How Clean as You Code Helped Us Reduce the Defect Rate by 75 Percent

2 minutes
How Clean as You Code Helped Us Reduce the Defect Rate by 75 Percent
Clean as you code is much like leaving your workspace tidy at the end of the day: you don’t postpone cleaning until later, you keep things organized while you work. In software development, that means ensuring code remains understandable, readable, and maintainable at the moment it’s written.

The results we achieved at Hallo show exactly why this approach works. By consistently applying clean as you code, we reduced the defect rate by 75%.

The Starting Point

Hallo, a leading telecom retailer, partnered with Infodation to develop a comprehensive integration platform connecting Salesforce, Entra ID, and the web channel.

The existing setup had grown fragmented over time. Integrations were slow, error-prone, and difficult to adapt. As a result, flexibility and scalability were limited, making it increasingly hard to deliver new features quickly or support Hallo’s growth ambitions.

Taking Back Control

Together with Hallo’s technical lead, we quickly identified the core challenges. Then we launched a new integration platform and deliberately took ownership of the “software wheel”: not just delivering functionality, but setting a higher standard for how the software was built and maintained.

In practice, this meant:

  • Treating code quality as part of daily work, not a final check
  • Refactoring immediately when something felt off (even if it still worked!)
  • Keeping changes small, clear, and easy to reason about
  • Making readability and structure a shared responsibility
  • Preventing technical debt instead of managing it later

Rather than relying on extra testing or downstream fixes, we focused on building quality into the code from the start.

The Result: 75% Fewer Defects

The impact was clear and measurable.

By consistently applying clean as you code principles:

  • the defect rate dropped by 75%
  • the codebase became more stable and predictable
  • changes could be delivered faster, with less risk
  • trust increased, within the team and with Hallo

Fewer defects don’t just mean fewer bugs. They mean less firefighting, fewer interruptions, and more time spent on real improvements.

What This Means

Clean as you code is not about perfection. It’s about discipline and intent. It’s about making quality a habit, not a phase.

For Hallo, this approach created a stable foundation for future growth. For the team, it meant less reactive work and more focus on building forward.

Food for Thought

Sometimes, the biggest improvement comes from a simple shift in mindset: don’t clean up later.

Get inspired


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