We extract product configurations, ergonomic specifications, fabric grades, lead times, and pricing tiers from Herman Miller. 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 Base Models objects from hermanmiller.com. All fields typed and schema-versioned.
"model_id": "AER1B23DWALB", "name": "Aeron Chair", "collection": "Office Chairs", "designer": "Bill Stumpf and Don Chadwick", "base_price": 1275.0, "warranty_years": 12, "weight_capacity": 350, "sustainability_rating": "Cradle to Cradle Certified Silver"
| # | model_id | name | collection | designer | base_price | category |
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Complete list of extractable fields for Configuration Options objects from hermanmiller.com. All fields typed and schema-versioned.
"config_id": "CFG-AER-8492", "base_model_id": "AER1B23DWALB", "frame_finish": "Graphite", "base_finish": "Polished Aluminum", "caster_type": "Multi-Surface with Quiet Roll", "back_support_type": "PostureFit SL", "size_variant": "Size B (Medium)", "price_delta": 195.0
| # | config_id | base_model_id | frame_finish | base_finish | caster_type | armpad_upholstery |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Materials & Fabrics objects from hermanmiller.com. All fields typed and schema-versioned.
"material_id": "MAT-8Z-PELLICLE", "name": "8Z Pellicle", "grade": "Category 1", "colour_family": "Mineral", "composition": "56% Elastomeric, 44% Polyester", "abrasion_rating": "200,000 double rubs", "cleaning_code": "W-S", "image_url": "https://images.hermanmiller.com/materials/8z-mineral.jpg"
| # | material_id | name | grade | colour_family | composition | abrasion_rating |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Pricing & Lead Times objects from hermanmiller.com. All fields typed and schema-versioned.
"sku": "AER1B23DWALBG1G1G1BBBK23103", "base_price": 1275.0, "configured_price": 1805.0, "currency": "USD", "lead_time_weeks": 4, "in_stock": true, "quick_ship_eligible": false, "price_timestamp": "2026-05-12T09:14:00Z"
| # | sku | base_price | configured_price | currency | discount_applied | lead_time_weeks |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Dealer & Showroom Data objects from hermanmiller.com. All fields typed and schema-versioned.
"dealer_id": "DLR-4921", "name": "Design Within Reach", "type": "Retail Store", "city": "San Francisco", "state": "CA", "zip_code": "94103", "latitude": 37.7694, "longitude": -122.4043
| # | dealer_id | name | type | address | city | state |
|---|---|---|---|---|---|---|
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Our Herman Miller scraper handles the complex 3D product configurator, dynamic pricing updates, fabric grade catalogues, and dealer network mapping — with full JavaScript execution to capture state changes.
State capture for every frame, base, and caster combination. We extract the full matrix of valid configurations directly from the frontend application state.
Extract grades, colourways, and technical specifications including abrasion ratings, cleaning codes, and composition percentages.
Track base price versus configured price. Capture price deltas for premium finishes, upgraded casters, and specialized ergonomic additions.
Capture Quick Ship eligibility versus standard lead times. Track how specific fabric choices or frame finishes impact delivery schedules.
Extract highly structured dimensional data: seat height ranges, seat depth, tilt angles, and weight capacities for every chair size.
Scrape authorized dealer locations, showroom coordinates, and contact data across global regions.
Extract specialized specifications and pricing for the Logitech G collaboration line, including the Embody Gaming Chair variants.
Parse recycled content percentages, ocean-bound plastic usage metrics, and sustainability certifications per product line.
Extract standard 12-year warranty terms, component exclusions, and shift-usage clauses per SKU.
Capture high-resolution renders and material texture URLs for every possible chair configuration.
Brief in. Clean data out.
Provide base models, configuration parameters, or dealer regions. We design the extraction schema together.
We configure Playwright to navigate the 3D configurator, intercept API payloads, and extract full state variations.
Schema validation, price anomaly checks, and image URL verification before full launch.
JSON / CSV / Parquet pushed to your S3 bucket or Snowflake stage on agreed cadence.
Extracting data from a highly dynamic, WebGL-heavy configurator requires specialized infrastructure. Here is how we do it.
The Herman Miller configurator relies on complex client-side state. We intercept the underlying GraphQL and REST API calls that populate the configurator, extracting the raw JSON pricing matrix rather than attempting to scrape the WebGL canvas.
Base prices update dynamically based on user selections. We run headless Playwright sessions to trigger configuration changes, wait for price hydration, and capture the final configured price and lead time.
Material swatches are critical for B2B procurement and interior design. We map the high-resolution texture URLs to their corresponding material IDs, ensuring your database has the visual assets required for rendering.
For massive combinatorial catalogues, we maintain a hash index of last-seen values per configuration. Subsequent runs only push diffs, reducing storage bloat and downstream processing load.
Deep crawls of the configurator matrix generate high request volumes. Our crawlers use residential ISP proxies with realistic browser fingerprints to distribute the load and prevent IP bans.
Office furniture brands monitor Aeron and Embody pricing tiers to position their own ergonomic seating lines.
Enterprise buyers track lead times across different fabric grades to optimise delivery schedules for office fit-outs.
Ingest accurate dimensions, material specs, and 3D assets for spatial planning software and virtual staging.
Analysts track material trends, fabric grade popularity, and the expansion of the gaming chair portfolio.
Brands monitor authorized dealer pricing across the network to identify MAP violations and grey market sellers.
Correlate lead time shifts on specific frame finishes or materials with global supply chain constraints.
"Herman Miller's product catalogue is essentially a massive combinatorial matrix. Extracting the pricing and lead time for every possible Aeron configuration requires executing millions of state changes."
Most teams fail at scraping premium furniture sites because the data is buried in complex React configurators and WebGL canvases. Standard HTTP clients return blank pages. DataFlirt uses distributed Playwright clusters to interact with the configurator exactly like a human buyer, capturing the underlying JSON state and API responses for every selected fabric, caster, and tilt mechanism.
Everything supported by our hermanmiller.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.
Playwright handles complex JavaScript rendering and API interception required to extract the combinatorial pricing matrix from the frontend configurator.
We maintain pools of residential ISP proxies to distribute crawl load across the configurator matrix, preventing IP bans and rate limiting.
Pipelines run on AWS Lambda and ECS. 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 hermanmiller.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available pricing, material, and configuration data is generally permissible. DataFlirt targets only public, non-authenticated product information. We do not extract personal data or circumvent B2B authentication walls. Clients should review terms of service and consult legal counsel for specific use cases.
We do not scrape the WebGL canvas. Instead, we use Playwright to intercept the underlying API payloads and React state hydration. This allows us to extract the clean JSON pricing matrix for every possible configuration combination.
Yes. Lead times update dynamically based on material selection. Our pipeline captures the estimated shipping window for the exact configuration requested, differentiating between Quick Ship and standard production runs.
For targeted SKU lists, we can run daily or hourly pipelines. Full catalogue refreshes across every possible configuration combination typically run weekly due to the massive matrix size.
No. B2B contract pricing requires corporate authentication and negotiated rate cards. We extract the standard retail pricing and public promotional discounts available on the public storefront.
Yes. We extract the image URLs for every fabric grade, frame finish, and caster type, mapping them directly to the material ID in the structured data output.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off catalogue dump or a continuous lead time monitoring feed across the Aeron portfolio — we scope, build, and operate the pipeline. Tell us what you need.
