We extract project metadata, architect attributions, high-resolution image URLs, and material specifications from Contemporist. 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 Architecture Projects objects from contemporist.com. All fields typed and schema-versioned.
"project_id": "arch_94821", "title": "The Glass Pavilion House", "architect_name": "Studio MK27", "location": "Sao Paulo, Brazil", "area_sqm": 450, "published_date": "2026-03-14T08:00:00Z", "tags": "['Architecture', 'Residential', 'Concrete', 'Glass']"
| # | project_id | title | architect_name | location | completion_year | area_sqm |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Interior Design objects from contemporist.com. All fields typed and schema-versioned.
"article_id": "int_49201", "title": "Minimalist Loft Renovation", "designer_name": "Norm Architects", "project_type": "Apartment", "materials_used": "['Oak', 'Brushed Steel', 'Linen']", "image_urls": "['https://contemporist.com/images/loft_01_highres.jpg', 'https://contemporist.com/images/loft_02_highres.jpg']"
| # | article_id | title | designer_name | project_type | style | colour_palette |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Furniture & Products objects from contemporist.com. All fields typed and schema-versioned.
"product_id": "prod_1194", "product_name": "Lounge Chair Model 42", "designer": "Hans Wegner", "manufacturer": "Carl Hansen & Son", "category": "Furniture", "materials": "['Walnut', 'Leather']"
| # | product_id | product_name | designer | manufacturer | category | sub_category |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Image Galleries objects from contemporist.com. All fields typed and schema-versioned.
"image_id": "img_99482", "parent_article_id": "arch_94821", "image_url_high_res": "https://contemporist.com/assets/glass_pavilion_master.jpg", "caption": "View of the living room looking out towards the courtyard.", "photographer_credit": "Fernando Guerra", "orientation": "landscape"
| # | image_id | parent_article_id | image_url_high_res | image_url_thumbnail | caption | alt_text |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Designers & Architects objects from contemporist.com. All fields typed and schema-versioned.
"entity_id": "ent_334", "name": "Studio MK27", "type": "Architecture Firm", "website_url": "http://studiomk27.com.br", "hq_location": "Sao Paulo, Brazil", "featured_projects_count": 14
| # | entity_id | name | type | website_url | hq_location | contact_email |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Contemporist scraper handles image-heavy DOM structures, lazy-loaded galleries, and unstructured editorial content to deliver normalised design intelligence.
Capture full-resolution asset URLs bypassing thumbnail placeholders and lazy-load triggers.
Extract and normalise firm names, lead architects, and studio URLs from editorial text.
Identify wood, concrete, steel, and specific colour palettes mentioned in project descriptions.
Extract city and country data for architectural projects to build geographic design density maps.
Map articles to Architecture, Interiors, Design, Art, and Travel categories accurately.
Isolate copyright and attribution data for every image to ensure compliance in your downstream usage.
Extract manufacturer names and product lines referenced in interior design showcases.
Paginate through years of historical design content dating back to the site's inception.
Monitor the homepage and RSS feeds for new daily features and sync them to your warehouse within minutes.
Brief in. Clean data out.
Provide target categories, date ranges, or specific architectural tags. We design the extraction schema together.
We configure Scrapy crawlers, Playwright for lazy-loaded galleries, and unstructured text parsers for contemporist.com.
Schema validation, null-rate checks on image URLs, and attribution accuracy verification before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Extracting structured data from editorial design blogs requires handling heavy DOMs and unstructured text. Here is how we build it.
Contemporist relies heavily on JavaScript lazy-loading for high-resolution images. Our Playwright instances simulate human scroll behaviour to hydrate the DOM and capture the actual source URLs, not just the low-res placeholders.
Design blogs embed critical metadata like architect names, materials, and locations within paragraph text. We deploy NLP pipelines post-extraction to identify and structure these entities into queryable fields.
Architecture pages load dozens of megabytes of images. We block media asset downloading at the network level while still capturing the URLs, keeping pipeline execution fast and compute costs low.
Editorial content lacks strict structural rules. Our selector strategy uses regular expressions and fallback XPath patterns to locate attributions and credits regardless of how the author formatted the post.
Standard scrapers fail on deep pagination limits. We map the entire site taxonomy and sitemap to ensure 100% coverage of historical projects without triggering rate limits.
Design agencies analyse material frequency over time to predict upcoming interior trends.
Material suppliers and furniture manufacturers extract architect contact details and recent project types to build targeted sales lists.
Machine learning teams use paired high-resolution images and descriptive text to train architectural diffusion models.
Design studios track publications to monitor competitor features, project types, and geographic expansion.
Property developers aggregate interior styles and lighting configurations to build automated moodboards for new developments.
Retailers track the emergence of specific furniture designers and brands featured in high-end residential projects.
"Contemporist holds over a decade of high-end architectural and interior design history, but extracting structured metadata from editorial articles requires more than just a simple HTTP GET request."
Design blogs are built for human eyes, not machines. Critical data like project locations, materials, and architect attributions are buried in paragraphs, while high-resolution images are hidden behind aggressive lazy-loading scripts. DataFlirt handles the DOM traversal and text parsing so you get clean, relational data.
Everything supported by our contemporist.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 instances execute JavaScript to trigger lazy-loads, capturing high-resolution asset URLs while blocking actual image downloads to optimise pipeline speed.
We route scraped article text through Python-based NLP pipelines to identify and extract named entities like architecture firms, locations, and specific materials.
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 contemporist.com scraping, legality, and pipeline operations.
Ask us directly →Contemporist publishes editorial content, not strict databases. We use a combination of XPath selectors for standard metadata and natural language processing to extract entities like architect names, locations, and materials from the paragraph text.
Yes. We do not download the images directly to save your bandwidth, but we extract the absolute URLs to the highest resolution versions available on the Contemporist servers, bypassing the low-resolution lazy-load placeholders.
We can paginate through the entire historical archive of Contemporist, extracting projects dating back to the site's launch. We use sitemap traversal to ensure no orphaned pages are missed.
Yes. We can configure the pipeline to only target specific tags or sections, such as Architecture, Interiors, Design, or Art, reducing your total data volume and compute costs.
If an article includes floor plans as standard image assets within the gallery, we extract their URLs. However, we cannot extract raw CAD or BIM files as these are not hosted on the platform.
For continuous pipelines, we monitor the Contemporist homepage and RSS feeds at your preferred cadence. New articles are parsed and pushed to your warehouse within minutes of publication.
Scraping publicly available editorial content and URLs is generally permissible. DataFlirt extracts only public metadata and image URLs. Clients must ensure their downstream use of copyrighted images or text complies with fair use or appropriate licensing laws.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a complete historical archive of architectural projects or a daily feed of interior design trends, we scope, build, and operate the pipeline. Tell us what you need.
