We extract product listings, pricing signals, inventory status, and variant matrices from titleboxing.com. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake.
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 titleboxing.com. All fields typed and schema-versioned.
"sku": "TB-GLV-102", "title": "Title Classic Leather Elastic Training Gloves", "brand": "Title Boxing", "category": "Gloves > Training", "base_price": 49.99, "average_rating": 4.6, "review_count": 312, "currency": "USD"
| # | sku | title | brand | category | base_price | currency |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Pricing Data objects from titleboxing.com. All fields typed and schema-versioned.
"sku": "TB-GLV-102", "base_price": 49.99, "sale_price": 39.99, "discount_pct": 20, "clearance_flag": false, "currency": "USD", "scrape_timestamp": "2026-08-14T10:05:00Z"
| # | sku | base_price | sale_price | discount_pct | clearance_flag | bulk_discount_available |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Variants & Specs objects from titleboxing.com. All fields typed and schema-versioned.
"variant_sku": "TB-GLV-102-16-RED", "parent_sku": "TB-GLV-102", "weight_oz": 16, "colour": "Red", "material": "Genuine Leather", "closure_type": "Hook and Loop", "stock_level": "In Stock"
| # | variant_sku | parent_sku | size | weight_oz | colour | material |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Reviews objects from titleboxing.com. All fields typed and schema-versioned.
"review_id": "REV-99281", "sku": "TB-GLV-102", "rating": 5, "reviewer_name": "John D.", "review_date": "2026-07-22", "verified_buyer": true, "title": "Great wrist support"
| # | review_id | sku | rating | reviewer_name | review_date | title |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Categories objects from titleboxing.com. All fields typed and schema-versioned.
"category_id": "CAT-GLV-01", "name": "Training Gloves", "breadcrumb": "Home > Gloves > Training Gloves", "parent_category": "Gloves", "total_products": 145, "url": "https://www.titleboxing.com/gloves/training-gloves", "scraped_at": "2026-08-14T10:00:00Z"
| # | category_id | name | breadcrumb | parent_category | url | total_products |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Titleboxing scraper parses complex variant matrices, capturing weight, size, and colour combinations alongside accurate stock levels and pricing.
Map every combination of glove weight (12oz, 14oz, 16oz) and colourway to its specific SKU and inventory status.
Track base prices against sale prices, capturing clearance flags and promotional discounts across the entire catalogue.
Monitor stock availability at the variant level to detect stockouts on popular sizes and weights.
Extract product ratings, review text, and verified buyer badges to analyse customer sentiment on durability and fit.
Isolate data by manufacturer, comparing Title Boxing in-house gear against Fighting Sports, Pro Mex, and Adidas.
Extract structured technical details including material composition, closure types, and padding technologies.
Capture size runs for trunks, jerseys, and protective gear, mapping available sizes against current stock levels.
Collect high-resolution image URLs for all product variants, useful for competitive visual analysis.
Receive only updated records. We hash previous runs and deliver precise diffs for price changes and new inventory.
Brief in. Clean data out.
Specify target categories, brands, or specific product URLs on titleboxing.com.
We configure extraction logic to handle variant hydration and JavaScript-rendered stock indicators.
We verify variant mappings, price accuracy, and null-rates against the live site.
Structured data is pushed to your preferred endpoint via S3, BigQuery, or Webhook.
Extracting data from Titleboxing requires navigating dynamic variant loading and bot mitigation.
E-commerce platforms often load variant details dynamically via JavaScript. We execute full browser sessions to trigger variant selection, ensuring we capture the exact price and stock level for a 16oz red glove versus a 12oz blue glove.
We navigate through paginated category structures, ensuring no SKUs are missed. Our crawlers respect site architecture while executing concurrent requests to minimise total run time.
We utilise residential proxies to distribute requests naturally, avoiding IP bans and rate limits enforced by standard e-commerce firewalls.
Product specifications vary between gloves, heavy bags, and apparel. We normalise these disparate fields into a consistent, queryable schema.
Instead of delivering the full 18K product catalogue every day, we identify state changes and deliver isolated updates for modified prices or stock levels.
Monitor Titleboxing's pricing strategies on third-party brands to inform your own retail pricing.
Analyse category depth and brand representation to identify gaps in the combat sports market.
Ensure Minimum Advertised Price compliance across distributed brands sold on the platform.
Track review velocity and average ratings to determine the most popular glove weights and styles.
Detect stockouts on high-demand items to optimise your own procurement and marketing spend.
Train machine learning models to categorise combat sports equipment based on titles and specifications.
"Titleboxing holds the definitive catalogue for combat sports equipment, but tracking variant-level pricing across thousands of SKUs requires dedicated infrastructure."
Extracting boxing equipment data involves navigating complex variant matrices where price and availability change based on glove weight and colour. DataFlirt manages the residential proxies and JavaScript rendering needed to capture accurate stock levels, allowing your team to focus on market analysis.
Everything supported by our titleboxing.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.
We utilise Scrapy for high-throughput request management and Playwright to render JavaScript, ensuring accurate extraction of dynamic product variants.
Traffic is routed through residential IP networks to mimic standard user behaviour, bypassing commercial firewall restrictions.
Pipelines are deployed on Kubernetes and scheduled via Apache Airflow, providing reliable execution and automated retry logic.
Data delivered to where your team already works — no new tooling required.
About titleboxing.com scraping, legality, and pipeline operations.
Ask us directly →Yes. Our pipeline interacts with the variant selectors on the product page to capture discrete prices and inventory levels for every available weight, such as 12oz, 14oz, and 16oz.
We support daily, weekly, or custom schedules. For price monitoring, daily runs are typical, capturing adjustments and new clearance items.
Yes. We extract the full text, star rating, reviewer name, and date for all product reviews across the site.
Items marked as out of stock are recorded with a specific inventory flag. We continue to monitor these URLs to detect when inventory is replenished.
We extract the high-resolution source URLs for all product images, including variant-specific images that change when a new colour is selected.
No. We only extract publicly available retail data. We do not access wholesale pricing or authenticated user areas.
20-minute scoping call. Pilot dataset within the week. Production within two. Specify your target categories and delivery frequency. We handle the proxies, parsing, and pipeline maintenance. Contact us to define your schema.
