SYSTEM all green source conforama.fr queue 14,291 pages p99 latency 218ms dataflirt.com · scraper/conforama-fr
RUN · 18 active pipelines · conforama.fr live

Conforama data,
at warehouse scale.

We extract product catalogues, dynamic pricing, store-level availability, and technical specifications from Conforama. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
84.2K /day
Price & stock updates
312K /24h
Review records
1.1M /run
Active pipelines
18
Uptime
99.94%
Data Dictionary

Every field we extract from conforama.fr

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 conforama.fr. All fields typed and schema-versioned.

product_idskutitlebrandcategory_pathpricecrossed_out_priceeco_participation_feediscount_percentageenergy_classweb_exclusiverating_scorereview_countdescriptionimage_urlsurl
product_listings
● 200 OK
"product_id": "748392",
"sku": "C-748392",
"title": "Canapé d'angle convertible 4 places gris",
"brand": "Bobochic",
"price": 599.99,
"eco_participation_fee": 18.5,
"discount_percentage": 25,
"energy_class": "None",
"web_exclusive": true
# product_idskutitlebrandcategory_pathprice
1
2
3

Complete list of extractable fields for Pricing & Stock objects from conforama.fr. All fields typed and schema-versioned.

product_idcurrent_pricebase_pricecurrencydiscount_activepromo_badgeglobal_stock_statusdelivery_cost_estimatedelivery_time_daysclick_and_collect_eligiblemarketplace_seller_namemarketplace_seller_idscraped_at
pricing_& stock
● 200 OK
"product_id": "748392",
"current_price": 599.99,
"base_price": 799.99,
"currency": "EUR",
"global_stock_status": "IN_STOCK",
"delivery_cost_estimate": 49.0,
"click_and_collect_eligible": true,
"scraped_at": "2026-05-12T09:14:00Z"
# product_idcurrent_pricebase_pricecurrencydiscount_activepromo_badge
1
2
3

Complete list of extractable fields for Specifications objects from conforama.fr. All fields typed and schema-versioned.

product_iddimensions_cmweight_kgmaterialscolourwarranty_monthsassembly_requirednumber_of_packagespackage_dimensionsorigin_countryrepairability_index
specifications
● 200 OK
"product_id": "748392",
"dimensions_cm": "240 x 160 x 85",
"weight_kg": 85.0,
"colour": "Gris",
"assembly_required": true,
"number_of_packages": 3,
"repairability_index": "None",
"warranty_months": 24
# product_iddimensions_cmweight_kgmaterialscolourwarranty_months
1
2
3

Complete list of extractable fields for Store Availability objects from conforama.fr. All fields typed and schema-versioned.

product_idstore_idstore_namepostal_codecitystock_statusquantity_availablepickup_available_datedisplay_model_availablelast_updated
store_availability
● 200 OK
"product_id": "748392",
"store_id": "104",
"store_name": "Conforama Paris Pont Neuf",
"postal_code": "75001",
"stock_status": "LOW_STOCK",
"quantity_available": 2,
"pickup_available_date": "2026-05-13",
"display_model_available": true
# product_idstore_idstore_namepostal_codecitystock_status
1
2
3

Complete list of extractable fields for Reviews objects from conforama.fr. All fields typed and schema-versioned.

review_idproduct_idauthor_nameratingreview_datetitletextverified_purchasehelpful_votessyndicated_source
reviews
● 200 OK
"review_id": "REV-99384",
"product_id": "748392",
"rating": 4,
"verified_purchase": true,
"review_date": "2026-04-18",
"title": "Bon rapport qualité prix",
"text": "Montage facile, assise un peu ferme au début.",
"helpful_votes": 12
# review_idproduct_idauthor_nameratingreview_datetitle
1
2
3

Capabilities

Everything you need from Conforama.fr — nothing you don't

Our pipeline handles Conforama's specific e-commerce structures: marketplace vs first-party listings, store-level inventory checks, complex furniture specifications, and strict European anti-bot measures.

Furniture & Appliance Specs

Extract precise dimensions, materials, colours, weight, and assembly requirements. Essential for spatial planning and catalogue parity.

Pricing & Eco-Taxes

Capture base price, promotional price, and the mandatory French eco-participation fees separated out for accurate cost modelling.

Store-Level Inventory

Query stock levels across all physical Conforama stores in France. Track local availability and click-and-collect lead times.

Marketplace vs Direct

Distinguish between products sold directly by Conforama and those offered by third-party marketplace sellers, including seller IDs.

Energy & Repairability

Extract European energy class ratings (A to G) and the French repairability index for electronics and home appliances.

Delivery Logistics

Capture package counts, individual box dimensions, and estimated home delivery costs to calculate total landed prices.

Review Mining

Extract paginated customer reviews, star ratings, and verified purchase flags to monitor product sentiment and quality issues.

Change Detection

Run continuous pipelines with hash-based diffing. Receive updates only when prices drop, stock shifts, or new reviews appear.

Anti-Bot Circumvention

Bypass strict European scraping protections using residential proxies from French ISPs and advanced TLS fingerprinting.

// engagement pipeline

From category URL to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide Conforama category URLs, search terms, or specific SKUs. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, French proxy rotation, session management, and CAPTCHA handling.

