We extract combat sports apparel listings, equipment specifications, pricing signals, and inventory status from Venum. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.
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 venum.com. All fields typed and schema-versioned.
"sku": "VNMUFC-00124-001", "title": "UFC Adrenaline by Venum Authentic Fight Night Men's Walkout Jersey", "category": "Mens Apparel", "collection": "UFC Authentic", "base_price": 89.99, "currency": "USD", "colour": "Black", "size_range": "['S', 'M', 'L', 'XL', 'XXL']"
| # | sku | title | category | sub_category | collection | base_price |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Pricing & Inventory objects from venum.com. All fields typed and schema-versioned.
"variant_sku": "VNMUFC-00124-001-L", "parent_sku": "VNMUFC-00124-001", "base_price": 89.99, "sale_price": 74.99, "discount_pct": 16, "stock_status": "IN_STOCK", "scraped_at": "2026-05-12T09:14:00Z"
| # | variant_sku | parent_sku | base_price | sale_price | discount_pct | currency |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Technical Specifications objects from venum.com. All fields typed and schema-versioned.
"sku": "VNUM-03211-114", "material_composition": "100% Premium PU Leather", "weight_oz": 16, "closure_type": "Hook and Loop", "padding_type": "Triple density foam", "care_instructions": "Do not machine wash"
| # | sku | material_composition | weight_oz | closure_type | padding_type | stitch_pattern |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for UFC Authentic Collection objects from venum.com. All fields typed and schema-versioned.
"sku": "VNMUFC-00124-001", "fighter_association": "None", "event_association": "Fight Night", "collection_tier": "Adrenaline", "edition_type": "Authentic Walkout", "limited_run": false, "price": 89.99
| # | sku | fighter_association | event_association | collection_tier | edition_type | limited_run |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Reviews & Ratings objects from venum.com. All fields typed and schema-versioned.
"review_id": "REV-984213", "sku": "VNUM-03211-114", "rating": 5, "reviewer_name": "Marcus T.", "review_date": "2026-04-18", "review_title": "Excellent wrist support", "review_text": "Used these for heavy bag work. The triple density foam holds up well.", "verified_buyer": true
| # | review_id | sku | rating | reviewer_name | review_date | review_title |
|---|---|---|---|---|---|---|
| 1 | ||||||
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| 3 |
Our Venum scraper handles dynamic variant loading, localised pricing, and complex product taxonomies — bypassing bot protection to deliver clean equipment and apparel data.
Title, description, materials, and technical specifications for MMA, boxing, and BJJ equipment.
Extract all size and colour permutations with their specific SKUs, pricing, and stock status.
Capture base price, sale price, and discount percentages across localised Venum storefronts.
Monitor stock availability and out-of-stock indicators at the variant level.
Isolate and track limited-edition UFC fight week and fight night apparel collections.
Extract customer ratings, review text, and verified purchase flags for quality analysis.
Structure unstructured technical details like padding density, closure types, and fabric composition.
Extract data from US, EU, and UK Venum regional sites with localised currency.
Run daily pipelines that output only price changes and stock level shifts to reduce processing load.
Brief in. Clean data out.
Provide target categories, collections, or regional storefronts. We design the extraction schema together.
We configure Scrapy / Playwright crawlers, proxy rotation, session management, and CAPTCHA handling for venum.com.
Schema validation, null-rate checks, price-outlier detection, and variant mapping verification before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Scraping modern ecommerce platforms requires handling dynamic state and bot mitigation. Here is how we maintain data integrity.
Venum loads size and colour availability via JavaScript. We execute full Playwright sessions to trigger variant state changes and capture accurate stock data that standard HTTP requests miss.
We route requests through residential proxies with TLS fingerprinting to bypass perimeter bot protection, maintaining continuous access to the catalogue.
We maintain persistent regional sessions to extract accurate pricing for US, UK, and EU markets without geo-redirect loops.
Technical specifications vary wildly between boxing gloves and BJJ gis. We normalise these attributes into a predictable JSON schema.
We hash variant records and only emit diffs, preventing your warehouse from filling up with identical daily catalogue dumps.
Combat sports retailers monitor Venum's pricing strategies and discount cadences.
Track stock depletion rates on high-demand UFC apparel to model sales velocity.
Analyse category expansion in MMA and boxing equipment to identify market trends.
Retail buyers map Venum's size and colour distributions to optimise their own purchasing.
Analyse technical specifications and customer reviews to inform new equipment design.
Compare Venum direct-to-consumer pricing against third-party retail channels.
"Venum's catalogue represents the pulse of combat sports retail, but extracting structured variant data requires navigating dynamic frontends and geo-restrictions."
Most internal teams struggle with ecommerce scraping because frontends change and anti-bot systems evolve. DataFlirt manages the proxies, the Playwright sessions, and the schema maintenance, delivering structured Venum data directly to your warehouse so your team can focus on analysis.
Everything supported by our venum.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy handles crawl orchestration, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.
We maintain pools of residential ISP proxies across US/UK/EU regions. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.
Pipelines run on AWS Lambda (burst) and ECS (sustained). Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About venum.com scraping, legality, and pipeline operations.
Ask us directly →Yes, we extract all size and colour permutations per product, capturing specific SKUs, pricing, and stock status for each variant.
Yes, we support Venum US, EU, UK, and Asia storefronts, maintaining persistent regional sessions to capture localised pricing and currency.
We capture the explicit stock status flag and restock dates if provided, ensuring your inventory models reflect accurate availability.
Yes, we map collection tags and isolate UFC-branded merchandise, including fight week and fight night authentic apparel tiers.
We configure pipelines to run daily or at custom intervals, emitting diffs to highlight price changes and discount events.
Yes, we parse the unstructured specification blocks into structured key-value pairs for padding type, closure mechanism, and material composition.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off catalogue export or a continuous inventory monitoring feed — we scope, build, and operate the pipeline. Tell us what you need.
