Use casesmobile advertisinganalytics platforms

Redesigning a Mobile Affiliate Analytics Platform: A UI/UX and Conversion Tracking Case Study

iOS SDKconversion trackingmobile app installationsaffiliate networksUI/UX designwireframingdata hierarchyuser workflowsinterface designmobile media buying

The Scenario

A mobile affiliate analytics platform — purpose-built for mobile media buyers and affiliates — found itself in a situation common to fast-growing AdTech products: years of incremental feature additions had left the user interface cluttered and difficult to navigate. What had started as a focused tool had accumulated enough complexity to create a steep learning curve for new users, undermining one of the product's core value propositions.

The platform needed two things simultaneously: a cleaner, more intuitive interface, and a solid technical foundation for tracking conversions tied to mobile app installations. The latter required implementing an iOS SDK for use within a mobile affiliate network.


The Approach

The engagement was structured in two parallel tracks — research and design — before moving into implementation.

Research: Understanding the Existing System

Rather than immediately proposing a redesign, the first step was to deconstruct the current application's functionalities and user workflows from the ground up. This involved a structured discovery process, typically conducted through a series of collaborative online working sessions with the product team. Those sessions covered:

  • How to best organize UI elements for the platform's core workflows
  • Early concept sketches reviewed and iterated in real time
  • The most common use cases and user flows that the interface needed to serve
  • Feedback gathered from existing users of the old interface
  • The platform's primary differentiators and selling points in the mobile affiliate market

Analyzing real user feedback from the legacy interface was particularly valuable — it grounded the redesign in documented pain points rather than assumptions.

Design: New Data Hierarchy and Wireframe Prototyping

With that research foundation in place, a wireframe prototype was developed reflecting a new data hierarchy. The guiding principle was straightforward: optimize the UI structure around the most common use cases, so that the information users need most is accessible with the least friction.

The wireframe phase allowed for rapid iteration. As new ideas emerged naturally from working through the concept, they could be incorporated before the design was finalized — avoiding the costly back-and-forth of late-stage changes.


Implementation Considerations

iOS SDK for Conversion Tracking

The technical centrepiece of the engagement was implementing an iOS SDK for a mobile affiliate network. This required a dedicated research phase to determine the optimal method for tracking conversions tied specifically to mobile app installations — a non-trivial problem given the fragmentation of mobile attribution signals and the constraints of the iOS environment.

Conversion tracking for app installs in an affiliate context demands careful attention to attribution windows, postback configurations, and SDK integration patterns that don't interfere with app performance or user experience.

UI Compliance and Frontend Standards

The final design deliverable was built to comply with the latest HTML/CSS standards at the time of implementation, ensuring the interactive components of the interface were maintainable and forward-compatible.


Outcomes and Tradeoffs

The redesigned platform delivered a UI structure optimized for real-world usage patterns — reducing cognitive load for new users and improving access to critical performance data. By grounding the redesign in documented user feedback and observed workflows rather than aesthetic preferences alone, the resulting data hierarchy reflected how users actually work within a mobile affiliate context.

The iterative collaboration model — with continuous feedback loops between the design process and the product team — is particularly well-suited to platforms of this type, where domain-specific nuance (media buying workflows, affiliate reporting structures) can be missed entirely by designers who treat the interface as a generic dashboard problem.

The primary tradeoff with this kind of ground-up UI restructuring is organizational: existing users must re-learn navigation patterns, even when the new structure is objectively more logical. Managing that transition through documentation and onboarding support is typically as important as the redesign itself.

For analytics platforms in the mobile affiliate space, pairing a UI overhaul with a tighter conversion tracking implementation — as was done here — tends to compound the value: cleaner data surfaces are more useful when the underlying data pipeline is also more reliable.