We extract cosmetics catalogues, shade variants, swatch imagery, ingredient lists, and pricing from Colourpop. 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 Listings objects from colourpop.com. All fields typed and schema-versioned.
"product_id": "CP-99218", "title": "Super Shock Shadow", "category": "Eyes", "price": 7.0, "is_vegan": true, "is_cruelty_free": true, "rating": 4.8
| # | product_id | title | category | product_type | price | is_vegan |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Shade Variants objects from colourpop.com. All fields typed and schema-versioned.
"variant_id": "VAR-3341", "shade_name": "Frog", "hex_code": "#FFB6C1", "finish_type": "Ultra-Glitter", "stock_status": "in_stock", "price": 7.0, "sku": "CP-SSS-FROG"
| # | variant_id | product_id | shade_name | hex_code | finish_type | stock_status |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Reviews & Ratings objects from colourpop.com. All fields typed and schema-versioned.
"review_id": "REV-882910", "author_name": "Sarah J.", "star_rating": 5, "skin_type": "Combination", "skin_tone": "Light Medium", "eye_colour": "Hazel", "date_posted": "2023-10-14"
| # | review_id | product_id | author_name | star_rating | skin_type | skin_tone |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Pricing & Promos objects from colourpop.com. All fields typed and schema-versioned.
"product_id": "CP-99218", "base_price": 7.0, "sale_price": 5.0, "discount_percentage": 28, "is_on_sale": true, "promo_badge": "Last Call", "currency": "USD"
| # | product_id | base_price | sale_price | discount_percentage | is_on_sale | promo_badge |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Collections objects from colourpop.com. All fields typed and schema-versioned.
"collection_id": "COL-042", "collection_name": "Sailor Moon x Colourpop", "launch_date": "2020-02-20", "product_count": 12, "is_limited_edition": true, "total_value": 89.0, "url": "https://colourpop.com/collections/sailor-moon"
| # | collection_id | collection_name | launch_date | product_count | total_value | is_limited_edition |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Our Colourpop scraper targets the specific complexities of beauty eCommerce. We extract shade matrices, swatch URLs, ingredient lists, and demographic-tagged reviews.
Title, description, category, and metadata fields scraped across the entire Colourpop storefront.
Extract individual variant data including shade names, hex codes, finish types, and high-res swatch image URLs.
Capture full ingredient lists per product alongside vegan and cruelty-free certification tags.
Extract review text and ratings correlated with reviewer skin type, skin tone, and eye colour.
Monitor inventory status at the variant level to detect restocks of highly requested shades.
Track limited edition collections, licensed collaborations, and full-collection vault pricing.
Capture base price, sale price, discount percentages, and promotional badges like Last Call.
Extract product photography, model application shots, and arm swatch imagery.
Run one-off bulk exports or configure continuous pipelines at daily cadences with change-detection diffing.
Brief in. Clean data out.
Provide categories, product types, or specific collections. We design the extraction schema together.
We configure Scrapy and Playwright crawlers, proxy rotation, and session management for colourpop.com.
Schema validation, null-rate checks, and variant mapping verification before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket or data warehouse on agreed cadence.
Colourpop relies on dynamic variant rendering and bot protection. We manage the infrastructure required to extract clean data.
Colourpop uses Cloudflare to block automated traffic. Our crawlers use residential ISP proxies with realistic browser fingerprints and full cookie session management to bypass Turnstile challenges.
Shade selection and swatch image rendering rely heavily on client-side JavaScript. We run full Playwright browser sessions to trigger variant changes and capture the correct SKU data.
Colourpop updates its Shopify theme structure frequently, especially for collaborations. Our selector strategy uses fallback chains so layout changes do not break your data pipeline.
For daily tracking, we maintain a hash index of last-seen values per variant. Subsequent runs only push diffs for price changes or stock status updates.
Every run emits structured logs. We alert on null-rate spikes in critical fields like ingredient lists or shade names and respond immediately.
Beauty brands monitor promotional cadences, bundle pricing, and discount depth across Colourpop categories.
Product development teams analyse shade matrices and finish types to identify gaps in the market.
R&D teams extract ingredient lists to track formulation trends and vegan certification standards.
Marketing teams mine demographic-tagged reviews to understand product performance across different skin tones.
Retail analysts track stock status to estimate production volumes and demand for limited edition collaborations.
Brands audit inventory availability to correlate with unauthorised reseller listings on third-party marketplaces.
"Colourpop releases new collections at breakneck speed. Tracking shade availability, ingredient shifts, and customer sentiment requires a pipeline built for constant catalogue mutation."
Most teams underestimate the investment required: reliable Colourpop scraping requires bypassing Shopify bot protection, rendering dynamic variant selectors, and monitoring restock triggers. DataFlirt absorbs that complexity so your engineers can focus on the analysis.
Everything supported by our colourpop.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 rendering, variant selection, and interaction flows.
We maintain pools of residential ISP proxies across US regions. Rotation happens per-request to bypass Cloudflare protection.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting.
Data delivered to where your team already works — no new tooling required.
About colourpop.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available information from Colourpop is generally permissible. DataFlirt targets only public, non-authenticated product, pricing, and review data. We do not extract personal data or circumvent authentication walls.
We use residential ISP proxies, full Playwright browser sessions with realistic fingerprints, and request timing modelled on human behaviour to bypass Cloudflare Turnstile challenges.
Full catalogue refreshes at daily cadence complete within a 4-hour window. We can configure higher frequency runs for specific high-demand collections.
Yes. We monitor variant-level stock status and can emit webhook alerts when high-demand items or collaborations return to stock.
Yes. We capture the full text of ingredient lists along with structured flags for vegan and cruelty-free status.
Absolutely. We provide a sample run of up to 100 products as part of the pre-engagement scoping process so you can validate schema fit and data quality.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off catalogue dump or continuous price and stock monitoring. Tell us what you need.
