Food & Beverage Product Categorization

The food and beverage vertical is one of the fastest-growing e-commerce sectors, with online grocery shopping becoming increasingly mainstream. From pantry staples and snacks to beverages, fresh foods, and specialty items, food products require precise categorization that accounts for dietary attributes, preparation methods, and consumer preferences. Our AI-powered API automatically classifies food and beverage products into the correct taxonomy categories across all major marketplaces, enabling grocery retailers and food brands to reach hungry customers effectively.

Food categorization presents unique challenges due to dietary considerations, allergen information, and the diversity of product types. A "protein bar" could be classified under snacks, sports nutrition, or health foods depending on ingredients and marketing positioning. Similarly, beverages must be classified by type (coffee, tea, juice, soda, water), attributes (organic, sugar-free, caffeinated), and format (ready-to-drink, concentrate, pods). Our machine learning models understand these nuances, trained on millions of food product listings to deliver exceptional classification accuracy across all grocery subcategories.

Whether you're operating an online grocery store, managing food products within a general retail catalog, or running a specialty food marketplace, our API handles the complexity of food and beverage taxonomy. We support automatic classification into Google Product Taxonomy, Amazon Fresh and Grocery categories, Shopify Standard Product Taxonomy, and eBay food categories. The food vertical demands attention to dietary attributes and regulatory compliance, and our API delivers accurate classification that helps consumers find products matching their dietary needs and preferences.

Snacks & Confectionery

Categorize chips, cookies, candy, chocolate, nuts, and snack foods by type, flavor, dietary attributes, and brand.

Beverages

Classify soft drinks, juices, coffee, tea, water, energy drinks, and alcoholic beverages by type, brand, and attributes.

Pantry & Staples

Automatic classification for grains, pasta, canned goods, condiments, oils, spices, and cooking essentials.

Fresh & Produce

Categorize fresh fruits, vegetables, dairy, meat, seafood, and refrigerated items with freshness awareness.

Organic & Natural

Classify organic, natural, non-GMO, and health-focused foods into appropriate specialty subcategories.

International Foods

Categorize ethnic cuisines, international ingredients, and specialty foods by cuisine type and origin.

Food & Beverage Taxonomy

Food products follow a hierarchical taxonomy organized by product type, dietary attributes, and consumption occasion. Our API understands food terminology, ingredient classifications, and dietary restrictions for accurate placement.

Category Hierarchy

Tier 2 Categories

API Integration

Python
import requests

def categorize_food(product_description, api_key):
    base_url = "https://www.productcategorization.com/api/ecommerce/ecommerce_category6_get.php"
    params = {"query": product_description, "api_key": api_key, "data_type": "google"}
    return requests.get(base_url, params=params).json()

# Example: Categorize organic snack
result = categorize_food("KIND Bars Dark Chocolate Nuts Sea Salt Gluten Free 12-Pack", "your_api_key")
print(f"Category: {result['category']}")
# Output: Food, Beverages & Tobacco > Food Items > Snacks > Granola & Snack Bars
10M+
Products Categorized
99.2%
Accuracy Rate
5,574
Categories
200+
Languages

Try Food Categorization

Enter a food or beverage product description to see our AI classify it across marketplace taxonomies.

Best Practices for Food Categorization

Include Dietary Attributes
Specify dietary information: "Gluten Free", "Vegan", "Organic", "Sugar Free", "Keto Friendly". These attributes affect subcategory placement and help health-conscious consumers find suitable products.
Specify Product Format
Include the product format: "Powder", "Liquid", "Ready-to-Eat", "Frozen", "Dried". Format determines subcategory placement within food types.
Mention Key Ingredients
List primary ingredients for specialty foods: "Almond Butter", "Oat Milk", "Quinoa Chips". Ingredients help classify products into appropriate specialty categories.
Include Brand Names
Mention the brand: "Coca-Cola", "Kellogg's", "KIND", "Impossible Foods". Food brands provide strong classification signals and consumer trust.
Specify Pack Size
Include quantity and size: "12-Pack", "Family Size", "Single Serve", "Bulk 5lb". Pack size information helps classify between individual and bulk categories.
Note Flavor and Variety
Include flavor profiles: "BBQ", "Sea Salt", "Chocolate Chip", "Original". Flavor details help with subcategory placement and searchability.

Frequently Asked Questions

How does the API handle dietary restriction categorization?
Our AI recognizes dietary attributes including gluten-free, vegan, vegetarian, keto, paleo, organic, non-GMO, kosher, halal, and allergen-free claims. Products with dietary attributes are classified into appropriate specialty subcategories while maintaining accurate primary category placement.
Can the API categorize alcoholic beverages?
Yes, our API categorizes alcoholic beverages including beer, wine, spirits, and ready-to-drink cocktails. We recognize alcohol types, brands, and attributes while respecting marketplace policies that may restrict or require special handling for alcohol listings.
Does the API support international and ethnic foods?
Absolutely. We categorize international foods by cuisine type (Asian, Mexican, Italian, Indian) and recognize specialty ingredients and authentic products. The API handles multilingual product descriptions and international brand names for accurate classification.
How accurate is fresh food categorization?
Fresh food categories achieve 98%+ accuracy. The API recognizes produce types, meat cuts, seafood varieties, and dairy products, classifying them into appropriate subcategories based on product type, preparation state, and storage requirements.
Can the API handle pet food categorization?
Pet food is categorized under the Animals & Pet Supplies vertical rather than Food & Beverages. Our API correctly distinguishes between human food and pet food based on product descriptions and routes them to appropriate taxonomies.

Ready to Categorize Your Food Products?

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