SYSTEM all green source interiordesign.net queue 12,841 pages p99 latency 318ms dataflirt.com · scraper/interiordesign-net
RUN - 42 active pipelines - interiordesign.net live

Architecture data,
at warehouse scale.

We extract project portfolios, product specifications, firm intelligence, and high-resolution image metadata from interiordesign.net. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Projects extracted
14.2K /month
Product records
89.5K /run
Firm profiles
8.1K /run
Active pipelines
42
Uptime
99.94%
Data Dictionary

Every field we extract from interiordesign.net

Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.

Complete list of extractable fields for Architectural Projects objects from interiordesign.net. All fields typed and schema-versioned.

project_idtitlefirm_namelocationcategorycompletion_yearsquare_footageclient_typematerials_usedimage_urlsarticle_textpublish_date
architectural_projects
● 200 OK
"project_id": "PRJ-99281",
"title": "Minimalist Office HQ",
"firm_name": "Gensler",
"location": "New York, NY",
"category": "Commercial Office",
"completion_year": 2025,
"square_footage": 45000,
"publish_date": "2026-02-14"
# project_idtitlefirm_namelocationcategorycompletion_year
1
2
3

Complete list of extractable fields for Product Directory objects from interiordesign.net. All fields typed and schema-versioned.

product_idnamemanufacturerdesignercategorysub_categorymaterialsdimensionscertificationsimage_urlsproduct_url
product_directory
● 200 OK
"product_id": "PROD-4412",
"name": "Aeron Chair Remastered",
"manufacturer": "Herman Miller",
"category": "Furniture",
"sub_category": "Seating",
"materials": "['Mesh', 'Recycled Aluminum', 'Plastic']",
"product_url": "https://interiordesign.net/products/aeron-chair"
# product_idnamemanufacturerdesignercategorysub_category
1
2
3

Complete list of extractable fields for Firm Profiles objects from interiordesign.net. All fields typed and schema-versioned.

firm_idnamelocationwebsiteprincipal_architectsstaff_sizespecialtiesawardsproject_urlscontact_emailphone
firm_profiles
● 200 OK
"firm_id": "FIRM-882",
"name": "Perkins&Will",
"location": "Chicago, IL",
"website": "perkinswill.com",
"principal_architects": "['Ralph Johnson', 'Joan Soranno']",
"specialties": "['Healthcare', 'Higher Education', 'Corporate']",
"staff_size": "1000+"
# firm_idnamelocationwebsiteprincipal_architectsstaff_size
1
2
3

Complete list of extractable fields for Best of Year Awards objects from interiordesign.net. All fields typed and schema-versioned.

award_yearcategorywinner_nameproject_or_productfirm_namelocationdescriptionimage_urlscommendations
best_of year awards
● 200 OK
"award_year": 2025,
"category": "Hospitality: Boutique Hotel",
"winner_name": "The Kyoto Retreat",
"project_or_product": "Project",
"firm_name": "Kengo Kuma and Associates",
"location": "Kyoto, Japan",
"commendations": "['Honoree: Aman New York']"
# award_yearcategorywinner_nameproject_or_productfirm_namelocation
1
2
3

Complete list of extractable fields for Industry News objects from interiordesign.net. All fields typed and schema-versioned.

article_idheadlineauthorpublish_datecategorytagsbody_textfeatured_imageembedded_links
industry_news
● 200 OK
"article_id": "ART-77123",
"headline": "Milan Design Week 2026 Preview",
"author": "Cindy Allen",
"publish_date": "2026-03-10",
"category": "Events",
"tags": "['Salone del Mobile', 'Milan', 'Furniture']",
"featured_image": "https://cdn.interiordesign.net/milan-preview.jpg"
# article_idheadlineauthorpublish_datecategorytags
1
2
3

Capabilities

Extract the architecture layer

Our interiordesign.net scraper handles complex editorial layouts, infinite scroll galleries, and dynamic React components to deliver structured project and product metadata.

Project Portfolios

Extract full project specifications including square footage, location, principal designers, and client types from editorial features.

Product & Material Data

Capture furniture, lighting, and textile specifications including manufacturer details, dimensions, and material compositions.

High-Resolution Assets

Bypass thumbnails to extract uncompressed, high-resolution image URLs directly from the underlying CDN.

Firm Intelligence

Scrape principal architects, contact information, website URLs, and historical project portfolios for thousands of design firms.

Best of Year Awards

Compile historical award winners and honorees across all categories, mapping winning projects back to their design firms.

Infinite Scroll Handling

Playwright handles dynamic lazy-loading and React-based image carousels that standard HTTP clients miss.

Article & Trend Analysis

Extract editorial content, author metadata, publish dates, and tag taxonomies for NLP and trend analysis.

Entity Cross-Referencing

Link products mentioned in articles directly to their manufacturer profiles and project galleries.

Scheduled Syncs

Run pipelines daily or weekly to capture new project publications and award announcements automatically.

// engagement pipeline

From URL list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide project categories, product types, or firm directories. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, session management, and CAPTCHA handling for interiordesign.net.

Validation & QA
d 4–6

Schema validation, null-rate checks, image URL verification, and sample records before full launch.

