Case study

QSR · 30 countries · 3M+ monthly active users

Mobile & web analytics dashboard for a global QSR brand

How we replaced 20+ scattered reports with a single self-service instrument — giving product managers and business leaders a unified view of digital performance across 30 markets.

StackApache SupersetDatabricksApache SparkDelta LakeAzure Event Hubs

Context

A fast-growing quick-service restaurant chain with 3M+ monthly active users across its mobile app and website had no single source of truth for digital performance.

Product managers and analysts were drowning in 20+ scattered reports, waiting up to a day for ad-hoc data pulls every time a business question came up.

Problem

The team needed a unified view of how their digital channels were actually performing — not just vanity metrics, but the full picture: how many users were active, where they dropped off, how much revenue the app was driving across different countries, and how all of this moved over time.

  • 20+ disconnected reports with no consistent metric definitions
  • Up to a day's wait for answers to routine business questions
  • No cross-channel view: app, web, and kiosk lived in separate tools
  • Country teams couldn't compare performance or benchmark against each other

Solution

A comprehensive analytics dashboard that became the team's daily instrument for tracking the health of their digital business — built in the brand's visual identity, designed for non-technical stakeholders.

The dashboard covers active users (DAU, WAU, MAU), conversion funnels from app open to order, orders and revenue split by channel, new user acquisition with first- and third-order conversion, and a full country-level breakdown across all 30 markets. Every metric ships with an embedded definition so stakeholders always know exactly what they're looking at.

How data becomes insight
  1. App & web events

    clicks, opens, orders

  2. ETL & metric layer

    unified definitions

  3. Multi-dimensional model

    country × channel × time

  4. Dashboard modules

    6 views, 10+ KPIs

  5. Product & business teams

    daily reviews, ad-hoc

Results

3M+

monthly active users across app & web

20×

scattered reports replaced by one tool

Days → min

time-to-insight for ad-hoc questions

Active users, defined precisely

DAU, WAU, and MAU tracked with a clear definition of what 'active' means in the product context — delivery screen visits, cart entries, completed payments.

Conversion funnels, end to end

Step-by-step from app open to completed order, tracked both as a snapshot and in daily dynamics, broken down by country and region.

Orders & revenue by channel

Absolute values and trends split by mobile app, kiosk, and other channels — with share dynamics showing each channel's contribution to total revenue.

Country-level intelligence

Every key metric sliced across all 30 markets, with year-over-year comparisons built in to surface real change versus seasonal noise.

Need the same clarity on your digital channels?

Let's map what a unified analytics dashboard looks like for your product.

On the call we review your current reporting landscape, key business questions, and data sources. You leave with a concrete scope: which metrics to consolidate, how to define them consistently, and what the dashboard needs to cover to actually replace the scattered reports.

  • Audit of current reports and their gaps
  • Metric definitions aligned with your product logic
  • Dashboard scope: views, KPIs, dimensions
  • Country and channel breakdown design
  • Delivery timeline and rollout plan

On the call we review your current reporting landscape, key business questions, and data sources. You leave with a concrete scope: which metrics to consolidate, how to define them consistently, and what the dashboard needs to cover to actually replace the scattered reports.

Book a call