We extract professional salon product listings, brand catalogues, ingredient lists, and category hierarchies from Cosmoprofbeauty. 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 Catalog objects from cosmoprofbeauty.com. All fields typed and schema-versioned.
"sku": "CP-849201", "name": "Olaplex Broad Spectrum Extract", "brand": "Olaplex", "category": "Hair Care", "sub_category": "Treatments", "size_volume": "1000ml", "sds_url": "https://cosmoprofbeauty.com/sds/olaplex-broad-spectrum.pdf"
| # | sku | name | brand | category | sub_category | size_volume |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Hair Colour Matrix objects from cosmoprofbeauty.com. All fields typed and schema-versioned.
"sku": "WL-48291", "shade_name": "7A Medium Ash Blonde", "shade_family": "Ash", "level": 7, "tone": "Ash", "brand": "Wella Professionals", "line": "Koleston Perfect", "mixing_ratio": "1:1"
| # | sku | shade_name | shade_family | level | tone | brand |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Salon Equipment objects from cosmoprofbeauty.com. All fields typed and schema-versioned.
"sku": "EQ-99210", "name": "Hydraulic Styling Chair", "brand": "Collins", "weight": "45kg", "warranty": "5 years", "material": "Vinyl", "assembly_required": true
| # | sku | name | brand | dimensions | weight | voltage |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Brands & Categories objects from cosmoprofbeauty.com. All fields typed and schema-versioned.
"brand_id": "BR-102", "brand_name": "Redken", "category_path": "Hair Care > Colour > Permanent", "total_products": 412, "professional_only": true, "active_lines": "['Shades EQ', 'Color Gels Lacquers']"
| # | brand_id | brand_name | category_path | total_products | description | logo_url |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Ingredients & Safety objects from cosmoprofbeauty.com. All fields typed and schema-versioned.
"sku": "CP-849201", "product_name": "Developer 20 Vol", "active_ingredients": "['Hydrogen Peroxide 6%']", "hazard_warnings": "['Corrosive', 'Eye Irritant']", "voc_content": "0%", "sds_pdf_url": "https://cosmoprofbeauty.com/sds/dev-20.pdf"
| # | sku | product_name | brand | active_ingredients | inactive_ingredients | allergens |
|---|---|---|---|---|---|---|
| 1 | ||||||
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| 3 |
CosmoProf relies on complex JavaScript applications to display shade matrices and professional product lines. We parse the frontend to deliver structured, queryable data.
Capture SKUs, variations, sizes, and descriptions across hair care, skincare, and nail product lines.
Extract shades, levels, tones, and mixing ratios from complex colour matrix interfaces.
Extract chemical compositions and Safety Data Sheet (SDS) PDF URLs for compliance tracking.
Capture dimensions, voltage requirements, warranty data, and materials for large salon fixtures.
Navigate complex B2B taxonomies to map products to their correct professional sub-categories.
Monitor new brand additions, discontinued lines, and total SKU counts per manufacturer.
Map professional SKUs to universal barcodes where publicly available on the platform.
Extract high-resolution product images, colour swatches, and marketing assets.
Run weekly or monthly diffs to identify new product launches and discontinued items.
Brief in. Clean data out.
Provide brand lists, category URLs, or specific product lines. We design the extraction schema together.
We configure Scrapy crawlers, residential proxies, and Playwright scripts to navigate the CosmoProf catalogue.
Schema validation, null-rate checks, and sample data reviews before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage.
B2B distributors use aggressive bot protection to shield their catalogues. Here is how we maintain steady extraction.
B2B sites monitor traffic patterns closely. We use US-based residential proxies to distribute requests and prevent IP bans during large catalogue crawls.
Product variations and shade matrices load dynamically. We use Playwright to execute JavaScript, ensuring all child SKUs and swatches are captured.
Hair colour lines have hundreds of variations. We parse these matrices and flatten them into individual rows containing level, tone, and specific SKU data.
Safety Data Sheets are critical for chemical compliance. We extract the direct PDF URLs associated with each product for bulk downloading.
We maintain a hash index of the catalogue. Subsequent runs output only new products or modifications to existing listings, reducing data processing overhead.
Beauty manufacturers map distributor catalogues to identify gaps in professional product offerings.
R&D teams analyse ingredient lists across professional lines to identify trending active compounds.
Market analysts track the introduction of new brands and the expansion of existing professional lines.
Large salon chains build internal databases of available professional products and equipment specifications.
Brands verify that their product descriptions, images, and SDS documents are displayed correctly by the distributor.
Distributors analyse category breadth and brand density to optimise their own procurement strategies.
"Cosmoprof holds the definitive catalogue of professional salon products, but extracting structured shade matrices and SDS data requires purpose-built infrastructure."
B2B beauty distributors lock down their catalogues behind complex JavaScript applications and aggressive rate limits. DataFlirt manages the proxies, renders the frontend, and maps complex hair colour variations into flat, queryable tables. Your team gets clean data without maintaining fragile scraping scripts.
Everything supported by our cosmoprofbeauty.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, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.
We maintain pools of residential ISP proxies across IN/US/UK/DE regions. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.
Pipelines run on AWS Lambda (burst) and ECS (sustained). Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About cosmoprofbeauty.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available catalogue information is generally permissible. DataFlirt targets only public, non-authenticated product data. We do not circumvent authentication walls to access gated pricing or user data.
No. Professional pricing on Cosmoprof requires an authenticated login tied to a valid cosmetology license. We extract the public catalogue hierarchy, product descriptions, and specifications only.
We use Playwright to interact with the matrix UI, extracting every shade variant and mapping it to the parent product line with its specific level, tone, and SKU.
Yes. We locate the Safety Data Sheet links associated with products and deliver the direct PDF URLs in the structured data output.
For large B2B catalogues, we typically run weekly or monthly full-site crawls, delivering a diff of new products, discontinued items, and updated descriptions.
Yes, we extract UPCs and universal barcodes wherever they are exposed in the page source or public product specifications.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off catalogue dump or continuous monitoring of new professional product lines. Tell us what you need.
