SYSTEM all green source olaplex.com queue 4,192 pages p99 latency 118ms dataflirt.com · scraper/olaplex-com
RUN · 14 active pipelines · olaplex.com live

Olaplex DTC data,
at warehouse scale.

We extract product catalogues, bundle pricing, ingredient formulations, customer reviews, and salon locator data from olaplex.com. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
84 /run
Review records
142K /run
Salons mapped
18.4K /run
Active pipelines
14
Uptime
99.98%
Data Dictionary

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

skutitleproduct_typepricecurrencysize_mlstock_statussubscription_discount_pctdescription
product_listings
● 200 OK
"sku": "No.3",
"title": "Hair Perfector",
"price": 30.0,
"currency": "USD",
"size_ml": 100,
"stock_status": "in_stock"
# skutitleproduct_typepricecurrencysize_ml
1
2
3

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

review_idskuauthorratingreview_texthair_typehair_concerndate_postedverified_buyer
reviews_& ratings
● 200 OK
"review_id": "rev_9182",
"sku": "No.4",
"rating": 5,
"hair_type": "Colour Treated",
"hair_concern": "Damage",
"verified_buyer": true
# review_idskuauthorratingreview_texthair_type
1
2
3

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

salon_idnameaddresscitystatepostcodephonelatitudelongitudepro_certified
salon_locator
● 200 OK
"salon_id": "sal_104",
"name": "Studio 45",
"city": "London",
"postcode": "E1 6AN",
"pro_certified": true,
"latitude": 51.5074
# salon_idnameaddresscitystatepostcode
1
2
3

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

skufull_ingredient_listkey_ingredientssulfate_freeparaben_freevegancruelty_freeph_levelclinical_claims
ingredients
● 200 OK
"sku": "No.7",
"sulfate_free": true,
"vegan": true,
"ph_level": "4.0-5.0",
"key_ingredients": "Bis-Aminopropyl Diglycol Dimaleate",
"cruelty_free": true
# skufull_ingredient_listkey_ingredientssulfate_freeparaben_freevegan
1
2
3

Complete list of extractable fields for Bundles objects from olaplex.com. All fields typed and schema-versioned.

bundle_idtitlepricevalue_pricediscount_percentageincluded_skusstock_statusroutine_stepdescription
bundles
● 200 OK
"bundle_id": "bun_01",
"title": "Rescue Kit",
"price": 60.0,
"value_price": 84.0,
"discount_percentage": 28,
"included_skus": "No.0, No.3"
# bundle_idtitlepricevalue_pricediscount_percentageincluded_skus
1
2
3

Capabilities

Everything you need from Olaplex DTC

Our Olaplex scraper handles the headless Shopify architecture, extracting ingredient metadata, paginated third-party reviews, and dynamic salon locator map APIs.

Full Product Catalogue Extraction

Title, description, size variations, and core metadata extracted per SKU across the entire consumer line.

Pricing & Subscription Logic

Capture base price, bundle discounts, and auto-replenish subscription rates timestamped per crawl.

Ingredient Formulation Parsing

Extract full ingredient lists, key active components, pH levels, and free-from claims.

Clinical Claim Extraction

Capture structured clinical results and percentage-based efficacy claims attached to specific SKUs.

Review Widget Scraping

Extract paginated review text, star ratings, and customer hair profiles from integrated third-party review platforms.

Salon Locator Mapping

Scrape the salon directory map API to extract thousands of certified Olaplex professional locations globally.

Bundle & Kit Logic

Map individual SKUs to promotional bundles to calculate actual discount percentages and perceived value.

Routine Builder Data

Extract recommended product sequences and routine steps dynamically generated by the Olaplex site.

Stock & Availability Tracking

Monitor inventory status for high-demand SKUs to track restock patterns and supply chain signals.

// engagement pipeline

From target URL to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Specify required data points: full catalogue, specific SKUs, review history, or salon geographic regions.

Pipeline Build
d 2–4

We configure Scrapy and Playwright crawlers to handle headless Shopify endpoints and dynamic map APIs.

Validation & QA
d 4–6

Schema validation, null-rate checks, and data normalisation for ingredient lists before full launch.

Delivery
ongoing

JSON, CSV, or Parquet pushed to your S3 bucket or Snowflake stage on an agreed daily or weekly cadence.

Under the hood

Handling headless commerce extraction

Modern DTC sites use heavy JavaScript and third-party API integrations. We bypass the DOM and target the underlying data structures.

pipeline-monitor · olaplex.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
Headless Shopify
Direct GraphQL and API extraction

Rather than scraping the rendered DOM, our pipeline intercepts the underlying Shopify GraphQL queries. This yields cleaner, highly structured product data and bypasses frontend layout changes.

Review pagination
Third-party widget hydration

Olaplex relies on external providers for customer reviews. We target these specific API endpoints to paginate through thousands of reviews, capturing custom fields like hair type and concern.

Map API scraping
Geospatial query generation

To extract the complete salon network, we programmatically generate overlapping bounding-box queries against the store locator API, ensuring zero missing locations across global markets.

