SYSTEM all green source rohan.co.uk queue 3,194 pages p99 latency 184ms dataflirt.com · scraper/rohan-co.uk
RUN - 14 active pipelines - rohan.co.uk live

Rohan apparel data,
extracted at scale.

We extract technical garment specifications, pricing signals, stock depth, and customer reviews from Rohan. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your schedule.

Products extracted
2.8K /day
Stock updates
14.2K /24h
Review records
41.5K /run
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from rohan.co.uk

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

Complete list of extractable fields for Product Listings objects from rohan.co.uk. All fields typed and schema-versioned.

product_idskutitlecategorysub_categorypricecurrencyfabric_technologyweight_gramspack_sizeupf_ratingdescriptioncare_instructionsimage_urlspage_url
product_listings
● 200 OK
"sku": "05734",
"title": "Men's Bags Trousers",
"category": "Mens Trousers",
"price": 85.0,
"currency": "GBP",
"fabric_technology": "Airlight",
"weight_grams": 330,
"upf_rating": "40+"
# product_idskutitlecategorysub_categoryprice
1
2
3

Complete list of extractable fields for Pricing & Stock objects from rohan.co.uk. All fields typed and schema-versioned.

skuvariant_idcoloursizeleg_lengthpricelist_pricediscount_pctin_stockstock_leveldelivery_estimatescraped_at
pricing_& stock
● 200 OK
"sku": "05734",
"variant_id": "05734-BLK-32R",
"colour": "Black",
"size": "32",
"leg_length": "Regular",
"price": 85.0,
"in_stock": true,
"scraped_at": "2026-05-12T10:15:00Z"
# skuvariant_idcoloursizeleg_lengthprice
1
2
3

Complete list of extractable fields for Technical Specs objects from rohan.co.uk. All fields typed and schema-versioned.

skumaterial_compositionbreathabilitywaterproof_ratingwind_resistancedrying_timepocket_countsecurity_pocketszip_typesun_protection
technical_specs
● 200 OK
"sku": "05734",
"material_composition": "100% Polyamide",
"drying_time": "3 hours",
"pocket_count": 4,
"security_pockets": 2,
"wind_resistance": "High",
"sun_protection": "UPF 40+"
# skumaterial_compositionbreathabilitywaterproof_ratingwind_resistancedrying_time
1
2
3

Complete list of extractable fields for Customer Reviews objects from rohan.co.uk. All fields typed and schema-versioned.

review_idskureviewer_nameverified_buyerstar_ratingreview_titlereview_bodyfit_ratingquality_ratingvalue_ratingdate_posted
customer_reviews
● 200 OK
"review_id": "REV-98234",
"sku": "05734",
"star_rating": 5,
"verified_buyer": true,
"review_title": "Excellent travel trousers",
"fit_rating": "True to size",
"date_posted": "2026-03-14"
# review_idskureviewer_nameverified_buyerstar_ratingreview_title
1
2
3

Complete list of extractable fields for Categories & Hierarchy objects from rohan.co.uk. All fields typed and schema-versioned.

category_idcategory_nameparent_categorybreadcrumbproduct_countfilter_attributessort_optionscategory_urlscraped_at
categories_& hierarchy
● 200 OK
"category_id": "cat-mens-trousers",
"category_name": "Men's Trousers",
"parent_category": "Mens",
"breadcrumb": "Home > Mens > Trousers",
"product_count": 42,
"category_url": "https://www.rohan.co.uk/mens-trousers"
# category_idcategory_nameparent_categorybreadcrumbproduct_countfilter_attributes
1
2
3

Capabilities

Extracting technical apparel data with precision

Our Rohan scraper handles the complexities of apparel eCommerce: variant matrices, dynamic stock levels, hidden technical specifications, and paginated review feeds.

Variant Matrix Extraction

Map every combination of size, colour, and leg length to its specific SKU, price, and stock availability.

Technical Specification Parsing

Extract granular garment data including weight, pack size, drying time, UPF rating, and proprietary fabric technologies like Barricade and Airlight.

Dynamic Price Tracking

Capture base prices, sale discounts, and clearance markdowns across all product categories, timestamped per run.

Stock Depth Monitoring

Monitor inventory levels for specific sizes and colours to forecast restocks or identify discontinued lines.

Review Corpus Mining

Extract full review text, star ratings, and sub-ratings for fit, quality, and value across the entire product catalogue.

Material & Care Data

Parse material composition percentages and specific wash care instructions for textile analysis.

Image Asset Mapping

Extract high-resolution image URLs mapped to specific colour variants for visual database construction.

Category & Navigation Scraping

Crawl category hierarchies and breadcrumbs to maintain accurate product taxonomy and classification.

Change Detection Pipeline

Run continuous pipelines that only emit records when prices drop, stock changes, or new reviews appear.

// engagement pipeline

From catalogue URL to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Select target categories, specific product lines, or the entire Rohan catalogue. We map the extraction schema.

Pipeline Build
d 2–4

We configure Playwright crawlers to handle dynamic size selectors and variant rendering on rohan.co.uk.

Validation & QA
d 4–6

Automated checks ensure weight metrics, prices, and stock statuses meet schema constraints before launch.

Delivery
ongoing

Clean JSON, CSV, or Parquet delivered to your AWS S3 bucket or Snowflake instance on your required cadence.

Under the hood

Handling apparel eCommerce architecture

Modern storefronts hide variant data behind JavaScript events. Here is how we extract complete product matrices reliably.

pipeline-monitor · rohan.co.uk · 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
Variant expansion
Executing JavaScript for size and colour selection

Rohan's product pages update pricing and stock dynamically when a user clicks a colour or size. Our Playwright nodes iterate through every available combination in the DOM, triggering the necessary state changes to capture accurate SKU-level data.

