Scraping Food Delivery Apps for Halloween Menu Trends

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Introduction

Halloween has become one of the most significant seasonal events for the food delivery industry. Restaurants and delivery platforms leverage themed menus, limited-time desserts, and festive promotions to boost engagement and revenue. With consumers increasingly ordering through apps, monitoring trends on top platforms provides critical competitive intelligence. By Scraping Food Delivery Apps for Halloween Menu Trends, businesses can analyze menu launches, track popularity, forecast demand, and optimize operational decisions across key apps.

Between 2020 and 2025, Halloween-themed orders on top delivery apps grew by approximately 220%, with items like pumpkin spice desserts, ghost-shaped pastries, and themed beverages becoming highly popular. Real-time data extraction enables restaurants to respond rapidly to emerging trends, optimize pricing, and manage inventory effectively. Actowiz Solutions provides structured datasets, integrating menu data, consumer ratings, pricing, and order volumes, empowering businesses to make informed, strategic decisions during high-demand seasonal periods.

The following sections dive into detailed insights from the top 5 food delivery apps, analyzing Halloween menu trends, pricing, popularity, and delivery performance, with realistic fictional statistics from 2020–2025.

DoorDash – Menu Launches & SKU Analysis

DoorDash has grown into a dominant platform in the UAE for seasonal food offerings, particularly during Halloween. Between 2020 and 2025, Halloween-themed menu launches increased steadily as restaurants recognized the marketing potential of limited-time festive items. By Scrape Seasonal Halloween Menus from Food Delivery Apps, restaurants can monitor which SKUs are introduced, their pricing, and initial reception by consumers.

For instance, pumpkin spice desserts, ghost-shaped pastries, and monster-themed milkshakes emerged as high-demand items. The rise in menu launches indicates restaurants’ willingness to experiment with themed offerings to capture attention during the Halloween season.

 

2020

  • Menus Launched: 12

  • Avg. Menu Item Price: AED 42.0

  • Top-Selling SKU: Pumpkin Pie

2021

  • Menus Launched: 16

  • Avg. Menu Item Price: AED 44.0

  • Top-Selling SKU: Ghost Cupcakes

2022

  • Menus Launched: 18

  • Avg. Menu Item Price: AED 45.0

  • Top-Selling SKU: Spider Donuts

2023

  • Menus Launched: 22

  • Avg. Menu Item Price: AED 47.0

  • Top-Selling SKU: Monster Milkshake

2024

  • Menus Launched: 26

  • Avg. Menu Item Price: AED 50.0

  • Top-Selling SKU: Vampire Brownies

2025

  • Menus Launched: 30

  • Avg. Menu Item Price: AED 52.0

  • Top-Selling SKU: Pumpkin Spice Latte

 

DoorDash also saw an increase in the number of restaurants participating in Halloween menus, growing from 45 outlets in 2020 to 120 in 2025. Real-time monitoring allows restaurants to adjust offerings, price points, and promotions based on competitor activity and SKU performance.

Actowiz leverages Food Delivery Data Scraping Services to collect structured datasets on DoorDash’s menu launches, order trends, and SKU performance. By combining historical and real-time data, operators can forecast demand, manage inventory efficiently, and optimize menu planning. Data insights enable businesses to detect which seasonal SKUs are likely to become top sellers, identify underperforming items early, and create targeted promotions to increase customer engagement.

Moreover, analyzing DoorDash’s Halloween menus offers insights into regional preferences, flavor trends, and category performance, which can inform broader strategic decisions. By tracking SKU launches across multiple years, restaurants can determine which items retain popularity and plan future seasonal offerings more effectively.

Grubhub – Customer Reviews & Ratings

Consumer feedback plays a critical role in the success of seasonal menu items. By Tracking Halloween-Themed Food Trends via Web Scraping, restaurants can extract reviews, ratings, and comments from Grubhub to identify top-performing dishes and areas for improvement.

Between 2020 and 2025, Halloween-themed menu items on Grubhub showed a steady rise in average ratings, reflecting growing consumer appreciation for creative seasonal offerings. Desserts and beverages typically received the highest ratings, while main courses saw moderate engagement.

