SYSTEM all green source goabroad.com queue 12,409 pages p99 latency 214ms dataflirt.com · scraper/goabroad-com
RUN - 14 active pipelines - goabroad.com live

GoAbroad data,
at warehouse scale.

We extract study abroad programs, volunteer opportunities, TEFL courses, provider profiles, and user reviews from GoAbroad. Delivered as clean JSON, CSV, or Parquet to your data lake.

Programs extracted
31.4K /run
Provider profiles
4.2K /run
Reviews captured
142K /run
Active pipelines
14
Uptime
99.94%
Data Dictionary

Every field we extract from goabroad.com

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

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

program_idtitleprovider_namecategorylocationdurationcostdescriptionrequirementsstart_dates
programs
● 200 OK
"program_id": "PRG-84729",
"title": "TEFL Certification in Madrid",
"provider_name": "International TEFL Academy",
"category": "Teach Abroad",
"location": "Madrid, Spain",
"duration": "4 Weeks",
"cost": 1899.0,
"start_dates": "['2026-06-01', '2026-07-06']"
# program_idtitleprovider_namecategorylocationduration
1
2
3

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

provider_idnamewebsiteyear_foundedtotal_programsaverage_ratingreview_countcontact_emaildescriptionlogo_url
providers
● 200 OK
"provider_id": "PRV-1024",
"name": "International TEFL Academy",
"website": "internationalteflacademy.com",
"year_founded": 2010,
"total_programs": 42,
"average_rating": 4.8,
"review_count": 1452
# provider_idnamewebsiteyear_foundedtotal_programsaverage_rating
1
2
3

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

review_idprogram_idauthor_namerating_overallrating_housingrating_foodreview_textdate_postedverified_statusterm_attended
reviews
● 200 OK
"review_id": "REV-99381",
"program_id": "PRG-84729",
"author_name": "Sarah Jenkins",
"rating_overall": 5.0,
"rating_housing": 4.5,
"rating_food": 4.0,
"date_posted": "2025-11-12",
"verified_status": true
# review_idprogram_idauthor_namerating_overallrating_housingrating_food
1
2
3

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

scholarship_idnameprovideramountdeadlineeligibilitydescriptionapplication_urlcategorylocation_applicable
scholarships
● 200 OK
"scholarship_id": "SCH-402",
"name": "Global Explorer Grant",
"provider": "Go Overseas Foundation",
"amount": 2500.0,
"deadline": "2026-03-15",
"eligibility": "Undergraduate students",
"category": "Study Abroad"
# scholarship_idnameprovideramountdeadlineeligibility
1
2
3

Complete list of extractable fields for Articles & Guides objects from goabroad.com. All fields typed and schema-versioned.

article_idtitleauthorpublish_datecategorytagsread_timecontent_bodyurlrelated_programs
articles_& guides
● 200 OK
"article_id": "ART-551",
"title": "10 Best Cities to Teach English in Spain",
"author": "Jessica Miller",
"publish_date": "2025-09-22",
"category": "Teach Abroad",
"read_time": "8 min",
"tags": "['Spain', 'TEFL', 'Europe']"
# article_idtitleauthorpublish_datecategorytags
1
2
3

Capabilities

Everything you need from GoAbroad - nothing you do not

Our GoAbroad scraper navigates deep directory structures, dynamic search filters, and paginated review sections to extract complete profiles and program details.

Full Program Extraction

Extract titles, descriptions, costs, duration, and requirements across study abroad, volunteer, and TEFL categories.

Provider Intelligence

Capture provider metadata, contact details, aggregate ratings, and total program counts.

Review & Rating Mining

Extract full text reviews, sub-category ratings for housing and food, and verified alumni status flags.

Scholarship Tracking

Monitor scholarship directories for award amounts, deadlines, and eligibility criteria.

Category & Filter Mapping

Maintain exact category hierarchies and filter tags to replicate GoAbroad search structures.

Article & Guide Scraping

Extract editorial content, destination guides, and embedded program recommendations.

Location Hierarchy Normalisation

Map programs to structured continent, country, and city data points.

Pricing & Cost Data

Capture base program fees, included amenities, and variable costs for duration tiers.

Scheduled + Streaming Modes

Run one-off bulk exports or configure continuous pipelines at weekly or monthly cadences.

// engagement pipeline

From directory to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target categories, locations, or provider lists. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, proxy rotation, and pagination logic for goabroad.com.

Validation & QA
d 4–6

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

Delivery
ongoing

JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or API endpoint.

