Industry
Retail & Financial Services
Unifying Customer Data Across Six Business Lines for a Southeast Asian Retail and Financial Services Group
How NZMinds designed and built a real-time Customer Data Platform to replace fragmented customer records with one unified profile across retail, banking, credit, and insurance.
Project Overview
A Southeast Asian retail and financial services group needed one real-time view of their customer across
six disconnected systems, without growing engineering headcount to build it.
Region
Southeast Asia
Engagement
Accelerate Capability — AI & Data
focus
Customer Data Platform
Capacity and Capability constraint, side by side
As organizations grow, so do the demands on their engineering teams. Hiring slows, delivery becomes more complex, and specialized expertise becomes essential. Behind many of these challenges lie two fundamental constraints: capacity and capability.
Capacity Constraint™
The client's data and engineering teams were stretched across six business units - retail, e-commerce, mall operations, credit, banking, and insurance - with no shared infrastructure to draw on. Every new data request competed with core roadmap work.
Capability Constraint™
No team in-house had built identity resolution or real-time event processing before. Customer records lived in disconnected systems, so the same person could appear as five different profiles depending on which brand they interacted with.
What NZMinds built
NZMinds designed and built a cloud-native Customer Data Platform as the single intelligent layer between raw customer data and the client's marketing, CRM, and loyalty systems. The build followed NZMinds' validation-first methodology: start with the highest-friction identity problem, prove it at one business unit, then scale across all six.
- Data Sources (transactions, app events, loyalty, behavioural signals)
- Identity Resolution Engine (Neo4j graph matching)
- Customer 360° Profile (unified record)
- Activation (CRM, campaigns, loyalty, notifications)
- Analytics & Reporting (BigQuery dashboards)
40–45%
duplicate profile reduction
Six systems resolved into one identity graph
3x
faster campaign activation
Marketing self-serves segments, no dev ticket needed
6
business units unified
Retail, e-commerce, mall, credit, banking, insurance on one profile
Millions
of events processed daily
Real-time streaming via Kafka, profiles always current
90%+
segments built without engineering
Audience builder used directly by marketing teams
1
unified customer view
Single source of truth replacing five fragmented systems
When Capacity Falls Behind,
Constraint Shows Up in Every Sprint
Stat callout:
62 days
Average time-to-fill for engineering roles, vs.
42 days across all roles (Workable / SHRM, 2026)
Hiring
Months, not weeks. Open roles sit unfilled while the roadmap keeps moving without them.
Focus
Spread too thin. Engineers split across three initiatives finish none of them on schedule.
Velocity
Shipping every quarter. The backlog doesn’t shrink. It just gets reprioritized, again.
Expertise
Skills you haven’t hired for. The stack you’re modernizing needs people your team was never built around.
Testimonials
Success Validated
by Clients
“They didn't just build what we asked for. They pushed back on the parts that weren't worth building yet, and that saved us a quarter.”
Director of Product
Behind success
▶
Chief Executive Officer
“SaleUnio helped us scale with confidence and control. Processes matured, accountability tightened, and delivery accelerated.”
Founder & COO
“They didn't just build what we asked for. They pushed back on the parts that weren't worth building yet, and that saved us a quarter.”
Director of Product
“SaleUnio helped us scale with confidence and control. Processes matured, accountability tightened, and delivery accelerated.”
Founder & COO
“They didn't just build what we asked for. They pushed back on the parts that weren't worth building yet, and that saved us a quarter.”
Director of Product
“SaleUnio helped us scale with confidence and control. Processes matured, accountability tightened, and delivery accelerated.”
Founder & COO
“They didn't just build what we asked for. They pushed back on the parts that weren't worth building yet, and that saved us a quarter.”
Director of Product
“SaleUnio helped us scale with confidence and control. Processes matured, accountability tightened, and delivery accelerated.”
Founder & COO
Facing a similar data or capability constraint?
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