SYSTEM all green source kerastase.com queue 3,412 pages p99 latency 218ms dataflirt.com · scraper/kerastase-com
RUN · 14 active pipelines · kerastase.com live

Kerastase data,
at warehouse scale.

We extract product collections, ingredient profiles, pricing signals, salon locators, and customer reviews from Kerastase. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
1,842 /run
Salon locations
14,291 /run
Review records
82,410 /run
Active pipelines
14
Uptime
99.98%
Data Dictionary

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

product_idskunamecollectionhair_typepricecurrencysize_mlis_bundlein_stockratingreview_counturl
product_listings
● 200 OK
"product_id": "KRS-8492",
"sku": "E3481900",
"name": "Chronologiste Masque Intense Régénérant",
"collection": "Chronologiste",
"price": 72.0,
"currency": "USD",
"size_ml": 200,
"in_stock": true
# product_idskunamecollectionhair_typeprice
1
2
3

Complete list of extractable fields for Salon Locator objects from kerastase.com. All fields typed and schema-versioned.

salon_idnameaddresscitypostal_codecountrylatitudelongitudephoneservices_offeredbooking_url
salon_locator
● 200 OK
"salon_id": "SLN-10482",
"name": "Atelier Hair Studio",
"city": "New York",
"postal_code": "10011",
"latitude": 40.7411,
"longitude": -74.0022,
"phone": "+1-212-555-0198",
"services_offered": "['Fusio-Dose', 'Hair Diagnosis', 'Styling']"
# salon_idnameaddresscitypostal_codecountry
1
2
3

Complete list of extractable fields for Reviews & Ratings objects from kerastase.com. All fields typed and schema-versioned.

review_idproduct_idreviewer_nameratingtitlebodyhair_profileage_rangeverified_buyerdate_posted
reviews_& ratings
● 200 OK
"review_id": "REV-993812",
"product_id": "KRS-8492",
"rating": 5,
"title": "Transformed my dry ends",
"hair_profile": "Fine, Color-Treated",
"age_range": "35-44",
"verified_buyer": true,
"date_posted": "2026-02-14"
# review_idproduct_idreviewer_nameratingtitlebody
1
2
3

Complete list of extractable fields for Ingredients & Tech objects from kerastase.com. All fields typed and schema-versioned.

product_idkey_ingredient_1key_ingredient_2full_inci_listtechnology_namebenefitsfragrance_notestexture
ingredients_& tech
● 200 OK
"product_id": "KRS-8492",
"key_ingredient_1": "Hyaluronic Acid",
"key_ingredient_2": "Abyssine",
"technology_name": "Chronologiste Advanced",
"texture": "Rich Cream",
"fragrance_notes": "['Tea Rose', 'Light Woods', 'Musk']",
"benefits": "['Hydration', 'Shine', 'Frizz Control']"
# product_idkey_ingredient_1key_ingredient_2full_inci_listtechnology_namebenefits
1
2
3

Complete list of extractable fields for Hair Routines objects from kerastase.com. All fields typed and schema-versioned.

routine_idroutine_namehair_concernstep_1_shampoostep_2_conditionerstep_3_treatmenttotal_pricediscount_appliedurl
hair_routines
● 200 OK
"routine_id": "RTN-441",
"routine_name": "Genesis Anti-Fall Routine",
"hair_concern": "Hair Fall",
"step_1_shampoo": "Bain Nutri-Fortifiant",
"step_2_conditioner": "Fondant Renforçateur",
"step_3_treatment": "Sérum Anti-Chute Fortifiant",
"total_price": 145.0,
"discount_applied": 15.0
# routine_idroutine_namehair_concernstep_1_shampoostep_2_conditionerstep_3_treatment
1
2
3

Capabilities

Everything you need from Kerastase - nothing you don't

Our Kerastase scraper handles every layer of the platform: product catalogues, salon maps, ingredient lists, and user reviews with JavaScript rendering and session management built in.

Full Product Data Extraction

Title, collection, size variations, and every metadata field Kerastase surfaces - scraped at SKU level with parent-child variant mapping.

Ingredient & Formulation Mining

Extract key active ingredients, full INCI lists, fragrance notes, and patented technology names for chemical and formulation analysis.

Salon Locator Scraping

Capture geographical coordinates, contact details, and service menus for certified partner salons globally.

Review & Hair Profile Extraction

Full review text, star ratings, and reviewer demographic data including hair type, scalp condition, and age range.

Routine & Bundle Pricing

Monitor bundled routine pricing, promotional discounts, and limited edition gift sets across different regions.

Stock & Availability Tracking

Track out-of-stock statuses and inventory replenishment patterns across primary product lines.

Multi-Region Support

kerastase.com, kerastase.co.uk, kerastase.fr, and other localized storefronts - all from a unified schema.

Diagnostic Tool Mapping

Extract the logic and product recommendations generated by the Kerastase online hair diagnostic quiz.

Scheduled Diffs

Run one-off bulk exports or configure continuous pipelines at daily cadences with change-detection diffing.

