SYSTEM all green source wildcraft.com queue 4,192 pages p99 latency 118ms dataflirt.com · scraper/wildcraft-com
RUN · 14 active pipelines · wildcraft.com live

Wildcraft data,
at warehouse scale.

We extract backpack specifications, luggage pricing, colour variants, inventory availability, and technical gear details from Wildcraft. Delivered as clean JSON, CSV, or Parquet to S3 or Snowflake on your cadence.

Products extracted
12.4K /run
Price updates
18.2K /24h
Variant records
45.1K /run
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from wildcraft.com

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

Complete list of extractable fields for Backpacks & Rucksacks objects from wildcraft.com. All fields typed and schema-versioned.

skutitlecapacity_litreslaptop_sleevecompartmentswater_resistantmaterialdimensionsweightpricecolourimage_urls
backpacks_& rucksacks
● 200 OK
"sku": "8903332145678",
"title": "Wildcraft Wiki 4 Backpack",
"capacity_litres": 30,
"laptop_sleeve": true,
"compartments": 3,
"water_resistant": true,
"price": 1899.0,
"colour": "Navy Blue"
# skutitlecapacity_litreslaptop_sleevecompartmentswater_resistant
1
2
3

Complete list of extractable fields for Luggage & Trolleys objects from wildcraft.com. All fields typed and schema-versioned.

skutitlesizewheelslock_typehard_soft_casevolume_litresdimensionspricediscount_pct
luggage_& trolleys
● 200 OK
"sku": "8903332998877",
"title": "Sirius Hard Luggage Cabin",
"size": "Cabin",
"wheels": 4,
"lock_type": "TSA",
"hard_soft_case": "Hard",
"price": 3499.0
# skutitlesizewheelslock_typehard_soft_case
1
2
3

Complete list of extractable fields for Outdoor Apparel objects from wildcraft.com. All fields typed and schema-versioned.

skutitlecategorygendersize_optionsfabricfitpricecare_instructions
outdoor_apparel
● 200 OK
"sku": "WC-APP-9982",
"title": "Men's Trekking Jacket",
"gender": "Men",
"size_options": "['S', 'M', 'L', 'XL']",
"fabric": "Polyester Blend",
"price": 2499.0,
"fit": "Regular"
# skutitlecategorygendersize_optionsfabric
1
2
3

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

skubase_pricesale_pricediscount_pctin_stockstock_leveldelivery_estimatepincode_serviceable
pricing_& inventory
● 200 OK
"sku": "8903332145678",
"base_price": 2499.0,
"sale_price": 1899.0,
"discount_pct": 24,
"in_stock": true,
"stock_level": "High",
"delivery_estimate": "3-5 Days"
# skubase_pricesale_pricediscount_pctin_stockstock_level
1
2
3

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

review_idskuratingtitlebodyauthordateverified_purchase
reviews_& ratings
● 200 OK
"review_id": "REV-99281",
"sku": "8903332145678",
"rating": 4.5,
"title": "Durable and spacious",
"author": "Rahul M.",
"verified_purchase": true,
"date": "2023-10-14"
# review_idskuratingtitlebodyauthor
1
2
3

Capabilities

Extract the exact gear data you need

Our Wildcraft scraper handles dynamic product loading, variant mapping, and deep technical attribute extraction across their entire outdoor and luggage catalogue.

Technical Attribute Extraction

Parse unstructured descriptions into structured fields: litre capacity, denier rating, compartment counts, and water resistance flags.

Colour & Size Variant Mapping

Extract all available colourways and sizes linked to a parent SKU, including variant-specific pricing and stock status.

Price & Discount Tracking

Capture base price, sale price, and calculated discount percentages across the entire catalogue during sale events.

Inventory Signals

Monitor out-of-stock flags and low-stock warnings to gauge product velocity and assortment gaps.

Category Taxonomy

Map products to their exact breadcrumb paths (e.g., Men > Footwear > Trekking Shoes) for accurate competitive analysis.

High-Res Image Harvesting

Extract clean, watermark-free image URLs for all product angles and variant configurations.

Review Aggregation

Scrape customer ratings, review text, and verified purchase badges to analyse product sentiment.

Warranty Information

Extract warranty duration and terms specific to luggage, rucksacks, and technical gear.

Incremental Updates

Run daily diffs to only capture price changes or new product launches, minimising data processing overhead.

// engagement pipeline

From target category to structured data

Brief in. Clean data out.

Define Scope
d 0

Specify categories, specific product lines, or full catalogue extraction. We design the schema to match your requirements.

Pipeline Build
d 2–4

We deploy Playwright crawlers to handle dynamic variant loading and pagination on wildcraft.com.

Validation & QA
d 4–6

We verify attribute completeness, ensuring critical fields like capacity and dimensions are accurately parsed.

Delivery
ongoing

Structured data is pushed to your preferred endpoint via JSON, CSV, or Parquet on your chosen schedule.

