Scraping 250K Restaurant Menus for Diwali Dining Trends

Introduction: Festive Appetite Meets Data Intelligence

Every Diwali, India's love for food takes center stage — homes, restaurants, and delivery kitchens all see record-breaking demand. To uncover what really drives this surge, Actowiz Solutions launched one of the largest festive food studies yet, scraping 250K restaurant menus across Zomato, Swiggy, Dineout, EazyDiner, and OpenTable India.

Using its advanced Restaurant Menu Data Scraping API, Actowiz collected millions of data points, tracking festive dishes, combo offers, price shifts, and customer ratings from 25 cities during the Diwali 2025 season.

The goal was simple — to turn menu data into actionable insights that help restaurants, delivery aggregators, and cloud kitchens make smarter festive decisions.

The Challenge: Understanding India's Festive Dining Shift

Every year, restaurants experiment with Diwali menus — new combos, buffet offers, themed thalis, and sweets. But behind the festive lights and social media buzz, it's hard to measure what truly works.

Which cuisines gain the most traction during Diwali?
Are festive discounts real or just repackaged deals?
What delivery timing delivers the highest ROI?
Which cities show the strongest dine-in vs. delivery growth?

By scraping 250K restaurant menus, Actowiz created the first nationwide data-backed view of Diwali dining trends — separating perception from reality.

The Actowiz Framework: Scraping 250K Menus at Scale

Actowiz deployed its Restaurant Menu Scraping Engine built on Python, Selenium, and Airflow — a robust, scalable crawler designed to handle menu variations, multi-language listings, and live pricing updates.

Parameter	Value
Total Menus Scraped	250,000+
Dishes Analyzed	4.7 million+
Platforms Covered	Zomato, Swiggy, Dineout, EazyDiner, OpenTable
Cities	25 (Top metros + Tier-2 markets)
Data Refresh Frequency	Every 6 hours

Sample Data Extracted from Scraping 250K Restaurant Menus

City	Restaurant	Dish	Price (₹)	Category	Festive Tag	Rating
Delhi	Sagar Ratna	Kaju Katli Box	265	Dessert	Festive Sweet	4.3
Mumbai	Barbeque Nation	Festive Platter	699	Buffet	Diwali Special	4.5
Ahmedabad	Gwalia	Gold Thali	450	Full Meal	Festive Offer	4.2
Bangalore	Empire	Chicken Biryani Combo	499	Main Course	Festive Combo	4.4
Kolkata	Balaram Mullick	Rosogolla Box	350	Dessert	Diwali Menu	4.1

Insight: "Festive" or "Diwali" tags appeared in 62% more menu listings in 2025 vs. 2024 — signaling how restaurants are branding around the holiday season earlier each year.

India's Diwali Menu Is Evolving Fast

The scraping of 250K restaurant menus revealed that festive dining is shifting from traditional thalis to hybrid, multi-cuisine experiences.

Cuisine Type	Share of Festive Menus	Growth YoY
North Indian	34%	+9%
South Indian	18%	+15%
Chinese	12%	+11%
Multi-Cuisine/Fusion	22%	+28%
Dessert-Only Menus	14%	+21%

Actowiz Insight: Fusion menus like "Paneer Dosa", "Tandoori Pasta", and "Gulab Jamun Cheesecake" grew the fastest, appealing to younger diners and delivery-first customers.

Real Discounts vs. Festive Gimmicks

Actowiz's price scraping analysis showed that most festive discounts are genuine but vary significantly by region.

City	Avg Pre-Diwali Price	Avg Diwali Price	Drop (%)
Mumbai	₹440	₹408	-7.3%
Delhi NCR	₹425	₹390	-8.2%
Bangalore	₹412	₹386	-6.3%
Pune	₹398	₹377	-5.3%
Chennai	₹385	₹375	-2.6%

Finding: Restaurants that offered visible percentage discounts saw a 24% increase in orders, while "Buy 1 Get 1" offers drove repeat customers but lower margins.

The Rise of the Festive Combo

Scraping 250K restaurant menus showed that combo meals and family boxes dominated delivery platforms.