 

2020

  • Avg. Customer Rating: 4.1

  • % of 5-Star Reviews: 32%

  • Most Reviewed Item: Pumpkin Pie

2021

  • Avg. Customer Rating: 4.2

  • % of 5-Star Reviews: 35%

  • Most Reviewed Item: Ghost Cupcakes

2022

  • Avg. Customer Rating: 4.3

  • % of 5-Star Reviews: 37%

  • Most Reviewed Item: Spider Donuts

2023

  • Avg. Customer Rating: 4.4

  • % of 5-Star Reviews: 40%

  • Most Reviewed Item: Monster Milkshake

2024

  • Avg. Customer Rating: 4.5

  • % of 5-Star Reviews: 43%

  • Most Reviewed Item: Vampire Brownies

2025

  • Avg. Customer Rating: 4.6

  • % of 5-Star Reviews: 46%

  • Most Reviewed Item: Pumpkin Spice Latte

 

By analyzing these trends, restaurants can refine recipes, introduce complementary items, and phase out low-rated dishes. Seasonal menus with consistently high ratings generate repeat orders, increase brand loyalty, and enhance promotional effectiveness.

Actowiz’s Food Delivery Data Intelligence service provides structured review datasets, combining ratings, sentiments, and review volume. By correlating ratings with sales data, operators can identify high-performing SKUs early, predict potential inventory shortages, and adjust marketing campaigns accordingly.

Furthermore, understanding customer preferences by demographic, location, or order timing allows restaurants to optimize menus for specific regions or delivery windows. This data-driven approach ensures seasonal menu success and maximizes revenue potential.

Deliveroo – Pricing & Promotions Analysis

Deliveroo serves as a key platform for seasonal promotions. By Extract Halloween Menu Data for Seasonal Food Analysis, restaurants can track pricing trends, discounts, and promotional campaigns to maximize revenue.

 

2020

  • Avg. Price: AED 44.0

  • Avg. Discount: 10%

  • Top Promo Item: Pumpkin Pie

2021

  • Avg. Price: AED 46.0

  • Avg. Discount: 12%

  • Top Promo Item: Ghost Cupcakes

2022

  • Avg. Price: AED 48.0

  • Avg. Discount: 11%

  • Top Promo Item: Spider Donuts

2023

  • Avg. Price: AED 51.0

  • Avg. Discount: 13%

  • Top Promo Item: Monster Milkshake

2024

  • Avg. Price: AED 53.0

  • Avg. Discount: 14%

  • Top Promo Item: Vampire Brownies

2025

  • Avg. Price: AED 56.0

  • Avg. Discount: 15%

  • Top Promo Item: Pumpkin Spice Latte

 

Price adjustments over time indicate both increasing demand and ingredient costs. Restaurants can identify optimal pricing, plan promotions, and maintain competitiveness during peak seasonal periods.

Actowiz’s Web Scraping Halloween Food Trend Data provides historical and real-time insights on price fluctuations and promotion effectiveness. Analyzing promotional response helps operators decide which discounts maximize sales and minimize profit loss.

Additionally, tracking competitor pricing across Deliveroo enables dynamic pricing strategies, ensuring menus remain attractive without undercutting profitability. Seasonal analytics help restaurants design targeted campaigns, bundle offerings, and align pricing with demand forecasts.

Careem NOW – Delivery & Fulfillment Insights

Efficient delivery performance is crucial for customer satisfaction, particularly for seasonal offerings. By Real-TimeRestaurant Data for Seasonal Menu Tracking, Careem NOW insights allow restaurants to monitor fulfillment rates, delivery times, and regional performance.

 

2020

  • Avg. Delivery Time: 11.5 hours

  • Fulfillment Rate: 82%

2021

  • Avg. Delivery Time: 10.0 hours

  • Fulfillment Rate: 85%

2022

  • Avg. Delivery Time: 8.5 hours

  • Fulfillment Rate: 88%

2023

  • Avg. Delivery Time: 6.5 hours

  • Fulfillment Rate: 91%

2024

  • Avg. Delivery Time: 5.0 hours

  • Fulfillment Rate: 94%

2025

  • Avg. Delivery Time: 3.8 hours

  • Fulfillment Rate: 96%

 

Actowiz’s Scraping Halloween-Themed Menus from Food Delivery Apps collects real-time data to assess order fulfillment trends. Faster delivery correlates with higher repeat orders, better ratings, and increased promotional effectiveness.

Monitoring regional delivery variations ensures restaurants allocate resources efficiently, reducing delays and improving the customer experience. Insights on peak ordering hours and fulfillment bottlenecks allow proactive adjustments, minimizing late deliveries during high-demand periods like Halloween.

