SYSTEM all green source ounass.com queue 12,408 pages p99 latency 184ms dataflirt.com · scraper/ounass-com
RUN * 42 active pipelines * ounass.com live

Ounass luxury data,
at warehouse scale.

We extract designer apparel listings, multi-region pricing signals, stock availability, and localised sizing from Ounass. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
48.2K /run
Price updates
112K /24h
Designer brands
842 /run
Active pipelines
42
Uptime
99.98%
Data Dictionary

Every field we extract from ounass.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 ounass.com. All fields typed and schema-versioned.

skutitlebrandcategorysub_categorypricecurrencysizes_availablestock_statusdescriptionmaterialscare_instructionsimage_urlsamber_points
product_listings
● 200 OK
"sku": "215849201",
"title": "Crystal Embellished Satin Pumps",
"brand": "Mach & Mach",
"price": 4250.0,
"currency": "AED",
"amber_points": 42500,
"stock_status": "in_stock",
"sizes_available": "['IT 37', 'IT 38', 'IT 39']"
# skutitlebrandcategorysub_categoryprice
1
2
3

Complete list of extractable fields for Pricing & Promos objects from ounass.com. All fields typed and schema-versioned.

skubase_pricecurrent_pricediscount_pctcurrencyregionpromo_eligiblepromo_codeamber_points_earnedprice_timestamp
pricing_& promos
● 200 OK
"sku": "215849201",
"base_price": 4250.0,
"current_price": 3825.0,
"discount_pct": 10,
"currency": "AED",
"region": "AE",
"promo_eligible": true,
"price_timestamp": "2026-05-12T09:14:00Z"
# skubase_pricecurrent_pricediscount_pctcurrencyregion
1
2
3

Complete list of extractable fields for Inventory & Sizing objects from ounass.com. All fields typed and schema-versioned.

skubrandsize_standardavailable_sizesout_of_stock_sizeslow_stock_warningdelivery_badgescraped_at
inventory_& sizing
● 200 OK
"sku": "215849201",
"brand": "Mach & Mach",
"size_standard": "IT",
"available_sizes": "['37', '38', '39']",
"out_of_stock_sizes": "['36', '40', '41']",
"low_stock_warning": "['39']",
"delivery_badge": "2-Hour Delivery in Dubai"
# skubrandsize_standardavailable_sizesout_of_stock_sizeslow_stock_warning
1
2
3

Complete list of extractable fields for Brand Catalogues objects from ounass.com. All fields typed and schema-versioned.

brand_idbrand_nametotal_productscategories_coverednew_arrivals_countsale_items_countbrand_descriptionbrand_url
brand_catalogues
● 200 OK
"brand_id": "br_mach_mach",
"brand_name": "Mach & Mach",
"total_products": 124,
"new_arrivals_count": 18,
"sale_items_count": 42,
"categories_covered": "['Shoes', 'Bags', 'Clothing']",
"brand_url": "https://www.ounass.ae/designers/mach-and-mach"
# brand_idbrand_nametotal_productscategories_coverednew_arrivals_countsale_items_count
1
2
3

Complete list of extractable fields for Search & Category objects from ounass.com. All fields typed and schema-versioned.

keywordcategory_pathpositionskutitlebrandpriceis_new_seasonis_exclusivescraped_at
search_& category
● 200 OK
"keyword": "evening dresses",
"position": 1,
"sku": "216091834",
"brand": "Zimmermann",
"price": 3800.0,
"is_new_season": true,
"is_exclusive": false,
"scraped_at": "2026-05-12T09:14:33Z"
# keywordcategory_pathpositionskutitlebrand
1
2
3

Capabilities

Complete luxury catalogue extraction

Our Ounass scraper handles region-specific pricing, complex sizing matrices, and inventory depth across the entire GCC storefront.

Full Designer Catalogue Extraction

Extract every SKU across apparel, shoes, bags, and beauty, capturing titles, descriptions, and material compositions.

GCC Multi-Region Pricing

Capture exact pricing for UAE (AED), Saudi Arabia (SAR), Qatar (QAR), Kuwait (KWD), Oman (OMR), and Bahrain (BHD).

Size & Stock Tracking

Map available sizes, out-of-stock variants, and low-stock indicators across IT, FR, UK, and US size standards.

Amber Loyalty Points

Extract the exact Amber points earned for purchasing specific items to map loyalty program value.

Delivery Badge Extraction

Identify items eligible for premium fulfillment, such as 2-hour delivery in Dubai or same-day Riyadh delivery.

High-Resolution Image URLs

Capture direct CDN links to uncompressed product imagery for AI styling and visual merchandising models.

New Season & Exclusive Tags

Track Ounass-exclusive capsules and new season arrivals to monitor competitor assortment strategies.

Promo Code Eligibility

Identify which SKUs are excluded from sitewide promotional codes and seasonal discount events.

Scheduled + Streaming Modes

Run daily pricing syncs or continuous inventory checks to detect stock-outs on high-velocity luxury items.

// engagement pipeline

From target brands to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide brand lists, categories, or regions. We design the extraction schema for your specific GCC markets.

