We extract footwear catalogues, size-level inventory, Sneaker Spirit release calendars, and pricing signals from Courir. 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 Product Listings objects from courir.com. All fields typed and schema-versioned.
"product_id": "1478923", "title": "Nike Dunk Low Retro", "brand": "Nike", "category": "Men > Sneakers", "colour": "White/Black", "price": 119.99, "currency": "EUR", "is_exclusive": false
| # | product_id | title | brand | category | colour | price |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Inventory & Sizes objects from courir.com. All fields typed and schema-versioned.
"product_id": "1478923", "size_eu": "42.5", "size_uk": "8", "in_stock": true, "stock_level": "HIGH", "low_stock_warning": false, "last_checked": "2026-05-12T10:15:00Z"
| # | product_id | sku | size_eu | size_uk | size_us | in_stock |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Hype Releases objects from courir.com. All fields typed and schema-versioned.
"release_id": "SNK-892", "title": "Air Jordan 4 Retro Bred Reimagined", "brand": "Jordan", "drop_date": "2026-05-17T08:00:00Z", "raffle_status": "OPEN", "retail_price": 219.99, "currency": "EUR"
| # | release_id | title | brand | drop_date | raffle_status | retail_price |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Pricing & Promos objects from courir.com. All fields typed and schema-versioned.
"product_id": "1478923", "current_price": 89.99, "original_price": 119.99, "discount_pct": 25, "promo_eligible": true, "sale_badge": "SOLDES", "timestamp": "2026-05-12T10:15:00Z"
| # | product_id | current_price | original_price | discount_pct | promo_eligible | promo_code |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Search Results objects from courir.com. All fields typed and schema-versioned.
"keyword": "new balance 550", "position": 1, "product_id": "1502394", "title": "New Balance 550 White Green", "brand": "New Balance", "price": 139.99, "is_new": true
| # | keyword | category_path | position | product_id | title | brand |
|---|---|---|---|---|---|---|
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Our Courir scraper bypasses bot protection to deliver structured inventory data, capturing size grids, Sneaker Spirit releases, and localized pricing with deep JavaScript rendering.
Extract titles, style codes, colourways, materials, and high-resolution image URLs across Nike, Jordan, adidas, and New Balance collections.
Capture in-stock status and low-stock warnings for every EU size variant. Map SKUs to specific size grids dynamically.
Monitor upcoming hype drops, raffle statuses, and release calendars to track high-demand inventory before it hits the main catalogue.
Track current prices, list prices, discount percentages, and sale badges. Identify products eligible for specific promo codes.
Scrape localized Courir storefronts across France, Spain, Portugal, and Belgium to compare regional pricing and stock allocation.
Track organic search positions, category rankings, and 'New In' or 'Exclusive' badge visibility for any keyword.
Extract clean, high-resolution product image URLs and lifestyle shots directly from the Courir CDN.
Navigate Cloudflare and virtual waiting rooms during high-traffic drops using residential proxies and TLS fingerprinting.
Run daily catalogue exports or configure high-frequency pipelines for size-level inventory monitoring.
Brief in. Clean data out.
Provide category URLs, brand filters, or specific sneaker style codes. We design the extraction schema together.
We configure Scrapy crawlers, proxy rotation, and Playwright session management for courir.com.
Schema validation, null-rate checks, and size-grid verification before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Sneaker retailers invest heavily in bot protection. Here is how we maintain stable extraction for Courir data.
Courir uses strict bot mitigation, especially during hype releases. Our crawlers use French residential ISP proxies with realistic browser fingerprints and full cookie session management to bypass Cloudflare challenges.
Size availability and stock warnings on Courir are loaded dynamically via frontend frameworks. We run full Playwright browser sessions to execute JavaScript and hydrate the size selector, capturing exact inventory states.
During Sneaker Spirit releases, Courir routes traffic through virtual queues. Our infrastructure detects queue redirects, holds the session, and extracts the target data once the waiting room clears.
For massive sneaker catalogues, we maintain a hash index of last-seen values per SKU. Subsequent runs only push diffs, reducing compute cost and downstream processing load.
Every run emits structured logs to our observability stack. We alert on null-rate spikes, proxy blocks, schema drift, and coverage drops. SLA uptime is contractual.
Secondary market platforms monitor Courir for restocks of high-demand silhouettes to inform pricing and authentication models.
European footwear retailers track Courir discount strategies, promo code usage, and seasonal sale pricing to adjust their own margins.
Brands and buyers analyze which sizes sell out first across different regions to optimise future procurement and allocation.
Sneaker news outlets and community apps aggregate Sneaker Spirit drop dates and raffle links to drive affiliate traffic.
Publishers map Courir product URLs to their affiliate tracking systems automatically as new inventory goes live.
Analysts track brand visibility, new entrant launches, and category saturation trends within the European streetwear market.
"Courir holds critical inventory data for European sneaker markets, but capturing size-level stock during hype drops requires serious infrastructure."
Most teams underestimate the investment required. Reliable Courir scraping requires French residential proxies, full JavaScript rendering for size grids, queue-bypass mechanisms for hype drops, and daily anomaly monitoring. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.
Everything supported by our courir.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.
Scrapy handles crawl orchestration and deduplication. Playwright handles JavaScript rendering, cookie sessions, and size-grid hydration.
We maintain pools of residential ISP proxies across European regions. Rotation happens per request with sticky sessions for queue bypass.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling and SLA alerting. All state is stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About courir.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available information from Courir 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. Clients should review Courir terms of service and consult legal counsel for specific use cases.
We use French residential ISP proxies, full Playwright browser sessions with realistic TLS fingerprints, and request timing modelled on human behaviour to clear security challenges automatically.
Yes. Our pipeline iterates through the dynamic size grid for every style code, capturing the exact in-stock status and low-stock warnings for every EU size variant.
Yes. We monitor the Sneaker Spirit release calendar, extracting drop dates, raffle statuses, and target URLs before the products hit the main catalogue.
Real-time streaming pipelines achieve sub-5-minute latency for restock monitoring on a defined SKU set. Full catalogue refreshes complete within a 4-hour window.
Yes. We support courir.com (France), courir.es (Spain), courir.pt (Portugal), and courir.be (Belgium), using geo-targeted proxies to capture localized pricing and stock.
Our smallest packages start at a defined brand or category list with daily delivery. For full catalogue syncs or high-frequency restock monitoring, we price based on volume and compute requirements.
Yes. We provide a sample run of up to 500 SKUs as part of the pre-engagement scoping process so you can validate schema fit and data quality.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a full catalogue sync or a continuous size-monitoring feed across 80K SKUs, we scope, build, and operate the pipeline. Tell us what you need.
