We extract product specifications, designer attributions, upholstery matrices, and pricing from Design Within Reach. Delivered as clean JSON, CSV, or Parquet.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Product Specs objects from designwithinreach.com. All fields typed and schema-versioned.
"sku": "100142981", "title": "Eames Lounge Chair and Ottoman", "designer": "Charles and Ray Eames", "base_price": 6895.0, "currency": "USD", "materials": "Molded plywood shell; leather upholstery; aluminum base."
| # | sku | title | designer | collection | base_price | currency |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Variants & Upholstery objects from designwithinreach.com. All fields typed and schema-versioned.
"variant_sku": "100142981-WNT-MCL-BLK", "fabric_grade": "MCL Leather", "fabric_colour": "Black", "frame_finish": "Walnut", "variant_price": 7495.0, "in_stock": true
| # | parent_sku | variant_sku | fabric_grade | fabric_colour | frame_finish | variant_price |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Designer Profiles objects from designwithinreach.com. All fields typed and schema-versioned.
"name": "Charles and Ray Eames", "origin_country": "USA", "active_years": "1940-1978", "product_count": 84, "collections": "['Eames Lounge', 'Eames Molded Plastic', 'Eames Aluminum Group']", "profile_image_url": "https://images.dwr.com/designers/eames.jpg"
| # | designer_id | name | bio | origin_country | active_years | collections |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Inventory & Shipping objects from designwithinreach.com. All fields typed and schema-versioned.
"sku": "100142981-WNT-MCL-BLK", "stock_status": "In Stock", "lead_time_weeks": 2, "white_glove_eligible": true, "shipping_tier": "Oversized Delivery", "returnable": true
| # | sku | stock_status | lead_time_weeks | white_glove_eligible | shipping_tier | returnable |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Media Assets objects from designwithinreach.com. All fields typed and schema-versioned.
"sku": "100142981", "primary_image": "https://images.dwr.com/products/eames_lounge_main.jpg", "model_3d_url": "https://assets.dwr.com/3d/eames_lounge.gltf", "tear_sheet_pdf": "https://assets.dwr.com/pdf/eames_lounge_tearsheet.pdf", "gallery_images": "['img1.jpg', 'img2.jpg', 'img3.jpg']", "fabric_swatches": "['swatch_blk_mcl.jpg']"
| # | sku | primary_image | gallery_images | lifestyle_images | model_3d_url | fabric_swatches |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our DWR scraper handles complex product relationships: nested upholstery grades, dynamic pricing calculations, designer taxonomy, and dimensional specifications.
Capture exact measurements, weight, and spatial requirements for interior planning.
Parse complex variant trees including fabric grades, leather types, and frame finishes.
Extract designer bios, studio origins, and collection hierarchies.
Track price changes across thousands of fabric and finish permutations.
Monitor stock status and estimated shipping weeks per variant configuration.
Extract URLs for primary imagery, lifestyle shots, and fabric swatches.
Capture available 3D room planner assets and downloadable tear sheets.
Extract detailed material compositions and maintenance instructions.
Scrape aggregated customer ratings and individual review text.
Map products across seating, lighting, outdoor, and workspace categories.
Brief in. Clean data out.
Provide target categories, designer names, or specific collections.
We configure Scrapy crawlers, proxy pools, and variant enumeration logic.
Schema validation, null-rate checks, and variant price accuracy testing.
JSON, CSV, or Parquet pushed to your S3 bucket or Snowflake stage.
DWR relies on dynamic JavaScript to render thousands of fabric and finish combinations. Here is how we extract every permutation reliably.
DWR product pages load variant pricing via client-side JavaScript. We use Playwright to execute and capture the full state object.
A single sofa can have 400+ fabric and leg combinations. Our crawlers iterate through the configuration matrix to extract every price point.
We isolate high-resolution image endpoints, 3D model URLs, and PDF tear sheets without triggering massive bandwidth overhead.
We distribute requests across US residential proxies to avoid Akamai bot mitigation blocks during deep catalogue crawls.
Dimensions are often mixed text. We parse and normalise inches, centimetres, and weight into queryable numeric fields.
High-end furniture retailers monitor DWR pricing across fabric grades to adjust their own premium assortments.
Procurement platforms ingest DWR specifications to populate trade catalogues and room planning software.
Market researchers analyse the prevalence of specific materials, colours, and designer collaborations.
Supply chain analysts track DWR shipping estimates to gauge global furniture manufacturing delays.
Spatial computing and AR companies index DWR product dimensions and 3D model availability for virtual staging.
B2B procurement teams compare public retail pricing against historical trade discounts.
"Design Within Reach presents a unique extraction challenge: a single product URL often hides hundreds of distinct SKUs, each with unique pricing, lead times, and materials."
Extracting high-end furniture data requires more than simple HTML parsing. The real value lies in the variant matrices. Capturing every fabric grade, leather tier, and frame finish permutation demands full browser rendering and careful state management. DataFlirt handles this complexity, delivering a fully expanded, relational dataset of every possible configuration.
Everything supported by our designwithinreach.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.
Custom Scrapy middlewares designed to traverse deep product configuration trees without missing variants.
US-based residential proxy pools combined with realistic TLS fingerprinting to bypass edge security.
AWS Lambda and ECS clusters scale horizontally to process thousands of JavaScript-heavy pages concurrently.
Data delivered to where your team already works — no new tooling required.
About designwithinreach.com scraping, legality, and pipeline operations.
Ask us directly →Yes. Our crawlers interact with the DWR configuration matrix to expose and extract pricing, lead times, and SKUs for every available upholstery and frame option.
We extract the raw dimensional text and parse it into structured numeric fields (width, depth, height, seat height) to enable spatial querying.
Yes. We maintain a relational mapping between individual products, collections, and the specific designers or studios that created them.
No. We extract publicly available retail pricing. DWR Contract or Trade pricing requires authenticated sessions, which we do not support.
For full catalogue sweeps, we typically run weekly or daily pipelines. For specific high-priority SKUs, we can configure hourly stock and price monitoring.
We extract the direct URLs to available 3D assets, CAD files, and PDF tear sheets for downstream download by your systems.
Our pipelines use resilient fallback selectors and API interception where possible. If a layout change breaks extraction, our monitoring flags the anomaly and our engineers patch the schema within SLA parameters.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off catalogue export or continuous tracking of furniture lead times and pricing. We build and maintain the infrastructure.
