PostgreSQL
Direct database upserts
BigQuery
Streamed into GCP datasets
Snowflake
Stage and COPY INTO workflows
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Alison legal?

Scraping publicly available course metadata, syllabi, and reviews is generally permissible. DataFlirt targets only public, non-authenticated pages. We do not extract personal user data or bypass payment gateways for certificates.

How do you handle dynamic syllabus loading?

We use Playwright to render the JavaScript on course pages, ensuring all hidden accordions and nested topic lists are fully loaded into the DOM before parsing.

Can you track enrollment changes over time?

Yes. We can schedule daily or weekly runs on specific courses to track changes in student enrollment counts and average ratings over time.

Do you extract career guide data?

Yes. We map Alison's Career Guide sections, extracting role descriptions, required skills, salary data, and the specific courses recommended for each path.

How fresh is the data?

Full catalogue refreshes typically complete within 12-24 hours depending on target scope. Delta runs for specific categories can be configured at higher frequencies.

Can I get a sample dataset?

Yes. We provide a sample extraction of up to 500 courses during the scoping phase so you can validate the schema and data quality.

$ dataflirt scope --new-project --source=alison.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 catalogue dump or continuous monitoring of course metrics — we scope, build, and operate the pipeline. Tell us what you need.

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