Delivery
ongoing

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

Under the hood

How our architecture pipeline handles the hard parts

Editorial sites like interiordesign.net present unique scraping challenges due to inconsistent layouts and heavy media assets. Here is how we engineer around them.

pipeline-monitor · interiordesign.net · 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
Image CDN extraction
Capturing original high-res assets

Editorial platforms serve compressed thumbnails to browsers. We parse the frontend application state and CDN parameters to reconstruct and extract the original, uncompressed image URLs required for AI training or mood board applications.

Javascript galleries
Hydrating React components

Project images are often hidden behind interactive carousels. We run full Playwright browser sessions to trigger JavaScript events, ensuring every image in a 50-slide gallery is captured and mapped to its caption.

Schema stability
Normalising editorial layouts

Unlike eCommerce sites, editorial articles lack strict DOM templates. We use multi-layered fallback chains and NLP-assisted parsing to extract structured metadata (like square footage or location) from free-text paragraphs.

Pagination
Handling infinite scroll APIs

Category pages and firm directories rely on infinite scroll. We intercept the underlying XHR/GraphQL requests to paginate through tens of thousands of records efficiently without rendering the full DOM.

Rate limiting
Managing request concurrency

Heavy media sites throttle aggressive crawlers. We distribute requests across residential IP pools and throttle concurrency to maintain pipeline stability without triggering WAF blocks.

Applications

Who uses design data - and how

Teams across industries use interiordesign.net data to build competitive products and smarter operations.

01
Trend Forecasting

Design agencies analyse material specifications and colour palettes across thousands of new projects to predict macro trends.

02
Competitor Intelligence

Architecture firms track peer projects, client types, and award wins to benchmark their market position.

03
Lead Generation

Material suppliers and furniture manufacturers extract firm contact details to target architects specifying similar products.

04
AI Image Training

Machine learning teams use high-quality interior images and their associated metadata captions to train diffusion models.

05
Product Market Fit

Manufacturers track which specific product lines are being specified in high-end commercial versus residential projects.

06
Market Research

Real estate analysts track commercial office completion volumes and square footage metrics published in project features.

Why DataFlirt

"Interiordesign.net holds the definitive visual and metadata record for commercial and residential architecture, but extracting structured data from heavily editorialised layouts requires precise engineering."

Most teams fail at extracting design data because they rely on simple HTTP requests that miss lazy-loaded galleries and high-resolution CDN assets. DataFlirt executes full browser sessions to hydrate React components, map product specifications to project images, and normalise inconsistent editorial schemas into clean, queryable warehouse tables.

Technical Spec

Interiordesign.net scraper - technical capabilities

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

JavaScript rendering
Full Playwright sessions required for interactive image galleries and lazy-loaded assets
Supported
High-res image URLs
Extraction of original CDN links rather than compressed thumbnails
Supported
Pagination & infinite scroll
Intercepting XHR requests for deep category extraction
Supported
Cross-linked entities
Mapping products and firms mentioned within editorial project text
Supported
Award history extraction
Parsing historical Best of Year award tables and honoree lists
Supported
Change detection (diffs)
Hash-based diff to only emit new articles or updated firm profiles
Supported
Webhook delivery
HTTP POST per record for real-time downstream processing
Supported
Residential proxy rotation
ISP-grade residential IPs to bypass rate limits on media-heavy pages
Supported
Premium magazine PDF downloads
Requires active paid subscription credentials to access digital print issues
Partial
User saved mood boards
Private user collections and saved items are authenticated and inaccessible
Partial
Infrastructure

Infrastructure powering the architecture pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy handles crawl orchestration, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across US/UK regions. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.

Cloud-Native Orchestration

Pipelines run on AWS Lambda (burst) and ECS (sustained). Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested - schema versioned per run
CSV
Flat file with typed columns - Excel/Sheets compatible
XLS
Native Excel format for immediate business analyst use
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery - compatible with any data lake
Webhook
HTTP POST per record for real-time downstream processing
API
REST endpoints to query your extracted datasets
PostgreSQL
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About interiordesign.net scraping, legality, and pipeline operations.

Ask us directly →
Is scraping interiordesign.net legal?

Scraping publicly available information from interiordesign.net is generally permissible under applicable law. DataFlirt targets only public, non-authenticated project, product, and firm data. We do not circumvent authentication walls for premium magazine content or extract personal user data.

How do you handle image galleries?

We use Playwright to execute full browser sessions, hydrating the React components that power the image carousels. This ensures we capture all images in a gallery, not just the first few visible in the static HTML.

Can you extract contact details for design firms?

Yes. We extract all publicly listed contact information from the firm directory profiles, including principal architect names, office locations, website URLs, and listed phone numbers.

Do you download the images or just the URLs?

By default, we deliver the high-resolution CDN URLs as part of the structured JSON/CSV payload. If required, we can configure the pipeline to download the actual image binaries and sync them directly to your AWS S3 bucket.

How do you handle inconsistent article layouts?

Editorial content lacks strict DOM templates. We build multi-layered selector fallback chains and use NLP heuristics to identify and extract key metadata (like square footage or location) from free-text paragraphs when structured tables are absent.

Can I get a historical dump of all Best of Year awards?

Yes. We can configure a one-off historical extraction pipeline to scrape all past Best of Year award winners and honorees across all categories and years available on the platform.

$ dataflirt scope --new-project --source=interiordesign.net 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 export of design firms or continuous tracking of new commercial projects - we scope, build, and operate the pipeline. Tell us what you need.

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