Validation & QA
d 4–6

Schema validation, null-rate checks, price-outlier detection, and sample data review 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 Conforama pipeline handles the hard parts

French retail sites employ aggressive bot protection and complex frontend architectures. Here is how we maintain stable data flows.

pipeline-monitor · conforama.fr · 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
Anti-bot layer
French residential IPs + fingerprinting

Conforama.fr uses stringent WAF and bot protection typical of major French retailers. We route requests through residential proxies located in France, matching local ASN profiles and mimicking legitimate browser TLS fingerprints to avoid blocks.

Dynamic rendering
Playwright for stock hydration

Store-level stock availability and dynamic pricing modules are loaded asynchronously via JavaScript. We use Playwright to execute these scripts, wait for network idle states, and capture the hydrated DOM.

Schema stability
Resilient selectors for complex specs

Furniture specifications vary wildly between couches and washing machines. Our extractors use flexible fallback chains and regex patterns to normalise dimensions, weights, and energy ratings into a consistent schema regardless of the product category.

API interception
Direct backend queries for inventory

Where possible, we intercept the internal GraphQL and REST API calls Conforama uses to fetch store stock and pricing. This provides cleaner data, faster execution, and lower server load than parsing HTML.

Monitoring
Anomaly detection on pricing

Prices on marketplace items can spike or drop due to seller errors. Our pipeline detects statistical outliers in pricing and null-rate spikes in critical fields, alerting our ops team before bad data hits your warehouse.

Applications

Who uses Conforama data — and how

Teams across industries use conforama.fr data to build competitive products and smarter operations.

01
Competitor Price Matching

French furniture retailers (But, Ikea, Leroy Merlin) track Conforama's pricing and promotional calendars to adjust their own pricing strategies.

02
Marketplace Seller Intelligence

Third-party sellers monitor the Conforama marketplace for out-of-stock items, pricing gaps, and competitor assortment.

03
Inflation & CPI Tracking

Economic analysts scrape historical price data across white goods and furniture to measure consumer price inflation in the French market.

04
Supply Chain & Logistics

Manufacturers monitor store-level stock availability and delivery lead times to identify supply chain bottlenecks and demand surges.

05
Brand Compliance

Appliance brands audit Conforama listings to ensure correct energy labels, repairability indices, and MAP (Minimum Advertised Price) compliance.

06
Sentiment Analysis

Product teams aggregate customer reviews across Conforama to identify design flaws, assembly issues, or durability concerns in specific furniture lines.

Why DataFlirt

"Conforama's catalogue represents a massive segment of the French home goods market. Extracting it reliably requires navigating strict EU bot protections and complex, variant-heavy product structures."

Building a scraper for Conforama.fr is only 10% of the work. Maintaining it against WAF updates, DOM changes, and residential proxy bans is the other 90%. DataFlirt handles the operational burden of continuous extraction so your team can focus on pricing algorithms and market analysis, not infrastructure maintenance.

Technical Spec

Conforama scraper — technical capabilities

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

JavaScript rendering
Full Playwright sessions — required for store stock and dynamic pricing
Supported
French Residential Proxies
ISP-grade residential IPs from France to bypass geo-blocking and WAFs
Supported
Store-level inventory
Query stock by specific postal code or store ID across France
Supported
Eco-tax separation
Isolate base price from mandatory French eco-participation fees
Supported
Marketplace seller data
Extract seller name, ID, and shipping policies for 3P listings
Supported
Review pagination
Extract full review history, including syndicated reviews from brands
Supported
Change detection (diffs)
Hash-based diff: only emit records with changed fields since last run
Supported
Webhook delivery
HTTP POST per record or batch for real-time stock alerts
Supported
Carte Confo loyalty points
Requires authenticated user session to view accrued loyalty balances
Partial
User order history
Extraction of past purchases behind the customer login wall
Partial
Infrastructure

Infrastructure powering the Conforama 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 required for store stock queries.

French Proxy Infrastructure

We maintain pools of residential ISP proxies specific to France. Rotation happens per-request with sticky sessions where required to maintain store context.

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
Legacy Excel format for business analysts
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 endpoint to query latest scraped state
PostgreSQL
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About conforama.fr scraping, legality, and pipeline operations.

Ask us directly →
Is scraping Conforama.fr legal?

Scraping publicly available information from Conforama is generally permissible. DataFlirt targets only public, non-authenticated product, pricing, stock, and review data. We do not extract personal data, circumvent authentication walls, or violate GDPR. Clients should review Conforama's Terms of Service and consult legal counsel for specific use cases.

How do you bypass French bot protection?

We use high-quality French residential ISP proxies, full Playwright browser sessions with realistic TLS fingerprints, and request timing modelled on human behaviour. This ensures high success rates against standard e-commerce WAFs.

Can you track stock levels at specific Conforama stores?

Yes. We can configure the pipeline to query availability for specific postal codes or store IDs, extracting local stock quantities and click-and-collect lead times.

Do you separate eco-participation fees from the base price?

Yes. French law requires displaying the eco-participation tax for furniture and electronics. Our schema extracts the base price, the eco-tax, and the total price as distinct numeric fields.

Can you scrape the Conforama marketplace?

Yes. We extract third-party seller listings, including seller names, ratings, and specific shipping costs, distinguishing them from items sold directly by Conforama.

How fresh is the pricing data?

We can configure pipelines to run at daily, hourly, or custom cadences. For price-matching use cases, high-frequency monitoring on a targeted list of SKUs achieves near real-time updates.

$ dataflirt scope --new-project --source=conforama.fr 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 catalogue extract or continuous price monitoring across thousands of furniture SKUs — we scope, build, and operate the pipeline. Tell us what you need.

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