Under the hood

Overcoming Wildcraft's extraction challenges

eCommerce sites rely heavily on JavaScript for variant rendering. Here is how we ensure complete data capture.

pipeline-monitor · wildcraft.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 variants
JavaScript-rendered colourways

Wildcraft loads variant pricing and images dynamically when a colour is selected. We use Playwright to simulate these interactions and capture the complete state of every variant.

Unstructured specs
Regex-driven attribute parsing

Technical details like '30L capacity' or '1000D Nylon' are often buried in bullet points. Our pipeline uses custom regex and NLP to extract these into normalised, queryable columns.

Infinite scroll
Reliable category pagination

Category pages use lazy loading. We implement controlled scroll routines to ensure every product in a category is discovered and queued for deep scraping.

Stock APIs
Direct endpoint querying

Where possible, we intercept the underlying frontend API calls that check stock availability, bypassing the DOM entirely for faster, more accurate inventory data.

Rate limiting
Distributed request timing

To avoid triggering application firewalls, we distribute requests across residential proxies with randomised delays, ensuring uninterrupted pipeline execution.

Applications

How teams utilise Wildcraft data

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

01
Competitor Price Tracking

Retailers monitor Wildcraft's pricing and discount strategies to adjust their own promotional calendars.

02
Assortment Planning

Merchandisers analyse category depth, variant counts, and capacity ranges to identify gaps in their own outdoor gear offerings.

03
Market Research

Analysts track new product launches and category expansions to understand Wildcraft's strategic focus areas.

04
Sentiment Analysis

Product teams mine review data to understand common failure points in luggage wheels or backpack zippers.

05
Inventory Monitoring

Distributors track out-of-stock patterns to estimate sales velocity for specific flagship products.

06
Catalogue Enrichment

Marketplaces use extracted specifications to normalise third-party seller listings against the official brand data.

Why DataFlirt

"Wildcraft holds critical market share in Indian outdoor gear, but mapping their technical specifications to competitor catalogues requires custom extraction pipelines."

Off-the-shelf scraping tools fail on dynamic variant loading and specific technical attributes like litre capacity or material denier. DataFlirt builds dedicated extractors to parse these specifications into normalised, queryable schemas, allowing your team to focus on competitive analysis rather than DOM parsing.

Technical Spec

Wildcraft scraper capabilities

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

Playwright rendering
Executes JavaScript to load dynamic variants and pricing
Supported
Category pagination
Handles infinite scroll and lazy-loaded product grids
Supported
Variant mapping
Extracts all size and colour combinations per parent SKU
Supported
High-res images
Captures clean image URLs for all product angles
Supported
Technical spec parsing
Normalises unstructured text into capacity and material fields
Supported
Stock availability
Monitors in-stock status and low-inventory flags
Supported
Webhook delivery
Pushes real-time updates for price drops
Supported
User purchase history
Requires authenticated user sessions
Partial
Loyalty point balances
Requires authenticated user sessions
Partial
Infrastructure

Infrastructure powering the Wildcraft pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy manages the crawl frontier while Playwright handles JavaScript execution for variant loading, ensuring complete data capture without missing dynamically rendered elements.

Residential Proxy Infrastructure

We route requests through Indian residential IPs to bypass regional blocking and rate limits, maintaining high success rates during large catalogue extractions.

Cloud-Native Orchestration

Pipelines are scheduled via Apache Airflow and executed on Kubernetes, providing scalable compute resources to handle full-site scrapes within tight time 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 relationships
CSV
Flat files for immediate spreadsheet analysis
XLS
Excel format with typed columns
Parquet
Columnar format optimised for data warehouse ingestion
AWS S3
Direct bucket delivery for your data lake
Webhook
HTTP POST for real-time inventory alerts
API
RESTful endpoints to query extracted data
BigQuery
Direct streaming into Google Cloud
Snowflake
Stage and load workflows for enterprise analytics
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Can you extract data for every colour variant?

Yes. Our pipeline simulates user interactions to select each colour variant, capturing the specific price, image URLs, and stock status associated with that exact combination.

How do you handle unstructured technical specifications?

We use custom parsing logic to extract key metrics like litre capacity, dimensions, and material types from the product description and bullet points, delivering them as distinct, queryable columns.

How frequently can you update pricing data?

We can configure pipelines to run daily or multiple times a day during major sale events to ensure your competitor pricing models remain accurate.

Do you scrape customer reviews?

Yes. We extract the review text, star rating, author name, and verified purchase status across all paginated review sections for a given product.

What formats do you deliver the data in?

We deliver in JSON, CSV, XLS, and Parquet. We can also push data directly to AWS S3, BigQuery, Snowflake, or trigger webhooks for real-time integration.

Is it possible to track out-of-stock items?

Yes. We capture the current inventory status for every SKU and variant, allowing you to monitor stock depletion over time.

$ dataflirt scope --new-project --source=wildcraft.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 complete catalogue extraction or daily price monitoring across specific categories, we build and manage the infrastructure. Tell us your requirements.

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

More in bags and luggage

Services

Data Extraction for Every Industry

View All Services →