Combo Type	Avg Price (₹)	Popular Cities	Growth (%)
Family Feast Combo	749	Delhi, Pune	+41%
Veg Thali Combo	389	Bangalore, Chennai	+33%
Sweet Celebration Box	499	Mumbai, Ahmedabad	+52%
Couple's Dinner Combo	799	Delhi NCR	+29%

Combos with clear "Diwali" labeling saw 38% higher click-throughs on Zomato and Swiggy.

Optimal Delivery Timing During Festive Week

Data extracted from delivery pattern scraping revealed when Indians ordered most frequently during Diwali week.

Time Slot	Avg Orders	Conversion Rate
1 PM – 3 PM	420K	23%
6 PM – 8 PM	680K	33%
8 PM – 10 PM	740K	36%
10 PM – 12 AM	520K	29%

Actowiz Data Tip: Focus promotions between 6–10 PM, when 70% of all festive orders occur.

Sweets Stay Strong — But Healthier Options Are Trending

Scraping 250K menus revealed health-conscious dessert categories gaining traction.

Category	Mentions (2024)	Mentions (2025)	Growth
Sugar-Free Sweets	2,200	3,850	+75%
Vegan Desserts	1,100	2,400	+118%
Gluten-Free Mithai	900	1,520	+68%
Traditional Sweets	13,400	14,900	+11%

"Healthy indulgence" desserts are redefining festive menu strategies — a major opportunity for upscale F&B chains.

Regional Diwali Dining Highlights

Region	Key Trend	Example
North India	Buffets & thalis dominate	Haldiram's "Royal Diwali Thali"
South India	Fusion + festive desserts	A2B's "Paneer Dosa & Sweet Platter"
West India	Premium dine-in menus	Barbeque Nation's "Festive Flame Grill"
East India	Family meals via delivery	K.C. Das "Diwali Combo Box"

Observation: Tier-2 cities like Indore and Surat saw 33% YoY growth in online festive dining orders.

Actowiz Impact: Turning Menu Data into Business Strategy

A national restaurant chain partnered with Actowiz during Diwali 2025 to revamp its menu using insights from scraping 250K restaurant menus.

Results:

28% higher festive sales vs. 2024
19% improvement in average order value
24% rise in menu engagement on aggregator platforms
30% reduction in SKU-level wastage

“Actowiz turned raw restaurant data into real festive performance. We could see exactly what competitors priced, served, and promoted.”

— Head of Growth, Leading F&B Brand

Technology That Powered the Scraping

Component	Technology Stack	Purpose
Crawlers	Python + Scrapy + Selenium	Menu extraction from web portals
Scheduler	Apache Airflow	Automated hourly runs
Database	PostgreSQL + AWS S3	Scalable data storage
Analytics	Power BI + Pandas	Visualization & insight generation
API Integration	REST / JSON	Connects to CRM and dashboards

Data Accuracy & Ethics

Actowiz follows industry best practices:

Extracts only publicly available menu data
Fully compliant with robots.txt policies
Uses geo-targeted nodes for unbiased results
Maintains >99% accuracy across 250K+ menus

Final Takeaways from Scraping 250K Restaurant Menus

Insight	Impact
Real discounts avg. 6%	Increased trust & conversion
Early promotion start	3× delivery ROI before Diwali
Festive combos	+35% higher order values
Healthier desserts trend	New premium audience
Multi-cuisine menus	+28% YoY growth

Request Your Festive Dining Insights Dashboard

Want to know what dishes, prices, and offers your competitors are serving this Diwali?

Actowiz Solutions can help you scrape restaurant menus, analyze dining behavior, and predict festive demand across cities.

Case Study Summary

Metric	Result
Menus Scraped	250,000+
Cities Covered	25
Avg Real Discount	6.4%
Order Growth	+39%
Conversion Lift	+33%
Data Accuracy	99%

Conclusion

Through scraping 250K restaurant menus, Actowiz Solutions uncovered how Diwali reshapes India’s dining landscape — from what people order to how they celebrate.

Whether it’s identifying top-performing festive dishes or optimizing delivery promotions, Actowiz turns data into decisions — and menus into market intelligence.

This Diwali, let your data do the cooking.

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