Pipeline Build
d 2–4

We configure Scrapy crawlers, GCC residential proxies, and Next.js state extraction for ounass.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, currency mapping, and size normalisation 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 Ounass pipeline handles the hard parts

Luxury e-commerce platforms deploy strict rate limits and regional blocking. Here is how we maintain stable extraction.

pipeline-monitor · ounass.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
Geo-targeting
GCC residential proxies

Ounass serves different pricing and availability based on IP location. We route requests through residential proxies in the UAE, KSA, and Qatar to capture accurate local market data.

Data extraction
Next.js state hydration parsing

Instead of relying purely on fragile DOM selectors, our pipeline intercepts the raw JSON state hydrated by the Next.js frontend, ensuring perfect accuracy for pricing and stock variants.

Variant normalisation
Dynamic sizing matrices

Luxury fashion sizing is complex. We normalise IT, FR, UK, and US sizing charts into a structured format, mapping exact availability to each specific size variant.

Currency handling
Multi-region currency tracking

We extract strict numerical values alongside their local currency codes (AED, SAR, QAR), preventing downstream data corruption caused by dynamic currency conversion overlays.

Efficiency
Change detection diffing

For large brand catalogues, we maintain a hash index of last-seen values per SKU. Subsequent runs only push diffs, reducing compute cost and downstream processing load.

Applications

Who uses Ounass data

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

01
Luxury Price Benchmarking

Retailers track Ounass pricing across the GCC to ensure competitiveness and monitor regional markups.

02
Assortment & Gap Analysis

Merchandising teams analyse Ounass brand catalogues to identify missing categories and exclusive capsules.

03
Brand Visibility Tracking

Designer brands monitor their placement, search ranking, and promotional inclusion on the platform.

04
Grey Market & MAP Monitoring

Brands audit pricing to ensure compliance with Minimum Advertised Price agreements across different Middle Eastern regions.

05
Trend & Demand Forecasting

Analysts track out-of-stock velocities on specific sizes and styles to predict upcoming luxury fashion trends.

06
AI Styling Assistant Training

Machine learning teams use high-resolution imagery and detailed material descriptions to train visual AI models.

Why DataFlirt

"Ounass holds the definitive luxury fashion catalogue for the Middle East, but extracting accurate regional pricing requires bypassing strict geo-blocks."

Most teams fail at luxury fashion scraping because they ignore regional nuances. Ounass serves different prices, stock levels, and delivery promises based on the user's IP. DataFlirt uses GCC-based residential proxies and state-hydration parsing to capture exact local data, so your engineers can focus on merchandising analysis rather than infrastructure.

Technical Spec

Ounass scraper - technical capabilities

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

Next.js state extraction
Direct parsing of application state for highly accurate variant data
Supported
GCC Residential proxies
ISP-grade IPs from UAE, KSA, Qatar, Kuwait, Oman, and Bahrain
Supported
Multi-currency mapping
Native extraction of AED, SAR, QAR, KWD, OMR, and BHD
Supported
Size variant mapping
Structured extraction of available sizes across IT, FR, UK, US standards
Supported
Amber loyalty points
Extraction of point values earned per item purchase
Supported
Promotional discount tracking
Identification of base price, discounted price, and promo eligibility
Supported
High-res image CDN
Extraction of direct links to uncompressed product imagery
Supported
Change detection (diffs)
Hash-based diff: only emit records with changed fields since last run
Supported
User account purchase history
Requires authenticated user session and credentials
Partial
Amber loyalty tier status
Personalised tier data (Classic, Select, Plus) requires login
Partial
Infrastructure

Infrastructure powering the Ounass 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 and state extraction for the Next.js frontend.

GCC Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across the Middle East to ensure accurate regional pricing and bypass geo-restrictions.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. 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
Excel format for direct business analyst usage
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 Ounass datasets
BigQuery
Streamed directly into your dataset with schema auto-detect
Snowflake
Stage + COPY INTO workflow - incremental or full-replace
Postgres
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Ounass legal?

Scraping publicly available information from Ounass is generally permissible under applicable law. DataFlirt targets only public, non-authenticated product, pricing, and inventory data. We do not extract personal data or circumvent authentication walls.

How do you handle regional pricing variations?

We use geo-targeted residential proxies located in specific GCC countries (e.g., UAE, Saudi Arabia, Qatar). This ensures the Ounass servers return the exact pricing, currency, and availability for that specific market.

Can you extract availability by specific sizes?

Yes. We extract the full sizing matrix for every product, mapping available sizes, out-of-stock sizes, and low-stock warnings against standard size charts (IT, FR, UK, US).

Do you capture high-resolution product images?

Yes. We bypass thumbnail compression and extract direct CDN URLs for the highest resolution imagery available on the product page.

How fresh is the inventory data?

We can configure pipelines to run at daily, hourly, or custom intervals depending on your requirements. Change detection ensures we only deliver updates when stock or pricing changes.

What is the minimum viable engagement?

Our minimum engagements typically start with a defined brand list or category set delivered weekly. We price based on volume, frequency, and schema complexity. Contact us for a precise quote.

Can I request a sample dataset?

Absolutely. We provide sample runs for specific brands or categories during the scoping phase, allowing your engineering and data teams to validate schema fit before committing.

$ dataflirt scope --new-project --source=ounass.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 daily sync of designer pricing or continuous stock monitoring across the GCC, we build and operate the pipeline. Tell us what you need.

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