We extract equipment specifications, pricing signals, inventory availability, and dealer locations from York Barbell. 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 Products objects from yorkbarbell.com. All fields typed and schema-versioned.
"sku": "32110", "title": "7' International Men's Needle Bearing Olympic Bar", "category": "Bars", "price": 350.0, "weight_lbs": 44.0, "in_stock": true, "url": "https://yorkbarbell.com/product/..."
| # | sku | title | category | price | weight_lbs | material |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Pricing & Inventory objects from yorkbarbell.com. All fields typed and schema-versioned.
"sku": "32110", "base_price": 350.0, "sale_price": 350.0, "currency": "USD", "stock_status": "In Stock", "scraped_at": "2026-05-12T09:14:00Z"
| # | sku | base_price | sale_price | currency | stock_status | stock_quantity |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Dealer Locations objects from yorkbarbell.com. All fields typed and schema-versioned.
"dealer_id": "D-8492", "name": "Elite Fitness Equipment", "city": "Columbus", "state": "OH", "phone": "614-555-0192", "latitude": 39.9612, "longitude": -82.9988
| # | dealer_id | name | address | city | state | zip_code |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Specifications objects from yorkbarbell.com. All fields typed and schema-versioned.
"sku": "54004", "length_in": 68.5, "width_in": 48.0, "height_in": 90.0, "weight_capacity_lbs": 1500, "finish_type": "Powder Coat"
| # | sku | length_in | width_in | height_in | weight_capacity_lbs | finish_type |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Categories objects from yorkbarbell.com. All fields typed and schema-versioned.
"category_id": "cat-plates", "name": "Olympic Plates", "parent_category": "Free Weights", "url": "https://yorkbarbell.com/category/...", "product_count": 42, "meta_title": "Olympic Weight Plates | York Barbell"
| # | category_id | name | parent_category | url | product_count | description |
|---|---|---|---|---|---|---|
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Our pipeline handles variable product templates, nested variants for weight plates, and dealer locator mapping—delivering structured data without the maintenance overhead.
Extract data across all categories: bars, plates, racks, dumbbells, and functional training equipment.
Normalise inconsistent spec tables into structured fields for knurling, grip diameter, tensile strength, and dimensions.
Monitor stock availability, backorder status, and lead times across the entire product range.
Extract full contact details, coordinates, and operating hours for authorised York Barbell dealers.
Track base prices versus sale prices, capturing discounting behaviour over time.
Link replacement parts and accessories to their parent equipment models.
Identify and index URLs for product assembly manuals and warranty documentation.
Maintain the exact site taxonomy, distinguishing between commercial and residential equipment lines.
Run daily or weekly diffs to capture newly added products and discontinued lines.
Brief in. Clean data out.
Select target categories, dealer regions, or specific product lines. We design the extraction schema together.
We configure crawlers to handle York Barbell's site structure, variant dropdowns, and pagination.
Schema validation, null-rate checks, and normalisation of dimensional data before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Extracting data from established manufacturers requires normalising highly variable product templates and complex variant trees.
Weight plates and dumbbells are often listed as massive variant trees under a single parent URL. Our pipeline executes JavaScript to iterate through every weight increment, capturing the specific SKU, price, and stock status for each variant.
Product descriptions on older eCommerce sites lack strict formatting. We use regex and NLP parsers to extract dimensional data (length, width, height, weight) from free-text descriptions and inconsistent HTML tables into strongly typed fields.
Store locators rely on dynamic map rendering. We intercept the underlying API requests to extract exact latitude/longitude coordinates and contact details for the entire dealer network in a single pass.
For inventory tracking, we maintain a hash index of last-seen values per field. Subsequent runs only push diffs—reducing compute cost and downstream processing load. You get a clean changelog of stock movements.
We monitor for 404 responses and category removals to accurately flag discontinued products, ensuring your database reflects the active catalogue.
Fitness equipment brands monitor York Barbell's pricing strategies across free weights and strength machines.
Commercial gym chains automate the extraction of equipment specs and pricing for facility planning.
Distributors track stock availability signals to anticipate supply chain bottlenecks.
Market researchers map the geographic distribution of York Barbell dealers to identify underserved regions.
Workout tracking applications import exact barbell and plate specifications for accurate load calculations.
Analysts track catalogue expansion and product discontinuation to gauge manufacturer focus areas.
"York Barbell's catalogue contains decades of equipment specifications and pricing data, but extracting it requires navigating inconsistent product templates."
Fitness equipment manufacturers often rely on legacy eCommerce platforms with heavily fragmented product templates. DataFlirt normalises variable specifications—like barbell tensile strength or rack dimensions—into a unified schema, absorbing the parsing complexity so your team receives clean, queryable data.
Everything supported by our yorkbarbell.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 for variant dropdowns and map interfaces.
We route requests through residential ISP proxies to ensure consistent access and avoid IP bans during full catalogue crawls.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting.
Data delivered to where your team already works — no new tooling required.
About yorkbarbell.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available pricing, specifications, and dealer information is generally permissible. We target only public, non-authenticated data and do not circumvent login walls for wholesale pricing.
Our crawlers interact with the JavaScript dropdowns on the product page to iterate through every weight increment, capturing the specific SKU, price, and availability for each variant independently.
We extract the direct URLs to the PDF documents and associate them with the parent SKU. We do not currently parse the internal text of the PDFs.
Pipelines can be configured to run daily or weekly depending on your requirements. We capture the exact stock status displayed on the site at the time of the crawl.
Yes. We intercept the backend API requests used by the dealer map to extract the complete list of authorised dealers, including addresses and coordinates.
We provide managed pipelines starting with weekly deliveries of the full catalogue. Contact us for a specific quote based on your required update frequency.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off catalogue extraction or continuous inventory monitoring—we scope, build, and operate the pipeline. Tell us what you need.
