We extract cosmetics listings, pricing signals, ingredient lists, brand intelligence, and reviews from Beleza na Web. 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 belezanaweb.com.br. All fields typed and schema-versioned.
"sku": "BLZ-12345", "title": "Wella Professionals Invigo Nutri-Enrich - Shampoo 250ml", "brand": "Wella Professionals", "price": 89.9, "discount_pct": 15, "rating": 4.8, "review_count": 3412, "in_stock": true
| # | sku | title | brand | category | sub_category | price |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Pricing & Promos objects from belezanaweb.com.br. All fields typed and schema-versioned.
"sku": "BLZ-12345", "price": 89.9, "list_price": 105.9, "discount_pct": 15, "promo_badge": "Semana do Consumidor", "gift_with_purchase": "Miniatura Mascara 30ml", "price_timestamp": "2026-05-12T09:14:00Z", "currency": "BRL"
| # | sku | price | list_price | discount_pct | promo_badge | gift_with_purchase |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Reviews & Ratings objects from belezanaweb.com.br. All fields typed and schema-versioned.
"review_id": "REV-98765", "sku": "BLZ-12345", "star_rating": 5, "review_title": "Maravilhoso", "review_body": "Deixou meu cabelo super macio e hidratado na primeira lavagem.", "hair_type": "Seco", "review_date": "2026-04-18", "helpful_votes": 42
| # | review_id | sku | reviewer_name | star_rating | review_title | review_body |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Olfactory & Ingredients objects from belezanaweb.com.br. All fields typed and schema-versioned.
"sku": "BLZ-99999", "fragrance_family": "Floral Frutado", "top_notes": "['Bergamota', 'Pera']", "heart_notes": "['Rosa', 'Jasmin']", "base_notes": "['Musk', 'Baunilha']", "cruelty_free": true, "vegan": false
| # | sku | fragrance_family | top_notes | heart_notes | base_notes | key_ingredients |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Search Results objects from belezanaweb.com.br. All fields typed and schema-versioned.
"keyword": "protetor solar facial", "position": 1, "sku": "BLZ-45678", "brand": "La Roche-Posay", "price": 99.9, "rating": 4.9, "promo_badge": "Mais Vendido", "scraped_at": "2026-05-12T09:14:33Z"
| # | keyword | position | sku | title | brand | price |
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Our Beleza na Web scraper handles every layer of the platform: product formulations, dynamic pricing, promotional tags, and the review corpus. We manage JavaScript rendering, session management, and anti-bot circumvention.
Title, brand, volume, descriptions, and category taxonomy scraped at SKU level with variant mapping.
Capture price, list price, discount percentages, and currency data timestamped per crawl.
Extract full INCI ingredient lists, key active components, and cruelty-free or vegan certifications.
Full review text, star ratings, helpful vote counts, and user profiling attributes like skin type or hair type.
Monitor 'Brinde', 'Desconto', and kit bundle contents to track promotional intensity across brands.
Track organic position for any keyword and category to monitor brand visibility and shelf share.
Parse top, heart, and base notes for perfumes alongside fragrance family classifications.
Extract 'Dica do Profissional' sections for application instructions and expert recommendations.
Run one-off bulk exports or configure continuous pipelines at hourly or daily cadences.
Track out-of-stock indicators and inventory status across the entire catalogue.
Brief in. Clean data out.
Provide SKU lists, category URLs, or brand names. We design the extraction schema together.
We configure Scrapy / Playwright crawlers, proxy rotation, and session management for belezanaweb.com.br.
Schema validation, null-rate checks, price-outlier detection, and sample reviews before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Modern e-commerce sites invest heavily in scraping detection. Here is how we stay resilient.
We use Brazilian residential ISP proxies with realistic browser fingerprints and full cookie session management to bypass perimeter defenses.
Beleza na Web product pages require JavaScript rendering for dynamic pricing and promotional tags. We run full Playwright browser sessions to capture hydrated data.
E-commerce layouts change frequently during promotional events. Our selector strategy uses multiple fallback chains per field to ensure stability.
For large SKU catalogues, we maintain a hash index of last-seen values per field. Subsequent runs only push diffs, reducing compute cost and storage bloat.
Every run emits structured logs to our observability stack. We alert on null-rate spikes and price outliers to ensure data integrity.
Cosmetics brands and retailers monitor pricing, discount depth, and promotional tags to protect margin.
Brands audit pricing consistency and unauthorised discounting across the Brazilian beauty market.
Analysts track category saturation, new product launches, and brand visibility to identify whitespace.
R&D teams analyze ingredient trends, free-from claims, and active components across top-selling products.
Supply chain teams correlate review velocity and stock depth indicators with sales velocity.
Retailers compare their catalogue against Beleza na Web to identify missing brands or product lines.
"Beleza na Web holds the most comprehensive structured dataset for the Brazilian beauty market, from pricing dynamics to detailed olfactory profiles."
Most teams underestimate the investment required: reliable scraping requires Brazilian residential proxies, full JavaScript rendering for dynamic pricing, CAPTCHA handling, and anomaly monitoring. DataFlirt absorbs that complexity so your engineers can focus on the analysis.
Everything supported by our belezanaweb.com.br 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.
We maintain pools of residential ISP proxies across BR regions. Rotation happens per-request with sticky sessions where required.
Pipelines run on AWS Lambda and ECS. 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 belezanaweb.com.br scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available information is generally permissible under applicable law. DataFlirt targets only public, non-authenticated product, pricing, and review data. We do not extract personal data or circumvent authentication walls.
We use Brazilian residential ISP proxies, full Playwright browser sessions with realistic fingerprints, and request timing modelled on human behaviour. We monitor for rate spikes in real time.
Real-time streaming pipelines achieve sub-60-minute latency for price and availability signals on a defined SKU set. Full catalogue refreshes complete within a 6-12 hour window.
Yes. We extract specific promotional badges, discount tags, and kit inclusions to give you full visibility into promotional intensity.
Yes. We capture the complete INCI ingredient text block, active component highlights, and metadata like cruelty-free or vegan status.
Our smallest packages start at a defined SKU list or brand subset with weekly delivery. For larger catalogues, we price based on volume and delivery frequency.
Yes. We provide a sample run of up to 500 SKUs or 50 category pages as part of the pre-engagement scoping process.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off catalogue dump or a continuous price-monitoring feed across the entire site, we scope, build, and operate the pipeline. Tell us what you need.
