We extract product listings, weight variants, pricing signals, stock depth, and review corpora from Hayabusa. 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 hayabusa.com. All fields typed and schema-versioned.
"sku": "HAY-T3-BKG-16", "title": "T3 Boxing Gloves", "category": "Boxing Gloves", "price": 159.0, "currency": "USD", "material": "Vylar Engineered Leather", "closure_type": "Dual-X", "in_stock": true
| # | sku | title | category | price | list_price | currency |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Variants & Inventory objects from hayabusa.com. All fields typed and schema-versioned.
"parent_sku": "HAY-T3-BKG", "variant_sku": "HAY-T3-BKG-16-BLK", "weight_oz": "16oz", "colour": "Black/Gold", "price": 159.0, "stock_status": "In Stock", "stock_quantity": 42
| # | parent_sku | variant_sku | size | weight_oz | colour | price |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Reviews objects from hayabusa.com. All fields typed and schema-versioned.
"review_id": "REV-98231", "sku": "HAY-T3-BKG-16", "rating": 5, "title": "Best wrist support", "body": "The Dual-X closure system completely changed my heavy bag routine.", "date": "2023-11-14", "verified_buyer": true
| # | review_id | sku | reviewer_name | rating | title | body |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Technical Specs objects from hayabusa.com. All fields typed and schema-versioned.
"sku": "HAY-T3-BKG", "padding_technology": "Deltra-EG", "closure_system": "Dual-X hook and loop", "lining_material": "AG Fabric", "wrist_support": "Fusion Splinting", "intended_use": "Heavy Bag, Sparring, Pad Work", "warranty_info": "90-day limited warranty"
| # | sku | padding_technology | closure_system | lining_material | wrist_support | intended_use |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Collections objects from hayabusa.com. All fields typed and schema-versioned.
"collection_name": "Marvel Hero Elite Series", "product_count": 12, "top_seller_sku": "HAY-MARV-PUN-16", "average_price": 179.0, "min_price": 179.0, "max_price": 229.0, "category_breadcrumb": "Home > Collections > Marvel"
| # | collection_name | url | product_count | top_seller_sku | average_price | min_price |
|---|---|---|---|---|---|---|
| 1 | ||||||
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| 3 |
Our Hayabusa scraper handles every layer of the eCommerce platform: storefront listings, dynamic variant pricing, stock depth, and the review corpus.
Extract Boxing gloves, MMA gear, BJJ gis, apparel, and hardware straight from the active storefront.
Map parent products to child variants, capturing 10oz vs 16oz pricing and specific colourway availability.
Track stock status, out-of-stock detection, and low-inventory warnings per SKU.
Capture ratings, review text, verified buyer status, and helpful votes across all product pages.
Extract proprietary technology details like Dual-X closures, Vylar engineered leather, and AG fabric lining.
Monitor base price, sale price, and bundle discounts timestamped per crawl.
Capture product angles, detail shots, and lifestyle photography URLs associated with each SKU.
Extract data from US, UK, and Canadian regional sites with currency normalisation.
Run continuous pipelines at daily or weekly cadences with change-detection diffing.
Brief in. Clean data out.
Provide categories, collections, or specific product URLs. We design the extraction schema together.
We configure Scrapy / Playwright crawlers, proxy rotation, and session management for hayabusa.com.
Schema validation, null-rate checks, and sample data review before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Modern headless commerce requires specific extraction strategies. Here is how we stay resilient.
Hayabusa utilises modern frontend frameworks. We bypass brittle DOM scraping by targeting the underlying GraphQL endpoints and state hydration objects, ensuring clean, structured product data.
Pricing and availability change based on size and colour selection. We simulate these selections to extract the full matrix of SKUs, weights, and colourways for every parent product.
We utilise residential IP proxies with randomised request timing to bypass basic rate limiting and WAF blocks, ensuring complete catalogue coverage without interruption.
Product descriptions often mix marketing copy with technical specs. We use structured parsing to separate proprietary tech (like Fusion Splinting) into clean, queryable columns.
For large variant catalogues, we maintain a hash index of last-seen values. Subsequent runs only push diffs, reducing compute cost and downstream processing load.
Combat sports brands track Hayabusa pricing tiers to position their own premium and entry-level gear.
Retailers analyse variant availability across weights (10oz to 16oz) and colours to optimise their own inventory mix.
Analysts track product launches and collection expansions (e.g., Marvel series) to measure brand trajectory.
Product teams mine reviews to understand customer feedback on specific features like wrist support and padding durability.
Brand protection agencies correlate official retail pricing and imagery against third-party marketplaces.
Industry analysts monitor restock rates and out-of-stock durations to infer supply chain health and manufacturing lead times.
"Hayabusa represents the premium tier of combat sports equipment. Tracking their material specs, pricing, and variant availability provides the baseline for the entire MMA gear market."
Extracting data from modern headless commerce architectures requires more than basic HTTP requests. We parse underlying GraphQL states, handle variant hydration, and monitor stock levels across international storefronts. DataFlirt manages the proxy rotation and schema maintenance so your analysts receive clean, warehouse-ready tables.
Everything supported by our hayabusa.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 and deduplication. Playwright handles JavaScript rendering and variant hydration flows.
We maintain pools of residential proxies to bypass WAF rules and rate limiting, ensuring complete catalogue coverage.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling and dependency management. All state stored in Postgres.
Data delivered to where your team already works — no new tooling required.
About hayabusa.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available information from eCommerce sites is generally permissible under applicable law. DataFlirt targets only public, non-authenticated product, pricing, and review data. We do not extract personal data or circumvent authentication walls.
We extract the complete variant matrix. Each weight, size, and colour combination is recorded as a separate child SKU tied to the parent product, capturing specific price and inventory status for that exact variant.
Yes. We capture the 'in stock' or 'out of stock' status for every individual variant. If the platform exposes specific inventory quantities in the frontend state, we extract those integers as well.
Yes. We parse the product descriptions and technical specification lists to normalise proprietary features into structured columns, making it easy to query products by closure type or material.
Pipelines can be configured to run daily, weekly, or at custom intervals. For specific high-priority SKUs, we can configure higher-frequency polling.
We deliver data in JSON, CSV, Parquet, and XLS. We can push directly to AWS S3, Snowflake, BigQuery, or trigger Webhooks for real-time integration.
Yes. We can target the US, UK, and Canadian domains, normalising the data schema while capturing region-specific pricing and inventory availability.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off product catalogue dump or continuous inventory monitoring across all SKUs - we scope, build, and operate the pipeline.
