SYSTEM all green source freshome.com queue 12,491 pages p99 latency 184ms dataflirt.com · scraper/freshome-com
RUN 31 active pipelines freshome.com live

Freshome data,
at warehouse scale.

We extract architectural showcases, interior design galleries, product recommendations, and designer profiles from Freshome. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Articles extracted
14.2K /run
High-res images
89.4K /day
Products mapped
31.5K /run
Active pipelines
31
Uptime
99.94%
Data Dictionary

Every field we extract from freshome.com

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

project_idtitlearchitect_firmlocationarea_sqmyear_completeddescriptionarchitectural_stylematerials_usedimage_urls
architecture_projects
● 200 OK
"project_id": "fh_arch_8492",
"title": "Minimalist Concrete Villa",
"architect_firm": "Studio MK27",
"location": "Sao Paulo, Brazil",
"area_sqm": 850,
"year_completed": 2023,
"architectural_style": "Modernist",
"image_urls": "['https://example.com/img1.jpg', 'https://example.com/img2.jpg']"
# project_idtitlearchitect_firmlocationarea_sqmyear_completed
1
2
3

Complete list of extractable fields for Interior Galleries objects from freshome.com. All fields typed and schema-versioned.

gallery_idroom_typedesign_styleprimary_coloursecondary_colourdesigner_nameimage_urlsfeatured_productsdescriptionpublished_date
interior_galleries
● 200 OK
"gallery_id": "gal_3921",
"room_type": "Kitchen",
"design_style": "Industrial",
"primary_colour": "Charcoal Grey",
"secondary_colour": "Exposed Brick",
"designer_name": "Jane Doe Interiors",
"published_date": "2025-11-12"
# gallery_idroom_typedesign_styleprimary_coloursecondary_colourdesigner_name
1
2
3

Complete list of extractable fields for Decor Products objects from freshome.com. All fields typed and schema-versioned.

product_idproduct_namebrandcategoryprice_estimatecurrencyfreshome_urlexternal_retailer_urlimage_urldimensions
decor_products
● 200 OK
"product_id": "prod_9942",
"product_name": "Mid-Century Lounge Chair",
"brand": "Herman Miller",
"category": "Furniture Seating",
"price_estimate": 1200.0,
"currency": "USD",
"external_retailer_url": "https://retailer.com/product/123",
"image_url": "https://example.com/chair.jpg"
# product_idproduct_namebrandcategoryprice_estimatecurrency
1
2
3

Complete list of extractable fields for Remodelling Guides objects from freshome.com. All fields typed and schema-versioned.

guide_idtitlecategoryest_cost_minest_cost_maxcurrencydifficulty_leveltime_requiredmaterials_liststep_descriptions
remodelling_guides
● 200 OK
"guide_id": "guide_112",
"title": "Complete Bathroom Overhaul",
"category": "Bathroom Remodel",
"est_cost_min": 5000,
"est_cost_max": 15000,
"currency": "USD",
"difficulty_level": "Advanced",
"time_required": "2-3 weeks"
# guide_idtitlecategoryest_cost_minest_cost_maxcurrency
1
2
3

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

designer_iddesigner_namefirm_namelocationwebsite_urlspecialityprojects_featured_countcontact_emailbiosocial_links
designer_profiles
● 200 OK
"designer_id": "des_441",
"designer_name": "Elena Rostova",
"firm_name": "Rostova Design Group",
"location": "London, UK",
"speciality": "Sustainable Interiors",
"projects_featured_count": 14,
"website_url": "https://rostovadesign.co.uk",
"social_links": "['instagram.com/rostovadesign']"
# designer_iddesigner_namefirm_namelocationwebsite_urlspeciality
1
2
3

Capabilities

Extract the structural metadata behind the design

Editorial content is inherently unstructured. Our Freshome pipeline executes JavaScript, triggers image hydration, and parses editorial paragraphs into strict schemas.

High-Resolution Image Extraction

Extract uncompressed image URLs bypassing lazy-load placeholders. We capture the highest quality assets available in the DOM.

Project Metadata Parsing

Capture architect name, location, square footage, and completion year from unstructured editorial text using NLP heuristics.

Room & Style Categorisation

Map galleries to specific taxonomies such as Scandinavian living rooms, industrial kitchens, and mid-century modern bedrooms.

Colour Palette Identification

Extract hex codes and colour descriptions associated with specific room designs directly from the article metadata.

Product Link Resolution

Parse affiliate URLs and redirect chains to identify the actual brand and retailer destinations for featured decor.

Infinite Scroll Handling

Execute JavaScript to paginate through endless architecture and design feeds, ensuring complete category coverage.

Remodelling Cost Extraction

Structure minimum and maximum budget estimates, material lists, and timelines from comprehensive renovation guides.

Designer Portfolio Aggregation

Link individual project pages back to the primary firm or architect profile to build comprehensive B2B lead lists.

Scheduled Syncs

Run weekly pipelines to capture new design trends, featured architectural builds, and updated remodelling costs.

// engagement pipeline

From design galleries to warehouse records

Brief in. Clean data out.

