SYSTEM all green source bolia.com queue 12,403 pages p99 latency 185ms dataflirt.com · scraper/bolia-com
RUN . 14 active pipelines . bolia.com live

Bolia data,
at warehouse scale.

We extract configurable furniture listings, fabric combinations, pricing matrices, and designer portfolios from Bolia. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
4,192 /run
Variants mapped
312,841 /run
Store inventories
74 /day
Active pipelines
14
Uptime
99.94%
Data Dictionary

Every field we extract from bolia.com

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 bolia.com. All fields typed and schema-versioned.

product_idtitlecategorysub_categorybase_pricecurrencydesignerdescriptioncare_instructionswarranty_yearssustainability_certurl
product_listings
● 200 OK
"product_id": "01-042-01",
"title": "Scandinavia Sofa",
"category": "Sofas",
"base_price": 2499.0,
"currency": "EUR",
"designer": "Glismand & Rud",
"warranty_years": 10
# product_idtitlecategorysub_categorybase_pricecurrency
1
2
3

Complete list of extractable fields for Variant Configurations objects from bolia.com. All fields typed and schema-versioned.

variant_idproduct_idfabric_typecolourleg_materialseating_comfortpricein_stocklead_time_weeksimage_urlsweight_kgvolume_m3
variant_configurations
● 200 OK
"variant_id": "01-042-01_12",
"fabric_type": "Baize",
"colour": "Sand",
"leg_material": "Oiled Oak",
"price": 2899.0,
"lead_time_weeks": 4,
"in_stock": true
# variant_idproduct_idfabric_typecolourleg_materialseating_comfort
1
2
3

Complete list of extractable fields for Designer Profiles objects from bolia.com. All fields typed and schema-versioned.

designer_idnamestudio_locationbioquoteproduct_countactive_collectionsawardsportrait_urlprofile_url
designer_profiles
● 200 OK
"designer_id": "dsg-42",
"name": "Glismand & Rud",
"studio_location": "Denmark",
"product_count": 45,
"active_collections": "['Scandinavia', 'Cosh']",
"awards": "['German Design Award']"
# designer_idnamestudio_locationbioquoteproduct_count
1
2
3

Complete list of extractable fields for Showroom Inventory objects from bolia.com. All fields typed and schema-versioned.

store_idstore_namecountrycityaddresszip_codephoneopening_hoursdisplay_modelsclick_and_collectcoordinates
showroom_inventory
● 200 OK
"store_id": "st-19",
"store_name": "Bolia Copenhagen",
"city": "Copenhagen",
"country": "Denmark",
"display_models": "['01-042-01', '02-101-05']",
"click_and_collect": true
# store_idstore_namecountrycityaddresszip_code
1
2
3

Complete list of extractable fields for Dimensions & Specs objects from bolia.com. All fields typed and schema-versioned.

product_idwidth_cmdepth_cmheight_cmseat_height_cmseat_depth_cmarmrest_height_cmmax_weight_capacity_kgassembly_requiredpackaging_dimensionstest_certifications
dimensions_& specs
● 200 OK
"product_id": "01-042-01",
"width_cm": 233,
"depth_cm": 90,
"height_cm": 80,
"seat_height_cm": 45,
"assembly_required": false
# product_idwidth_cmdepth_cmheight_cmseat_height_cmseat_depth_cm
1
2
3

Capabilities

Complete extraction of Bolia product matrices

Our Bolia scraper handles complex product configurations, dynamic pricing based on fabric choices, and showroom availability. We execute JavaScript to render the full variant matrix.

Full Product Extraction

Title, base price, dimensions, and designer attribution captured for every base model in the catalogue.

Variant Matrix Mapping

Extract all combinations of fabrics, colours, legs, and comfort options with their respective price modifiers.

Dynamic Pricing Capture

Record exact pricing for specific configurations, including currency normalisation across European regions.

Showroom Availability

Track display models and stock levels across all physical retail locations and flagship stores.

Designer Intelligence

Extract designer bios, studio locations, and full portfolios linked directly to product catalogues.

Sustainability Metrics

Capture FSC certifications, OEKO-TEX standards, and carbon footprint data where available on the product page.

Asset & 3D Model Links

Extract high-resolution image URLs, AR file links, and CAD model endpoints exposed in the frontend.

Delivery Lead Times

Monitor dynamic production and delivery timeframes based on selected configurations and material availability.

Multi-Region Support

Scrape localised sites for Denmark, Germany, UK, and other European markets to track geographic pricing strategies.

// engagement pipeline

From product URL to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target categories, designer names, or region codes. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Playwright crawlers to handle Bolia SPA navigation and variant matrix hydration.

Validation & QA
d 4–6

Schema validation, null-rate checks, and configuration-price matching before full launch.

Delivery
ongoing

JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.

Under the hood

Handling Bolia frontend complexity

Bolia uses a modern Single Page Application with heavy JavaScript rendering for product configurations. Here is how we extract complete data matrices without missing variants.

pipeline-monitor · bolia.com · live ● active
// fingerprinting
Identity rotation
TLS fingerprintrandomised
User-agentrotated
IP poolresidential
Challenges blocked0
// pagination
Page coverage
48,291 pages queued running
// observability
Pipeline health
99.9%
uptime
142ms
p99 lat
0.3%
null rate
2
alerts
JavaScript rendering
Full Playwright execution for SPA content

Bolia product configurators require full JavaScript execution to expose pricing and lead times for specific fabric and leg combinations. Headless HTTP clients miss this data entirely.

