Mobile Engineering

Part 4: Sustainable & Adaptive Engineering: Building to Last

Mohit Agarwal
Mohit Agarwal
July 9, 2025
6 min read
Part 4: Sustainable & Adaptive Engineering: Building to Last
Photo by Jexo / Unsplash

Welcome back to our series on Building & Maintaining Great Mobile Apps. In Part 3we established Reliability as the bedrock of user trust, exploring how to minimize crashes and build confidence through stability.

Now, in our fourth and final instalment, we bring it all together. We will explore how to ensure your high-performing, reliable app can thrive over the long term. This requires mastering two interconnected pillars: Sustainability, the practice of building for maintainability and evolution, and Adaptability, the art of excelling across the fragmented and ever-changing range of mobile devices and hardware capabilities.

Sustainability is what separates a temporary project from a lasting product

Shipping the first version of an app is often the easy part. The real challenge lies in maintaining momentum: adding features, fixing bugs, adapting to new OS versions, and onboarding new team members, all while preserving quality and avoiding a descent into crippling technical debt. This is the ultimate guide to building mobile apps that are truly built to last.

The Foundation: Clean Architecture as a Bedrock for Sustainability

Architecture isn't about making the first feature easy to build. It's about making the hundredth feature possible.

We once inherited a project that had celebrated its "speedy" initial launches with huge user base. But six months later, that speed had ground to a halt. A simple change was quoted at weeks of engineering time. Why? The UI, business logic, and API calls were all tangled together in a single, massive file. Changing one line had unpredictable side effects, and there were no unit tests to catch regressions. We had to stop all feature development for a couple of months just to refactor that one screen so we could build on it again.

That is the true cost of neglecting architecture. A well-defined pattern like MVVM, MVI, or VIPER isn't academic; it's the strategic choice to prioritize long-term velocity over short-term shortcuts.

  • Separation of Concerns: Isolating UI, state management, business logic, and data sources makes the codebase easier to understand, modify, and test.
  • Testability: Decoupled components allow for effective unit testing, providing a safety net for changes.
  • Maintainability: Changes in one layer (e.g., a UI refresh) are less likely to break others. Onboarding new developers becomes significantly easier.
  • Scalability: A modular architecture accommodates new features and increasing complexity more gracefully.

Leaders should champion the adoption and consistent application of a chosen architectural pattern. Resist shortcuts that compromise architectural integrity for short-term gains.

Senior Engineers should own the architectural vision, guide implementation, refactor proactively, and mentor the team on pattern adherence.

A common question that comes up: What about hard deadlines? Idealism is great, but sometimes you just have to ship. True expertise lies in taking on technical debt deliberately and transparently. If a shortcut is unavoidable, make it explicit - create a tech debt ticket before merging the code. In it, capture why the shortcut was necessary, what the ideal solution would be, and the risks of leaving it unaddressed. This turns a hidden time bomb into a visible, manageable risk that can be prioritized and resolved later.

The Mandate: Adaptive Engineering for a Fragmented World

An app that only works on a flagship phone is a beautiful failure.

With a clean architecture in place, we can tackle mobile's fragmentation challenges. True quality means delivering a consistent experience by adapting to the ecosystem's diversity.

  1. Mastering Visual Adaptation: A fixed UI will inevitably break.
    • Responsive Layouts: Use modern, flexible layout systems (Jetpack Compose, SwiftUI) to adapt to screen sizes. Avoid hardcoded values.
    • Handling Form Factors: Design distinct layouts or adaptive behaviors for phones, tablets, and foldables. Test these during development, not just before release.
  2. Navigating OS & Device Diversity: Your app must be resilient.
    • Graceful Degradation: Check OS versions before calling new APIs. Provide fallback experiences or disable features gracefully on older systems.
    • Device Tier Awareness: Profile and test on lower-end devices to ensure acceptable performance and memory usage for your entire audience.
    • The Strategic Support Matrix: Work with Product to use analytics and define a formal matrix of supported OS versions and device categories. This makes a strategic trade-off between reach and effort.
  3. Leveraging Platform Capabilities Intelligently: Beyond visuals, your app must adapt its behavior.
    • Contextual Value: Use capabilities like background sync or location only when they provide a clear user benefit.
    • Resource Mindfulness: Be extremely cautious with background processing and location updates to avoid excessive battery drain—a major cause of uninstalls.
    • Permission Priming: Clearly explain why a permission is needed before showing the system prompt to increase acceptance rates and respect user agency.

