Vumonic E-Receipt Methodology Overview

A step-by-step look at how we transform email receipts into the industry's most trusted source of consumer spending data
5-star rating
5.0
Data Quality Score
Overview

It Starts With an Email Receipt

Millions of users consent to share their digital receipt stream, creating the foundation of our market intelligence platform. Through our automated collection system, we capture every transaction in real-time, building a comprehensive view of consumer spending. Users can opt-out from data collection at any time. Consistency is critical, if your system fails, you will lose out on data. Luckily, we had have 100% uptime since inception.
Overview

Transforming Raw Data into Intelligence

Drawing on seven years of email receipt expertise, our proprietary AI and processing algorithms turn raw inbox data into structured intelligence. Every receipt flows through our sophisticated pipeline, leveraging advanced machine learning to extract, enrich, and validate each data point with unmatched precision. Our error detection, SKU categorization, brand extraction, and other proprietary models are known in the e-receipt world as best in-class, while also keeping a lightning fast processing time to enable our clients for success.

Comprehensive Data Extraction

Our technology parses every element of the email receipt, capturing line items, prices, dates, retailers, and every minute detail in their native format. Each receipt is transformed into standardized, row-level data following our predefined schema, ensuring no information is ever lost in translation.

Intelligent Data Enrichment

We enhance raw receipt data with sophisticated categorization, brand attribution, and stock ticker mapping to create richer insights. Our production-grade enrichment means clients receive instantly usable data - no additional processing or classification required.

Rigorous Quality Assurance

AI-powered validation systems ensure data accuracy and completeness, catching anomalies and standardizing formats in real-time. We're recognized in the industry for having the most granular and rigorous quality control process, delivering consistently reliable data you can trust.
Transaction ID Company Email Timestamp Product MRP Product Price Product Discount Product Quantity Product Total Order Subtotal Order Discount Order Amount Paid Order Payment Type Order Payment Currency Product Brand Product Name Product Color Product Size Product Category Product Subcategory 1 Product Subcategory 2 Delivery Address Postal Code Delivery Address City Delivery Address State User ID User Gender User Age User Address Postal Code User Address City User Address State User Address Country User Device Brand User Device Model User OS Type User Onboard At User Inactive At Product Link Product Brand Parent Product Sequence
Overview

Insights at Your Fingertips

Access thousands of metrics through our powerful analytics platform, from basic measurements to complex correlations and comparative insights, all available on demand. Our intuitive dashboards transform millions of daily transactions into unlimited analytical possibilities, enabling deep analytics and pattern detection across every dimension of consumer spending in real-time. We uniquely cater analytics based on the industry and sector, and work hand-in-hand with clients for custom integrations, feature requests, or questions about the platform.

From Granular Purchase Analysis

Track individual products, brands, and shopping patterns with perfect precision
Winning Players
Brand Purchase Penetration Yearly Change
Losing Players
Brand Purchase Penetration Yearly Change

Purchase Penetration Trends

To Market-Wide Intelligence

Understand market share, consumer trends, and competitive dynamics at scale
Your Performance
Penetration Rate
12.5%
+1.3%
Purchase Rate
28.4%
+2.8%
Avg Annual Purchase
3.2x
-0.3x
Quarterly Performance
Competitor Performance
Penetration Rate
14.8%
-0.7%
Purchase Rate
31.1%
+0.7%
Avg Annual Purchase
2.8x
+0.2x
Quarterly Performance
+ 1000s of Additional Dashboard, Metrics and Analytics
Overview

The World's Most Comprehensive Consumer Spending Data

Our unmatched scale spans billions of transactions across every market, brand, and region worldwide. This extensive coverage delivers the deepest and most reliable view of consumer behavior available in the market today.

1B+ Receipts Processed Annually

Real purchase data capturing true consumer behavior, providing an unmatched view of spending patterns and trends across the global landscape

250M+ SKUs Tracked

Granular product-level insights across all categories, enabling detailed analysis of consumer preferences down to the individual item level

1.5M+ Active Panelists

A robust network of consented users providing continuous transaction data, ensuring comprehensive and current market coverage

15,000+ Brands & Retailers

Comprehensive coverage of the digital consumer ecosystem, across every sector, capturing the full spectrum of consumer spending

200+ Industries and Verticals

Deep insights across every market segment, from fashion to electronics, delivering intelligence for any business category or market analysis

170+ Countries

Global consumer spending intelligence spanning developed and emerging markets, providing truly international market coverage

Questions? Get In Touch Directly

Get in touch with our Sales Team directly to answer your questions, or sign up for a free account to learn more.