// engagement pipeline

From product list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide category URLs, target regions, or specific product lines. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, regional proxy routing, and session management for kerastase.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, price-outlier detection, and sample reviews 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 Kerastase pipeline handles the hard parts

L'Oréal brand sites utilize advanced CDNs and dynamic localized pricing. Here is how we stay resilient.

pipeline-monitor · kerastase.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
Geolocation spoofing
Localized pricing and availability

Kerastase uses strict geo-IP routing to display regional pricing and salon data. Our crawlers utilize residential proxies mapped to specific geographical regions to ensure accurate local data extraction.

JavaScript rendering
Full execution for dynamic maps

Salon locators and interactive diagnostic tools rely heavily on client-side JavaScript. We run full Playwright browser sessions to trigger map hydration and capture XHR payloads.

Schema stability
Handling platform updates

L'Oréal frequently updates its frontend architecture. Our selector strategy uses multiple fallback chains per field so a layout change does not break your data pipeline overnight.

Change detection
Only re-scrape what has changed

For large product catalogues, we maintain a hash index of last-seen values per field. Subsequent runs only push diffs, reducing downstream processing load.

Monitoring & alerting
24/7 pipeline health

Every run emits structured logs to our observability stack. We alert on null-rate spikes and schema drift, responding before you notice.

Applications

Who uses Kerastase data - and how

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

01
Competitor Pricing Analysis

Beauty brands monitor premium haircare pricing, bundle discounts, and promotional windows to adjust their own positioning.

02
Ingredient Trend Mapping

R&D teams analyze INCI lists and active ingredients across luxury lines to identify formulation trends and marketing claims.

03
Salon Distribution Tracking

Market analysts map certified partner salons to measure brand penetration and physical retail footprint across different cities.

04
Sentiment & Review Analysis

Product teams extract customer reviews correlated with specific hair profiles to understand product efficacy and user satisfaction.

05
Grey Market Detection

Brands monitor authorized salon locations and official regional pricing to detect unauthorized diversion of professional products.

06
Product Assortment Strategy

Retailers analyze category taxonomies and routine bundles to optimize their own luxury haircare merchandising.

Why DataFlirt

"Kerastase holds premium data on salon distribution and high-end haircare formulations, but extracting it requires navigating localized storefronts and dynamic JavaScript payloads."

Most teams underestimate the investment required: reliable Kerastase scraping requires residential proxies mapped to specific geographic regions, full JavaScript rendering for salon maps, and daily selector maintenance. DataFlirt absorbs that complexity so your engineers can focus on the analysis.

Technical Spec

Kerastase scraper - technical capabilities

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

JavaScript rendering
Full Playwright sessions for salon maps and dynamic diagnostic tools
Supported
Residential proxies
Geo-targeted residential IPs to bypass regional redirects
Supported
Multi-region support
kerastase.com, .co.uk, .fr, .de, and other local domains
Supported
Salon map extraction
Capture coordinates, contact details, and service menus
Supported
Ingredient parsing
Extraction of key actives and full INCI lists from product pages
Supported
Routine bundles
Mapping multi-product routines and associated bundle pricing
Supported
Change detection
Hash-based diff to only emit records with changed fields
Supported
Webhook delivery
HTTP POST per record or batch for downstream processing
Supported
Personal diagnostic history
User-specific hair diagnostic results tied to user accounts
Partial
Pro Club rewards points
Loyalty program point balances and personalized offers
Partial
Infrastructure

Infrastructure powering the Kerastase 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 retry logic. Playwright handles JavaScript rendering, cookie sessions, and map hydration. Combined via scrapy-playwright middleware.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies mapped to specific countries. Rotation happens per-request to ensure accurate localized pricing and salon data.

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
Legacy spreadsheet 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 endpoints to query your extracted datasets
PostgreSQL
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Kerastase legal?

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

How do you handle regional pricing?

Kerastase uses strict geo-IP routing. We utilize geo-targeted residential proxies to access specific regional storefronts, ensuring the pricing and availability data matches the target country.

Can you extract the full salon locator database?

Yes. We execute the JavaScript required to load the salon maps and capture the underlying XHR payloads containing coordinates, addresses, and service menus.

How fresh is the data?

Full catalogue and salon database refreshes at daily cadence complete within a 2-4 hour window. Historical snapshots are available from the day your pipeline is commissioned.

Can you extract ingredient lists for chemical analysis?

Yes. We parse the full INCI lists, key active ingredients, and patented technology names from every product detail page.

What is the minimum viable engagement?

Our smallest packages start at a defined regional catalogue with weekly delivery. For global tracking across multiple domains, we price based on volume and delivery frequency.

Can I request a sample dataset before committing?

Absolutely. We provide a sample run of up to 100 products or 50 salon locations as part of the pre-engagement scoping process so you can validate schema fit.

$ dataflirt scope --new-project --source=kerastase.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 product catalogue dump or a continuous price-monitoring feed across multiple regions - we scope, build, and operate the pipeline. Tell us what you need.

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