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Unlocking Insights from Grocery Store Datasets - What Walmart, Aldi & Amazon Grocery Reveal About Consumer Trends

Introduction

UK diners are spoiled for choice—Indian curries, Italian pizzas, Turkish kebabs, Thai noodles, and more. As competition rises among multi-cuisine restaurants, visibility on delivery apps like Deliveroo, Uber Eats, and Just Eat depends heavily on smart menu structuring, pricing, and rating optimization.

Actowiz Solutions offers an AI-powered web scraping solution to analyze and optimize menu performance across platforms—helping UK restaurants price right, place smart, and boost order volumes.

Why Menu Intelligence Matters

retail-insights-from-grocery-data/What-Are-Grocery-Store-Datasets
  • Dish pricing impacts conversion and AOV (Average Order Value)
  • High-rated dishes improve search ranking on delivery platforms
  • Menu overloading hurts UX; category structuring boosts engagement
  • Discount timing + description impacts CTR during peak hours

Restaurants must go beyond cooking great food—they need data-backed menus that convert.

Actowiz’s AI Menu Intelligence Framework

1. Menu Scraping from Top Delivery Platforms

We extract full restaurant menus from Uber Eats, Just Eat, and Deliveroo—by postcode, city, and cuisine tag.

2. Dish-Level Metadata Extraction

Price, ratings, dish images, description, badges (e.g., “Most Ordered”), popularity tags, and combo listings.

3. AI-Based Insights Engine

Our ML models detect pricing gaps, underperforming dishes, missing categories, and compare competitor menus for the same cuisine type.

Sample Data Extracted

What-is-RERA-Data-Extraction-
Restaurant Platform Dish Name Price Rating Tags Category Promo Active
Bombay Biryani Co. Deliveroo Chicken Biryani £8.99 4.5 “Most Ordered” Indian Mains 20% Off
Bella Italia Uber Eats Margherita Pizza £9.50 4.3 “Top Rated” Italian Pizza None
Thai Yum London Just Eat Pad Thai Noodles £10.00 4.6 “Vegan Friendly” Thai Classics 15% Off

Key Use Cases

Restaurant Owners & Chains

Evaluate which dishes need re-pricing, removal, or promotion. Compare same cuisine competitors for dish coverage gaps.

Platform Managers

Ensure parity across menus on Uber Eats vs Deliveroo vs Just Eat—fix inconsistencies in pricing, formatting, and dish listings.

Marketing Teams

Promote best-rated dishes during weekends. Use dish metadata to craft smarter combo offers and homepage placements.

Franchise Operators

Monitor consistency across all branches and understand menu-level performance metrics city-by-city.

Visualization Examples

Key Consumer Trends Revealed Through Grocery Store Datasets
  • Bar Graph: Top 10 most ordered dishes by cuisine and platform
  • Line Graph: Price elasticity vs ratings for same dishes (across restaurants)
  • Matrix: Menu categories vs item count to detect overcrowded or thin sections

Real Business Impact

What-is-RERA-Data-Extraction-

A 15-outlet Indian QSR chain discovered 42% of its “Bestsellers” weren’t present on Uber Eats in Northern UK. Fixing this improved order volume by 26%.

A multi-brand delivery kitchen removed 11 underperforming dishes and focused on promoting top-rated 5 dishes—resulting in a 19% revenue boost in London’s Zone 2.

Actowiz AI Features

Solving Business Problems Using Grocery Store Datasets
  • Dish Rating Sentiment Analysis
  • Pricing Suggestions Using Competitor Benchmarking
  • Top-Seller Tag Tracking by Platform
  • Category Depth Optimization

Technology Stack

  • Scraping: Puppeteer + Cloud Proxy Rotation
  • Data Models: NLP for menu labeling + Time Series for promo tracking
  • Outputs: Google Sheets API, Excel, PDF Summary Reports
  • Delivery Window: Updated every 24 hours

Ethics & Platform Compliance

  • All data is collected from public restaurant profiles
  • No scraping of login-required or customer data
  • Compliant with GDPR and UK data norms for market intelligence

Final Thoughts

The most successful UK restaurants on food delivery platforms aren’t just serving meals—they’re serving data-backed menus. Actowiz Solutions helps restaurants navigate complex multi-cuisine menus with AI-driven clarity—ensuring every listing, price, and promotion is optimized to win customers.

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