Define Scope
d 0

Provide target categories, architect names, or room types. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Playwright crawlers, intersection observers for images, and proxy rotation for freshome.com.

Validation & QA
d 4–6

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

Delivery
ongoing

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

Under the hood

How our Freshome pipeline handles editorial sites

Editorial platforms rely heavily on dynamic loading and unstructured text. Here is how we enforce structure.

pipeline-monitor · freshome.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
Media hydration
Lazy-loaded image galleries

Freshome uses aggressive lazy loading for high-res assets to save bandwidth. We trigger intersection observers via Playwright to force asset hydration before extraction.

Data structuring
Unstructured text parsing

Project details are often buried in editorial paragraphs rather than neat tables. We use NLP heuristics and regex patterns to extract square footage, location, and completion year.

DOM traversal
Infinite scroll pagination

Category pages use React-based infinite scroll. Our crawlers simulate human scroll behaviour, waiting for network idle states to capture the full DOM state.

Network tracing
Affiliate link resolution

Product recommendations use redirect networks. We trace the HTTP redirect chain to extract the final merchant URL, bypassing the affiliate masking.

Infrastructure
CDN rate limiting

Heavy image scraping triggers Cloudflare blocks. We distribute requests across residential IPs and throttle concurrency to maintain healthy extraction rates.

Applications

Who uses Freshome data and how

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

01
Trend Forecasting

Analyse colour palettes, material frequencies, and design styles to predict upcoming interior design trends.

02
Retail Competitor Intelligence

Track which furniture brands and retailers secure editorial placements across major design publications.

03
Architect Lead Generation

Aggregate firm details, contact information, and project portfolios for targeted B2B sales outreach.

04
Computer Vision Training

Compile labelled datasets of room types, architectural styles, and furniture items for machine learning models.

05
Content Aggregation

Syndicate design inspiration, high-res galleries, and remodelling guides for real estate and home improvement platforms.

06
Price Benchmarking

Extract renovation cost estimates and material lists to calibrate local contractor pricing models.

Why DataFlirt

"Freshome holds a massive visual corpus of modern architecture and interior design, but extracting the structural metadata behind the images requires a purpose-built pipeline."

Scraping editorial design sites involves complex DOM traversal, resolving lazy-loaded media assets, and parsing unstructured text into strict schemas. DataFlirt handles the JavaScript execution and proxy rotation, delivering clean datasets so your team can focus on trend analysis and computer vision training.

Technical Spec

Freshome scraper technical capabilities

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

JavaScript rendering
Full Playwright sessions required for infinite scroll and lazy-loaded galleries
Supported
High-res image extraction
Bypass thumbnails to capture original source image URLs
Supported
Infinite scroll pagination
Automated scrolling to capture all articles within a category feed
Supported
Affiliate link resolution
Follow HTTP redirects to expose the final target URL for products
Supported
Residential proxy rotation
ISP-grade residential IPs to avoid CDN blocks during heavy extraction
Supported
Change detection (diffs)
Hash-based diff to only emit newly published articles and galleries
Supported
Webhook delivery
HTTP POST per record for real-time downstream processing
Supported
User account bookmarks
Saved articles and personal mood boards require authenticated sessions
Partial
Private contact forms
Direct messages to architects hidden behind CAPTCHA submission forms
Partial
Infrastructure

Infrastructure powering the Freshome 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 and deduplication. Playwright handles JavaScript rendering, infinite scroll, and image hydration. Combined via scrapy-playwright middleware.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies to bypass CDN rate limits. Rotation happens per-request to ensure continuous extraction of high-volume image galleries.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling and dependency management. 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 for tabular analysis
XLS
Excel format for non-technical team review
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 processing
API
REST endpoints to query extracted historical data
PostgreSQL
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Freshome legal?

Scraping publicly available editorial content, images, and product data from Freshome is generally permissible. DataFlirt targets only public, non-authenticated articles and galleries. We do not extract personal data or circumvent authentication walls. Clients should consult legal counsel for specific use cases involving copyright of images.

How do you extract high-resolution images?

Freshome uses lazy loading and responsive image sets. We use Playwright to simulate viewport scrolling, triggering the intersection observers that load the maximum resolution assets, and extract the source URLs from the resulting DOM.

Can you extract structured data from paragraphs?

Yes. Architectural project details are often embedded in text. We use regular expressions and NLP techniques to parse square footage, completion years, and materials into structured JSON fields.

How do you handle infinite scroll pages?

Our Playwright scripts execute automated scroll events, waiting for network idle conditions between each scroll down to ensure all paginated content is loaded into the DOM before extraction begins.

How frequently can we receive data?

For editorial sites like Freshome, clients typically opt for weekly or monthly delta runs to capture newly published articles and galleries. We maintain a hash index to ensure you only receive net-new content.

Can I request a sample dataset?

Yes. We provide a sample run of up to 100 articles or galleries during the scoping process. This allows your engineering team to validate the schema fit and image URL accessibility before committing.

$ dataflirt scope --new-project --source=freshome.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 historical architecture projects or a continuous feed of new interior design trends, we scope, build, and operate the pipeline. Tell us what you need.

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