Schema normalisation
Structuring unstructured technical data

Technical specifications are often presented in bullet points or mixed text blocks. We use regex and NLP pipelines to parse out specific metrics like weight in grams, UPF ratings, and pocket counts into strict numeric or categorical fields.

Anti-bot circumvention
Residential IPs and fingerprint management

To prevent IP bans and rate limiting from commercial CDN protections, we route requests through UK-based residential proxies with rotated TLS fingerprints, ensuring uninterrupted daily crawls.

Review pagination
Deep crawling of customer feedback

Customer reviews are often loaded asynchronously via third-party providers. We intercept these API calls or paginate through the rendered DOM to extract the complete historical review corpus for every garment.

Delta updates
Efficient stock and price diffing

For daily monitoring, we hash the state of each variant. If the price and stock remain identical to the previous run, the record is skipped. You only ingest actual changes, reducing warehouse compute costs.

Applications

Who uses Rohan data and why

Teams across industries use rohan.co.uk data to build competitive products and smarter operations.

01
Competitor Price Benchmarking

Outdoor apparel brands monitor Rohan's pricing strategies, seasonal sale timing, and clearance discounts.

02
Technical Specification Analysis

Product development teams analyse weight-to-warmth ratios, pocket configurations, and fabric technologies across the market.

03
Inventory & Demand Forecasting

Retail analysts track stock depletion rates across specific sizes and colours to model consumer demand patterns.

04
Customer Sentiment Mining

Marketing teams extract review text to understand customer complaints regarding fit, durability, or waterproofing.

05
Material Sourcing Research

Supply chain analysts track the usage of specific material compositions (e.g., elastane blends, polyamide) in premium outdoor gear.

06
Machine Learning Training

Data science teams use structured apparel attributes and images to train visual search and product recommendation models.

Why DataFlirt

"Rohan provides some of the most detailed technical apparel specifications in the outdoor market, but extracting weight, pack size, and fabric data requires a structured pipeline."

Most apparel scrapers fail at the variant level. Rohan's matrix of sizes, leg lengths, and colours is dynamically rendered. DataFlirt executes full browser sessions to capture exact stock depth and pricing per SKU variant, bypassing basic HTTP client limitations.

Technical Spec

Rohan scraper technical capabilities

Everything supported by our rohan.co.uk scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

JavaScript rendering
Playwright execution required for dynamic variant pricing and stock states
Supported
Variant matrix mapping
Iterates all colour, size, and leg length combinations per product
Supported
UK Proxy routing
Localised UK residential IPs to ensure correct regional pricing and availability
Supported
Technical spec parsing
Extraction of weight, UPF, and fabric tech from unstructured text
Supported
Review extraction
Pagination through all historical customer reviews and sub-ratings
Supported
Image asset downloading
Capture of high-resolution product imagery mapped to specific colours
Supported
Change detection
Hash-based diffing to emit only records with changed price or stock
Supported
User purchase history
Requires individual user authentication and session cookies
Partial
Loyalty points balance
Account-specific data hidden behind the customer login portal
Partial
Infrastructure

Infrastructure powering the Rohan pipeline

Open-source tooling on proven cloud infra — no vendor lock-in, full observability.

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheusFastAPI
Scrapy + Playwright Stack

Scrapy manages the crawl frontier and deduplication, while Playwright handles the DOM interactions required to expose variant-specific pricing and stock data.

Residential Proxy Infrastructure

UK-based residential proxy pools rotate per request, masking automated behaviour and bypassing commercial bot mitigation systems.

Cloud-Native Orchestration

Scheduled via Apache Airflow, pipelines execute on scalable Kubernetes clusters, ensuring daily catalogue refreshes complete within strict SLA windows.

Output & Delivery

Your data, your destination

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

JSON
Nested structures ideal for variant matrices and review arrays
CSV
Flat tabular data for immediate analyst use
XLS
Excel compatible exports for merchandising teams
Parquet
Columnar format optimised for analytical queries
AWS S3
Direct bucket delivery on pipeline completion
Webhook
HTTP POST delivery for real-time stock alerts
API
REST endpoints to query latest scraped state
PostgreSQL
Direct database inserts with conflict resolution
Snowflake
Automated COPY INTO staging workflows
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About rohan.co.uk scraping, legality, and pipeline operations.

Ask us directly →
Is scraping rohan.co.uk legal?

Scraping publicly available product data, pricing, and reviews is generally permissible for business intelligence purposes. DataFlirt extracts only public information and does not bypass authentication walls or scrape personal user data.

How do you handle size and colour variants?

We use headless browsers to interact with the page just like a user would. The crawler selects each colour and size combination, waits for the DOM to update, and records the specific price, SKU, and stock status for that exact variant.

Can you extract specific technical specs like weight and pack size?

Yes. We write custom parsing logic to extract specific metrics from Rohan's product descriptions and specification tabs, normalising data like 'Weight: 330g' into strict numeric fields.

How frequently can the pipeline run?

For full catalogue extraction, we recommend daily runs. For specific high-priority categories or clearance monitoring, we can configure hourly delta runs to capture rapid stock depletion.

Do you extract customer reviews?

Yes. We paginate through the entire review history for each product, capturing the text, date, verified status, and detailed sub-ratings for fit, quality, and value.

Can I get a sample of the Rohan dataset?

Yes. We offer a sample extraction of up to 100 products during the scoping phase, allowing your engineering team to validate the schema and data quality before contract signing.

$ dataflirt scope --new-project --source=rohan.co.uk 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 extraction of technical specifications or continuous monitoring of stock levels across all variants, we build and manage the infrastructure. Tell us your requirements.

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