Under the hood

How our GoAbroad pipeline handles the hard parts

Directory structures require precise traversal logic. Here is how we maintain reliable extraction.

pipeline-monitor · goabroad.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 filters
Playwright execution for JS filtering

GoAbroad relies on JavaScript to load filtered program results. We execute full browser sessions to trigger category and location filters accurately.

Pagination
Handling infinite scroll and AJAX

Review sections and program lists often use AJAX pagination. Our crawlers intercept backend API calls to extract complete lists without missing records.

Anti-bot layer
Residential proxy rotation

We route requests through residential ISP proxies to avoid rate limits and IP bans when scraping thousands of provider profiles.

Schema stability
Resilient selectors for varying layouts

Provider profiles and program pages have varying layouts depending on subscription tiers. We use fallback selector chains to ensure complete data capture.

Change detection
Hash-based diffing

We maintain a hash index of active programs. Subsequent runs only push updates for new reviews, changed prices, or modified deadlines.

Applications

Who uses GoAbroad data - and how

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

01
Competitor Intelligence

Program providers track competitor pricing, included amenities, and review sentiment to optimise their own offerings.

02
Market Research & Gap Analysis

Educational institutions identify underserved locations and high-demand program categories to launch new initiatives.

03
Aggregator Enrichment

Travel and education portals enrich their own databases with structured provider profiles and program metadata.

04
Lead Generation & Partnerships

B2B service providers extract contact details to pitch insurance, housing, or flight services to study abroad operators.

05
Sentiment Analysis

Researchers analyse thousands of alumni reviews to measure program safety, housing quality, and academic rigor.

06
Pricing Strategy

Organisations benchmark their program fees against regional averages and competitor tiers.

Why DataFlirt

"GoAbroad holds the most comprehensive registry of international education programs, but extracting it requires navigating complex, JavaScript-heavy directory structures."

Extracting GoAbroad data at scale requires managing dynamic search filters, paginated review endpoints, and varying profile layouts. DataFlirt handles the proxy rotation, JavaScript execution, and schema normalisation so your team receives clean datasets ready for analysis.

Technical Spec

GoAbroad scraper - technical capabilities

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

JavaScript rendering
Full Playwright sessions for dynamic filters and AJAX pagination
Supported
CAPTCHA bypass
Automated solver integration for rate-limit challenges
Supported
Residential proxy rotation
ISP-grade IPs to maintain access during bulk extraction
Supported
Review pagination
Extraction of all historical reviews per provider
Supported
Location mapping
Structured geodata parsing for countries and cities
Supported
Provider contact details
Extraction of public websites and published emails
Supported
Change detection (diffs)
Only emit records with changed fields since last run
Supported
Webhook delivery
HTTP POST per record for immediate downstream ingestion
Supported
User account dashboards
Access to saved programs and user-specific application statuses
Partial
Direct messaging to providers
Automated form submission through GoAbroad messaging portals
Partial
Infrastructure

Infrastructure powering the GoAbroad 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 orchestration and deduplication. Playwright handles JavaScript rendering and interaction flows for dynamic directories.

Residential Proxy Infrastructure

We maintain proxy pools to distribute requests and avoid IP blocks during extensive catalog crawls.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested array structures
CSV
Flat file with typed columns for spreadsheet analysis
XLS
Excel format for business teams and analysts
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery compatible with any data lake
Webhook
HTTP POST payloads for real-time processing
API
REST endpoints to query your extracted datasets
PostgreSQL
Direct database insertion with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping GoAbroad legal?

Scraping publicly available information is generally permissible under applicable law, reinforced by the hiQ v. LinkedIn ruling. DataFlirt targets only public program and provider data. We do not extract private user data or bypass authentication walls.

How do you handle JavaScript-heavy directories?

We use Playwright to execute JavaScript, trigger lazy-loaded elements, and navigate AJAX-based pagination to ensure no records are missed.

Can you extract all reviews for a provider?

Yes. We traverse all review pagination to capture the complete historical corpus, including sub-ratings and verified flags.

How fresh is the program data?

Pipelines can be scheduled weekly or monthly to capture new programs, updated pricing, and recent reviews.

Do you extract scholarship deadlines?

Yes, we monitor the scholarship directory and extract award amounts, eligibility criteria, and critical application deadlines.

What is the minimum viable engagement?

We handle specific category extractions or full-site directory crawls. Contact us with your target scope for precise pricing.

Can I request a sample dataset?

Yes. We provide sample exports of specific program categories or provider profiles during the scoping phase to validate schema fit.

$ dataflirt scope --new-project --source=goabroad.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 provider dump or continuous tracking of study abroad programs - we scope, build, and operate the pipeline. Tell us what you need.

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