We extract INCI ingredient lists, clinical efficacy metrics, regimen mappings, and pricing signals from Vichy. 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 Formulations objects from vichy.com. All fields typed and schema-versioned.
"product_id": "MINERAL89_01", "name": "Minéral 89 Hyaluronic Acid Serum", "category": "Serums", "skin_type_target": "['All Skin Types', 'Sensitive']", "active_ingredients": "['Vichy Volcanic Water', 'Hyaluronic Acid']", "fragrance_free": true, "hypoallergenic": true
| # | product_id | name | category | skin_type_target | active_ingredients | inci_list |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Clinical Efficacy objects from vichy.com. All fields typed and schema-versioned.
"product_id": "MINERAL89_01", "claim_type": "Hydration", "percentage_improvement": 24, "metric": "Skin Barrier Strength", "test_duration_days": 28, "participant_count": 52, "dermatologist_tested": true
| # | product_id | claim_type | percentage_improvement | metric | test_duration_days | participant_count |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Pricing & Stock objects from vichy.com. All fields typed and schema-versioned.
"sku": "3337875543248", "price": 29.5, "currency": "EUR", "volume_ml": 50, "discount_pct": 0, "in_stock": true, "region_code": "FR"
| # | sku | product_name | price | currency | volume_ml | discount_pct |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Regimens & Routines objects from vichy.com. All fields typed and schema-versioned.
"routine_id": "ANTI_AGING_LIFT", "routine_name": "Liftactiv Collagen Specialist Routine", "target_concern": "Wrinkles & Firmness", "step_number": 2, "product_id": "LIFTACTIV_CS_01", "usage_time": "Morning and Evening", "expected_results": "Increased collagen production"
| # | routine_id | routine_name | target_concern | step_number | product_id | usage_time |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Reviews & Ratings objects from vichy.com. All fields typed and schema-versioned.
"review_id": "REV_993841", "product_id": "MINERAL89_01", "reviewer_age_range": "35-44", "reviewer_skin_type": "Combination", "star_rating": 5, "helpful_votes": 12, "verified_buyer": true
| # | review_id | product_id | reviewer_age_range | reviewer_skin_type | star_rating | review_text |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Vichy scraper parses complex INCI lists, normalises clinical trial metrics, and bypasses L'Oréal group geo-routing to deliver structured formulation intelligence.
Extract and normalise full International Nomenclature of Cosmetic Ingredients (INCI) lists, separating active compounds from base formulas.
Parse unstructured text to isolate percentage improvements, participant counts, and test durations from clinical efficacy claims.
Bypass strict L'Oréal IP routing to track formulation and pricing differences across US, EU, and Asian markets simultaneously.
Capture multi-step skincare routines, linking individual SKUs to specific application steps and targeted skin concerns.
Execute JavaScript to simulate diagnostic flows, capturing the logic tree and product recommendations generated by Vichy's AI tools.
Monitor direct-to-consumer pricing, calculating price-per-ml metrics and tracking promotional discount windows.
Extract consumer reviews enriched with user metadata like age range, skin type, and specific dermatological concerns.
Monitor inventory status across different regions to detect supply chain constraints on specific active ingredient formulations.
Maintain a hash index of formulations. Only receive alerts and data pushes when a product is reformulated or pricing changes.
Brief in. Clean data out.
Provide target regions, product categories, or specific INCI requirements. We design the extraction schema together.
We configure Scrapy / Playwright crawlers, proxy rotation, and anti-bot circumvention tailored to L'Oréal group infrastructure.
Schema validation, null-rate checks, and INCI parsing verification before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Dermocosmetic brands employ strict geo-routing and complex frontend architectures. Here is how we extract clean data.
Vichy aggressively redirects traffic based on IP origin to enforce regional pricing and formulation compliance. We utilise strictly localised residential proxy pools to lock sessions to specific target markets, preventing unwanted redirects.
Tools like SkinConsult AI rely entirely on client-side JavaScript execution. We run full headless browser sessions to navigate these diagnostic trees, capturing the underlying product recommendation logic.
Ingredient lists are often presented as raw comma-separated text blocks. Our extraction layer parses these strings into structured arrays, separating active ingredients from base carriers for accurate formulation analysis.
L'Oréal group sites frequently deploy Datadome and Cloudflare. We manage TLS fingerprinting, header rotation, and request timing to maintain high success rates without triggering CAPTCHA walls.
Cosmetic formulations change silently due to supply chain shifts or regulatory updates. We hash the INCI list per SKU and emit diffs when ingredients are added, removed, or reordered.
Cosmetic chemists and R&D teams monitor ingredient combinations and active compound percentages to benchmark new product development.
Regulatory and marketing teams track how competitors structure efficacy claims, test durations, and participant demographics.
Retailers and competing brands monitor direct-to-consumer pricing, bundle discounts, and price-per-ml metrics across different regions.
Analysts track the introduction of new active ingredients (e.g., specific peptides or acids) across the catalogue to identify market shifts.
Machine learning teams use structured regimen mappings and diagnostic logic to train their own skincare recommendation engines.
Brands mine reviews filtered by specific skin types and age ranges to identify unmet dermatological needs and product flaws.
"Vichy's catalogue maps the exact intersection of clinical dermatology and consumer beauty — but extracting standardised INCI lists and efficacy claims requires precision parsing."
Dermocosmetic brands employ strict geo-routing and JavaScript-heavy diagnostic tools. Scraping Vichy requires localised residential proxies, structural normalisation for ingredient lists, and headless browser execution to capture dynamic routine recommendations. DataFlirt manages this pipeline end-to-end.
Everything supported by our vichy.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 execution for interactive diagnostic tools and dynamic content loading.
We maintain strict geo-locked proxy pools to prevent unwanted redirects, allowing accurate data capture for specific regional markets.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling and dependency management. All state stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About vichy.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available product, pricing, and clinical claim data is generally permissible. DataFlirt extracts only public, non-authenticated information. We do not extract personal user data or circumvent authentication walls. Clients should review target ToS and consult legal counsel for specific use cases.
We utilise localised residential proxy pools. By routing requests through IPs physically located in the target market, we prevent the server from redirecting the crawler to a different regional domain.
Yes. Our extraction pipeline includes a parsing layer specifically designed to normalise INCI lists, separating individual ingredients into structured arrays and isolating active compounds where explicitly stated.
We use Playwright to execute the client-side JavaScript required by diagnostic tools, allowing us to map the recommendation logic and extract the resulting product regimens.
We maintain a hash index of the INCI list for every tracked SKU. If the ingredient order or composition changes between runs, the pipeline flags the variance and emits a diff record.
Absolutely. We provide a sample run of up to 100 products as part of the pre-engagement scoping process to validate schema fit and INCI parsing accuracy.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off formulation export or continuous monitoring of clinical claims and pricing — we scope, build, and operate the pipeline. Tell us what you need.