Ingredient normalisation
Text parsing for chemical compounds

Ingredient lists are often presented as unstructured text blocks. Our pipeline splits and normalises these lists into queryable arrays, separating active compounds from base formulas.

Bot mitigation
Residential proxies and rate limiting

We utilise residential IP pools and strict concurrency limits to match typical consumer traffic patterns, preventing IP bans from edge protection services.

Applications

Who uses Olaplex data

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

01
Competitive Pricing Intelligence

Beauty retailers and competing brands monitor Olaplex DTC pricing, bundle discounts, and subscription incentives.

02
Formulation Analysis

Cosmetic chemists and R&D teams extract ingredient lists and clinical claims to analyse market trends in bond-building haircare.

03
Sentiment Analysis

Consumer insight teams process thousands of reviews to correlate specific hair types with product efficacy and common complaints.

04
Distribution Mapping

Sales teams extract salon locator data to map professional distribution networks and identify regional market penetration.

05
DTC Strategy Research

eCommerce analysts study Olaplex routine builders and cross-sell logic to optimise their own digital storefronts.

06
Counterfeit Detection

Brand protection agencies monitor authorised salon lists to cross-reference against third-party marketplace sellers.

Why DataFlirt

"Olaplex.com holds the blueprint for premium DTC haircare, but extracting structured clinical claims and review sentiment requires a dedicated pipeline."

Most teams underestimate the complexity of scraping headless Shopify builds. Extracting paginated reviews from third-party widgets and mapping thousands of certified salons requires proxy rotation and dynamic hydration. DataFlirt handles the infrastructure so your analysts can focus on haircare market intelligence.

Technical Spec

Olaplex scraper technical capabilities

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

Headless Shopify extraction
Direct targeting of GraphQL endpoints for clean product metadata
Supported
Review widget pagination
Extraction of full review histories including custom hair profile fields
Supported
Salon map API extraction
Geospatial grid querying to capture all global professional locations
Supported
Ingredient list normalisation
Parsing raw text blocks into structured arrays of chemical compounds
Supported
Bundle price calculation
Mapping individual SKUs to kits to determine true discount rates
Supported
Stock status monitoring
Tracking inventory availability across the consumer product line
Supported
Webhook delivery
HTTP POST delivery for immediate stock or price change alerts
Supported
Olaplex Pro wholesale pricing
Requires authenticated professional cosmetologist credentials
Partial
Customer purchase history
Private account data hidden behind authentication walls
Partial
Infrastructure

Infrastructure powering the Olaplex pipeline

Open-source tooling on proven cloud infra — no vendor lock-in, full observability.

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheusShopify GraphQL
API Interception Stack

Playwright network interception isolates the exact JSON payloads from Shopify and review providers, bypassing the need for brittle DOM parsing.

Geospatial Query Engine

Custom Python modules generate precise coordinate grids to systematically exhaust the salon locator API without missing regional data.

Automated Normalisation

Post-processing tasks run on Airflow to clean ingredient lists, standardise currency formats, and map bundle SKUs before warehouse delivery.

Output & Delivery

Your data, your destination

Data delivered to where your team already works — no new tooling required.

JSON
Nested structures ideal for ingredient arrays and review data
CSV
Flat files for immediate spreadsheet analysis
XLS
Formatted Excel files for non-technical teams
Parquet
Columnar storage optimised for analytics workloads
AWS S3
Direct bucket upload on pipeline completion
Webhook
Real-time HTTP POST for stock availability alerts
API
REST endpoints to query your extracted Olaplex data
BigQuery
Direct streaming into Google Cloud data warehouses
Snowflake
Automated stage and copy operations for immediate querying
PostgreSQL
Direct database insertion with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Can you extract data from the Olaplex Pro portal?

No. The Olaplex Pro portal requires authenticated professional credentials to access wholesale pricing and professional-only SKUs. We only extract publicly available consumer data and salon locator information.

How do you handle the salon locator map?

We bypass the visual map interface and query the underlying location API directly. By programmatically generating bounding boxes that cover target geographic areas, we extract the complete dataset of certified salons.

Are customer reviews included in the extraction?

Yes. We target the third-party review widget API to extract the complete historical review corpus, including custom fields like hair type, hair concern, and verified buyer status.

How frequently can you monitor stock status?

Stock status pipelines can be configured to run daily or hourly depending on your requirements. We use change-detection logic to alert you only when a SKU goes out of stock or is replenished.

Do you normalise ingredient lists?

Yes. We parse the raw ingredient text blocks into structured arrays, separating active compounds and standardising the nomenclature for easier database querying.

Can you track regional pricing differences?

Yes. By routing requests through our residential proxy network in different countries, we can extract localised pricing, currency variations, and region-specific product availability.

$ dataflirt scope --new-project --source=olaplex.com ready

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. From ingredient analysis to global salon mapping, we build and maintain the extraction infrastructure. Specify your data requirements and we handle the rest.

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