We extract product formulations, supplement facts panels, pricing, and flavour variants from Nutrabio. Delivered as clean JSON, CSV, or Parquet to S3 or BigQuery 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 nutrabio.com. All fields typed and schema-versioned.
"sku": "NB-WHEY-ISOLATE", "title": "100% Whey Protein Isolate", "category": "Protein", "base_price": 49.99, "currency": "USD", "rating": 4.9, "in_stock": true
| # | sku | title | category | sub_category | base_price | currency |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Supplement Facts objects from nutrabio.com. All fields typed and schema-versioned.
"sku": "NB-WHEY-ISOLATE", "serving_size": "1 Scoop (29g)", "protein_g": 25, "carbs_g": 1, "fat_g": 0, "allergens": "Contains Milk", "calories": 110
| # | sku | serving_size | servings_per_container | calories | protein_g | carbs_g |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Flavour Variants objects from nutrabio.com. All fields typed and schema-versioned.
"parent_sku": "NB-WHEY-ISOLATE", "variant_sku": "NB-WPI-DCHOC-2LB", "flavour_name": "Dutch Chocolate", "size_option": "2 lb", "price": 49.99, "stock_status": "In Stock"
| # | parent_sku | variant_sku | flavour_name | size_option | price | stock_status |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Pricing & Offers objects from nutrabio.com. All fields typed and schema-versioned.
"sku": "NB-WHEY-ISOLATE", "base_price": 49.99, "sale_price": 44.99, "subscribe_save_price": 39.99, "discount_pct": 10, "price_timestamp": "2023-10-27T08:12:00Z"
| # | sku | base_price | sale_price | subscribe_save_price | discount_pct | bulk_pricing_tiers |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Reviews objects from nutrabio.com. All fields typed and schema-versioned.
"review_id": "REV-99214", "sku": "NB-WHEY-ISOLATE", "star_rating": 5, "review_title": "Cleanest protein", "review_date": "2023-09-14", "verified_buyer": true
| # | review_id | sku | reviewer_name | star_rating | review_title | review_body |
|---|---|---|---|---|---|---|
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Our Nutrabio scraper extracts everything from high-level product metadata down to individual ingredient dosages, amino acid profiles, and third-party lab test links.
Title, description, and category mapping across the entire storefront.
Macronutrients, micronutrients, and exact ingredient dosages extracted from HTML tables.
Parent-child relationship mapping for every flavour and tub size combination.
Base price, sale price, and subscribe and save rates captured per variant.
In-stock status, backorder dates, and low stock warnings.
Customer feedback, verified buyer status, and star ratings paginated across all products.
CheckMySupps batch URLs and transparency documentation links.
Specific breakdown of EAAs and BCAAs per serving.
FDA warnings and facility allergen statements.
Receive updated records only when prices or stock statuses change.
Brief in. Clean data out.
Provide categories or SKUs. We design the extraction schema together.
We configure Scrapy crawlers and proxy rotation for nutrabio.com.
Schema validation, null-rate checks, and data typing before full launch.
JSON or Parquet pushed to your S3 bucket or warehouse on agreed cadence.
Supplement sites rely on complex variant selectors and dynamic inventory systems. We handle the extraction mechanics so you get clean data.
Nutrabio uses JavaScript to load pricing and stock data when users select different flavours or sizes. We use Playwright to execute these state changes and capture every variant combination.
Supplement facts panels are notoriously difficult to parse due to inconsistent HTML tables. Our extraction logic normalises these panels into strictly typed JSON arrays containing ingredient names, dosages, and daily values.
We monitor network payloads to extract actual inventory status, distinguishing between temporarily out of stock, discontinued, and backordered items.
We distribute requests across US residential proxies with randomised delays to avoid triggering Nutrabio's Web Application Firewall, ensuring uninterrupted data flow.
Nutritional values are cast to numeric types rather than raw strings. If a layout change breaks the parser, our monitoring stack flags the anomaly immediately.
Supplement brands track Nutrabio's pricing, discount strategies, and bundle offers to adjust their own positioning.
R&D teams analyse exact ingredient dosages and amino acid profiles to benchmark their own pre-workout and protein formulations.
Market researchers track which flavour variants are frequently out of stock to identify consumer taste preferences.
Third-party retailers monitor stock levels to optimise their own purchasing and inventory management.
Marketing teams mine customer reviews to understand pain points regarding mixability, taste, and digestion.
Industry analysts track the presence of third-party lab tests and fully disclosed labels across the catalogue.
"Nutrabio's fully transparent labels provide a goldmine of formulation data, but extracting exact ingredient dosages across hundreds of variants requires precise table parsing."
Supplement facts panels are complex HTML structures. A naive scraper will return messy text blobs. DataFlirt parses these tables into structured nutritional arrays, mapping every ingredient, dosage, and daily value into clean JSON. We handle the infrastructure so you can focus on formulation analysis.
Everything supported by our nutrabio.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 executes JavaScript to load dynamic variant pricing and stock status.
US-based residential proxies rotate per request to bypass rate limits and WAF protections without IP bans.
Pipelines run on AWS Lambda and ECS. Airflow manages scheduling and dependencies, with state stored in PostgreSQL.
Data delivered to where your team already works — no new tooling required.
About nutrabio.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available product, pricing, and nutritional data from nutrabio.com is generally permissible. We do not scrape gated wholesale pricing or personal user data.
Our parsers target the specific DOM structure of Nutrabio's nutritional tables, converting rows into structured key-value pairs for ingredients, dosages, and percentages.
Yes. We iterate through all available flavour and size combinations on a product page, capturing the unique price, SKU, and stock status for each variant.
We can configure pipelines to run daily, hourly, or at custom intervals depending on your monitoring requirements.
Yes. Nutrabio publishes CheckMySupps links and batch reports for transparency. We extract these URLs and associate them with the parent SKU.
Our managed service includes continuous schema maintenance. If a DOM change breaks the parser, our monitoring alerts us, and we deploy a fix within hours.
Yes. We paginate through all product reviews, extracting the star rating, text, date, and verified buyer status.
20-minute scoping call. Pilot dataset within the week. Production within two. From one-off formulation exports to continuous price monitoring across the entire catalogue - we build and operate the infrastructure. Tell us your requirements.
