Specialized
Nutrition & Allergen ComplianceNEW
Calorie, allergen, Halal and dietary label data — structured for compliance, health apps and menu transparency.
// labels normalized for compliance use
| item | kcal | allergens | diet | halal |
|---|---|---|---|---|
| Paneer Wrap | 420 | milk, gluten | veg | Yes |
| Chicken Biryani | 610 | none | non-veg | Yes |
| Choco Shake | 380 | milk | veg | No |
Overview
What is nutrition & allergen compliance data?
Nutrition and allergen compliance data is structured information on the calories, macros, allergens and dietary tags of food and grocery items, extracted from published labels and normalized into consistent fields. It supports regulatory compliance, health applications and menu transparency.
Nutrition and allergen information is published inconsistently — different formats, units and wording across thousands of products and outlets. For compliance teams, health and diet apps, and retailers, that inconsistency is a real risk: a missed allergen flag or an unverified claim can have serious consequences. Structured compliance data standardizes calories, macros, allergens and dietary tags like Halal, Kosher and Vegan into clean, comparable fields, and can cross-check published labels for consistency. Built across our 15 markets, it gives teams audit-ready records and a reliable foundation for safe, filterable product experiences.
Capabilities
Labels you can build on
Nutrition and allergen data, cleaned and structured for real use.
Nutrition facts
Calories, macros and serving data per item where published.
Allergen flags
Standardized allergen tags across the major categories.
Dietary tags
Halal, Kosher, Vegan and other tags normalized across sources.
Label verification
Cross-check published labels for consistency.
Multi-source
Pull from menus and product labels across platforms.
Change tracking
Detect when labels or formulations change.
What's included
Every compliance dataset ships with
Standard fields and outputs. Anything here can be extended, trimmed or customized to your scope.
Methodology
How does nutrition & allergen compliance data work?
From messy labels to clean compliance data, in four steps.
1 · Collect labels
Nutrition and allergen labels are gathered across sources.
2 · Normalize fields
Units, allergens and tags are standardized into clean fields.
3 · Verify
Published labels are cross-checked for consistency.
4 · Deliver
Structured data arrives as CSV, JSON or API.
Who it's for
Get answers like
Real questions our compliance dataset answers for teams across the food economy.
"Are labels consistent?"
Cross-checked label data.
"Need clean nutrition data"
Structured calorie & macro fields.
"Filter by allergen & diet"
Standardized dietary tags.
Why FoodDataScrape
Why teams choose us for this
- Allergens and dietary tags standardized across sources
- Label verification for consistency
- Coverage across 15 markets
- Free proof-of-concept on your items
Delivery & integration
How is the data delivered?
Formats
CSV, JSON or direct API — pick what plugs into your stack. Custom schemas on request.
Refresh cadence
One-time pull, daily, weekly or real-time feeds, scoped to how fast your decisions move.
Integration
Drop into BI tools, data warehouses or apps. Webhooks and scheduled exports supported.
Questions
Frequently asked questions
Published menu and product labels, normalized into structured fields.
Allergens are mapped to a consistent tag set across the major categories.
Yes — Halal, Kosher, Vegan and other dietary tags are normalized where available.
Yes — published labels can be cross-checked for inconsistencies.
Yes — label and formulation changes can be detected over time.
As CSV, JSON or API on your cadence.
Build on clean label data
Share the items or markets. We'll return a free sample nutrition-and-allergen dataset.