Reinforcing Quality: A Comprehensive Testing Strategy

Testing isn't a phase; it's the insurance policy for your architecture and your velocity.

Relying solely on manual QA is slow, expensive, and unsustainable. But blindly chasing 100% test coverage is just as wasteful. The goal is not to "have tests," but to spend your testing budget wisely to reduce the most critical risks.

We’ve seen teams spend days writing complex UI tests for a static screen while the intricate logic in their payment processing module had zero unit test coverage. This is where expertise comes in.

Think of it as a risk portfolio:

  • Unit Tests (Your Bedrock): These are cheap and fast. They should cover your business logic, ViewModels, and data transformations relentlessly. This is non-negotiable.
  • Integration Tests (The Connective Tissue): Are you sure your ViewModel correctly parses data from your Repository? These tests prove it. Focus them on the crucial handoffs between architectural layers.
  • End-to-End (UI) Tests (The Expensive Insurance): These are brittle and slow. Don't use them to test every button. Use them to protect your most critical "money-making" user flows: user login, the checkout process, the core feature interaction. If these break, the app is broken.

Don't treat all code as equal. A senior engineer knows that the effort to write a test should be proportional to the risk of the feature failing. For a feature with complex logic and high user impact, demand rigorous test coverage. For a simple content screen, a quick manual check might be sufficient. The goal is a confident release, not a vanity coverage metric.

Designing for Evolution: APIs, Dependencies, and Updates

Sustainable apps are not just built; they are designed to evolve.

A sustainable app is designed to change from day one. This means planning for the future proactively.

  1. Smart Dependency Management: Choose well-maintained, standard libraries. Be mindful of bloat and abstract dependencies behind your own interfaces where practical to make future replacement easier.
  2. Backward-Compatible APIs: Design APIs (both those you consume and those your app might expose) with versioning from the start. A Backend-for-Frontend (BFF) can be a powerful pattern here.
  3. Force Update Mechanism: Implement a remote-configurable way to prompt or require users to update. This is essential for critical bug fixes, security patches, or unavoidable breaking API changes.

The Engine: Process, Tooling, and Culture

Tools and processes build the app, but culture sustains the team.

Ultimately, sustainable engineering is a human endeavor, powered by a culture of quality and enabled by efficient processes that support the team.

  • Process & Tooling for Velocity:
    • CI/CD: Automate building, testing, and deployment to reduce manual effort and ensure consistency.
    • Code Reviews: Enforce rigorous code reviews focused on correctness, maintainability, architectural adherence, and test coverage.
    • Static Analysis & Linting: Catch potential issues and enforce coding standards automatically within the IDE and pipeline.
    • Release Cadence: Establish a predictable release cadence that balances feature delivery with stability.
  • The Cultural Foundation:
    • Ownership & Craftsmanship: Foster a culture where engineers take pride in the long-term health of the app.
    • Continuous Learning: Encourage and provide time for staying current with platform changes and evolving best practices.
    • Psychological Safety: Create an environment where engineers feel safe to raise concerns, admit mistakes, and suggest improvements without fear of blame.

Leaders are the primary architects of this culture. Set the tone, provide opportunities for learning, celebrate quality achievements, and empower your teams to build software that lasts.

Conclusion: Building an Asset, Not a Liability

Great mobile apps aren't just shipped; they are cultivated.

Sustainable Engineering, with adaptability at its core, is the commitment to building for the long-term health and continued evolution of your mobile application. Across this series, we've explored the pillars of great mobile apps: the speed and responsiveness of Performance, the trust and confidence built by Reliability, and finally, the long-term health ensured by Sustainability and Adaptability.

By combining a clean architecture, adaptive practices, robust testing, and a culture of craftsmanship, engineering teams can transform their mobile app from a potential liability into a durable, high-quality asset that delights users and drives business value, release after release, year after year.

Mohit Agarwal

Mohit Agarwal

Mohit is the Chief Architect of Consumer Experiences, and Co-Founder of ByondLabs. He has Over 11 years of experience in Product Engineering, crafting intuitive and performant solutions at scale that delight users while maintaining technical excellence.

Share:
Mobile EngineeringSustainable EngineeringThought Leadership

Ready to Transform Your Technology Infrastructure?

Get expert guidance on scaling your systems efficiently. Our senior engineers are here to help you succeed.