Variant expansion
Matrix iteration logic

A single sofa can have hundreds of valid configurations. Our crawlers iterate through the configuration API to extract the complete price and SKU matrix for every possible material choice.

Localisation handling
Region-specific routing

Pricing and availability change drastically between the German, Danish, and UK sites. We route requests through region-specific residential proxies to capture accurate local data.

Asset extraction
High-resolution media mapping

We parse the gallery state to map specific fabric images to their corresponding variant IDs, ensuring your visual data matches the exact configuration.

API interception
Direct backend querying

Where possible, we intercept Bolia frontend API calls to extract clean JSON payloads for stock levels and store locations, bypassing fragile DOM parsing.

Applications

Who uses Bolia data and how

Teams across industries use bolia.com data to build competitive products and smarter operations.

01
Competitor Price Tracking

Premium furniture retailers monitor Bolia pricing matrices across regions to adjust their own positioning and discount strategies.

02
Trend Analysis

Interior design analysts track fabric popularity, colour introductions, and material shifts in new collections.

03
Market Expansion

Retailers analyse Bolia showroom distribution and product availability to identify underserved European markets.

04
Supply Chain Intelligence

Manufacturers monitor delivery lead times across different product categories to gauge production capacity and material shortages.

05
Designer Portfolio Tracking

Agencies track collaborations between specific designers and Bolia to measure market impact and output.

06
Sustainability Benchmarking

Brands extract FSC and OEKO-TEX certification rates across the Bolia catalogue to benchmark their own environmental goals.

Why DataFlirt

"Bolia product configurations represent a massive matrix of pricing and material data. Extracting this requires deep iteration, not just surface scraping."

Most off-the-shelf scrapers fail on Bolia because they only capture the base model price. DataFlirt executes the full JavaScript configurator, iterates through every valid combination of fabric, colour, and material, and delivers the complete mathematical matrix of their catalogue.

Technical Spec

Bolia scraper technical capabilities

Everything supported by our bolia.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

JavaScript rendering
Full Playwright sessions for product configurator execution
Supported
Variant matrix expansion
Iterative extraction of all fabric and material combinations
Supported
Multi-region pricing
Extraction across DE, DK, UK, FR, NO local sites
Supported
API interception
Direct capture of stock and showroom GraphQL endpoints
Supported
3D asset links
Extraction of USDZ and GLTF model URLs
Supported
Showroom stock
Real-time query of display models per physical store
Supported
Change detection
Hash-based diffing for pricing and lead time updates
Supported
B2B Trade Pricing
Discounted pricing matrices requiring a verified Bolia Trade login
Partial
Customer Order History
Past purchases and invoice data locked behind user authentication
Partial
Infrastructure

Infrastructure powering the Bolia pipeline

Open-source tooling on proven cloud infra — no vendor lock-in, full observability.

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheusGraphQL
SPA Orchestration

Playwright handles the initial application load, while custom middleware intercepts the configuration API calls to extract variant matrices directly.

Proxy Localisation

We route traffic through residential IPs matching the target Bolia region to prevent currency and availability redirection.

Matrix Deduplication

Airflow pipelines process the massive variant datasets, using Redis to deduplicate overlapping configurations and Postgres to store the normalised schemas.

Output & Delivery

Your data, your destination

Data delivered to where your team already works — no new tooling required.

JSON
Nested structures ideal for representing base products and variant arrays
CSV
Flat files with denormalised variant rows for spreadsheet analysis
XLS
Excel format with separated tabs for products, variants, and designers
Parquet
Columnar format for efficient querying in BigQuery or Snowflake
AWS S3
Direct delivery to your cloud storage buckets
Webhook
HTTP POST for real-time stock or price change alerts
API
RESTful endpoints to query the extracted Bolia dataset on demand
PostgreSQL
Direct upsert into your relational database schema
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About bolia.com scraping, legality, and pipeline operations.

Ask us directly →
Do you extract all possible fabric and colour combinations?

Yes. We iterate through the Bolia configurator to map every valid combination of fabric, colour, leg style, and seating comfort, capturing the specific price for each.

Can you track pricing across different European countries?

Absolutely. We use region-specific residential proxies to access Bolia local sites, capturing accurate local currency pricing and availability for markets like Germany, Denmark, and the UK.

How do you handle delivery lead times?

Lead times on Bolia change dynamically based on the selected fabric and manufacturing capacity. Our scraper captures the estimated delivery weeks for each specific variant configuration.

Is designer information included?

Yes. We extract the designer attribution for each product and can also scrape the dedicated designer profile pages, including their bio, studio location, and full product portfolio.

Do you capture 3D models and AR files?

We extract the URLs for the 3D assets exposed in the frontend code, allowing your team to download the models directly into your own systems.

Can you bypass the Bolia Trade login?

No. We only extract publicly available retail pricing and product data. We do not circumvent authentication walls to access B2B trade discounts or user account data.

How frequently can the variant matrix be updated?

Due to the massive size of the complete variant matrix, we typically recommend weekly full-catalogue refreshes, with daily monitoring restricted to specific high-priority base models or showroom inventories.

$ dataflirt scope --new-project --source=bolia.com ready

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off extraction of designer portfolios or a continuous feed of European furniture pricing matrices, we build and operate the pipeline. Tell us what you need.

hello@dataflirt.com · Bengaluru · IST · typical reply < 4h
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