Uber Eats – Menu Category & Popularity Trends

Understanding category-wise popularity is critical for inventory and menu planning. By Scraping Food Delivery Apps for Halloween Menu Trends, restaurants can track which categories dominate orders, such as desserts, beverages, or snacks.

 

2020

  • Desserts: 42%

  • Beverages: 18%

  • Snacks: 25%

  • Main Dishes: 15%

2021

  • Desserts: 44%

  • Beverages: 19%

  • Snacks: 23%

  • Main Dishes: 14%

2022

  • Desserts: 46%

  • Beverages: 18%

  • Snacks: 22%

  • Main Dishes: 14%

2023

  • Desserts: 48%

  • Beverages: 17%

  • Snacks: 22%

  • Main Dishes: 13%

2024

  • Desserts: 50%

  • Beverages: 16%

  • Snacks: 20%

  • Main Dishes: 14%

2025

  • Desserts: 52%

  • Beverages: 15%

  • Snacks: 18%

  • Main Dishes: 15%

 

Desserts consistently lead Halloween orders. Actowiz solutions provide Food Delivery Datasets to extract top-selling items, monitor category trends, and inform inventory decisions.

Restaurants can use these insights to adjust menu focus, manage ingredient procurement, and design seasonal promotions aligned with consumer demand.

Predictive Analytics for Upcoming Halloween Seasons

Predicting high-demand items helps restaurants prepare efficiently. Using Web Scraping API Services, Actowiz generates forecasts based on historical trends from all top 5 apps.

 

  • 2020 – Predicted Top Item: Pumpkin Pie → Forecast Accuracy: 88%

  • 2021 – Predicted Top Item: Ghost Cupcakes → Forecast Accuracy: 90%

  • 2022 – Predicted Top Item: Spider Donuts → Forecast Accuracy: 91%

  • 2023 – Predicted Top Item: Monster Milkshake → Forecast Accuracy: 92%

  • 2024 – Predicted Top Item: Vampire Brownies → Forecast Accuracy: 93%

  • 2025 – Predicted Top Item: Pumpkin Spice Latte → Forecast Accuracy: 94%

 

Predictive models combine order history, ratings, pricing, and category performance to guide stocking, promotions, and marketing campaigns. Restaurants can reduce waste, maximize revenue, and capitalize on emerging trends with high confidence.

How Actowiz Solutions Can Help?

Actowiz Solutions enables restaurants and delivery platforms to gain deep insights by Scraping Food Delivery Apps for Halloween Menu Trends. By collecting structured datasets on menu launches, pricing, customer reviews, category popularity, and order volumes, businesses can optimize inventory, promotions, and menu design for peak seasonal periods.

With Food Delivery Data Scraping Services and Food Delivery Data Intelligence, Actowiz provides historical and real-time data to forecast demand, benchmark competitors, and improve operational efficiency. Predictive analytics allows restaurants to anticipate trends, stock top-performing items, and maximize revenue while reducing waste.

Actowiz solutions integrate multiple delivery platforms, ensuring a holistic view across DoorDash, Grubhub, Deliveroo, Careem NOW, and Uber Eats. This comprehensive approach empowers decision-makers to respond quickly to market shifts, design effective promotions, and maintain a competitive advantage in the seasonal food delivery market.

Conclusion

Halloween offers a unique opportunity to drive sales and customer engagement in food delivery. By Scraping Food Delivery Apps for Halloween Menu Trends, restaurants gain actionable insights into menu launches, pricing, ratings, and category popularity across the top 5 platforms.

Insights from Scrape Seasonal Halloween Menus from Food Delivery Apps and Tracking Halloween-Themed Food Trends via Web Scraping help businesses optimize inventory, tailor promotions, and forecast demand for high-performing seasonal items. Real-time data monitoring ensures operational efficiency and customer satisfaction.

Partner with Actowiz Solutions to leverage structured datasets, predictive analytics, and real-time dashboards to gain a competitive edge this Halloween season. With the right insights, restaurants can maximize seasonal revenue, reduce waste, and delight customers with trending, high-demand menu items. Unlock actionable intelligence now by Scraping Food Delivery Apps for Halloween Menu Trends and stay ahead of competition.

You can also reach us for all your mobile app scraping, data collection, web scraping , and instant data scraper service requirements!

Learn More >> https://www.actowizsolutions.com/scrape-top-food--delivery-halloween-pricing-consumer-behavior.php 

Originally published at https://www.actowizsolutions.com 

 

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