How to manage technical debt 

In this article, Sharad Vijalapuram, seasoned data professiona, discusses practical approaches to address technical debt while ensuring product development doesn't stop.

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Without slowing down product development

Managing technical debt is like maintaining a house you live in - it’s necessary, but you can’t pause everything just to make repairs. In this article, we’ll discuss practical approaches to address technical debt while ensuring product development continues at full speed.

Every line of code ships with a choice: move fast or build it right. Most teams choose speed, and for good reason – market opportunities wait for no one. Technical debt accumulates through these rushed decisions, those 'we'll fix it later' moments that helped you hit a critical deadline or seize a market opportunity. But like its financial counterpart, technical debt compounds. Each quick fix and workaround adds weight to your codebase until one day, your team finds itself wading through molasses when they used to sprint.

The real art isn't in avoiding technical debt – it's in managing it strategically. The best product teams have learned to navigate this balance, maintaining their velocity while keeping technical debt from reaching critical mass. Let's explore how to master this balancing act.

Identify and prioritize technical debt

Not all technical debt is created equal. Like financial debt, there's good debt (think mortgage that builds equity) and bad debt (like high-interest credit cards that spiral out of control). The trick is knowing which is which.

Work with your engineering team to triage your technical debt into three buckets:

🔥 Critical blockers

  • That authentication system held together by duct tape
  • The database hitting 90% capacity every other week
  • The third-party API that could sunset any day now

⚠️ Growing concerns

  • Test coverage gaps in core features
  • That monolith that's getting harder to update
  • Performance issues that only affect power users

📋 Nice-to-fixes

  • Outdated documentation
  • Minor code duplication
  • The UI framework that's just slightly behind the latest version

Focus your energy on where the return on investment is highest. A messy codebase that still delivers value reliably might be less urgent than a clean-looking system that's one major customer away from falling over.

Balance debt with feature development

The eternal struggle in product development isn't whether to tackle technical debt, but how much runway to give it. From our previous example of maintaining a house you live in - you can't stop living in the house to do repairs, but you also can't ignore the warning signs forever. The sweet spot? Many successful teams find it in the '80/20 rule': dedicate 20% of each sprint to system maintenance while keeping your main engine – feature development – running at 80% power.

This isn't just picking an arbitrary number. It's about creating a sustainable rhythm where dealing with technical debt becomes as natural as your daily standup. When you weave debt reduction into your regular workflow rather than treating it as a separate monster to battle, you maintain momentum while keeping your codebase healthy.

Communicate the business value of managing technical debt

Managing technical debt is like maintaining credit with your stakeholders - you need to speak their language to get their buy-in. While your engineering team sweats over spaghetti code and aging dependencies, your executives are focused on one thing: business impact. The key? Transform technical debt from an engineering problem into a business narrative.

Paint the picture in terms they can't ignore:

  • That three-month feature delay? It wasn't just about complex code - it was a $200K loss in potential revenue
  • The recent production outage didn't just frustrate the engineering team - it cost you 50 premium customers
  • Your competitor's rapid feature releases aren't just about team size - they're about having a cleaner, more adaptable codebase

When you frame technical debt in terms of missed market opportunities, customer churn, and competitive advantage, suddenly those refactoring sprints don't seem like engineering indulgence - they become strategic investments. Your role is to connect these dots, showing how today's technical debt becomes tomorrow's market handicap.

Create a culture of continuous improvement

Great code health, like great habits, is built daily. It's less about heroic cleanup sprints and more about the small choices your team makes every day - the extra unit test written, the quick refactor during a feature build, the thoughtful code review that catches a future headache.

Create an environment where quality isn't just preached, but celebrated:

🌱 Make it easy to do the right thing:

  • Automated code quality checks that catch issues early
  • Templates for clean, consistent code patterns
  • Clear documentation that's actually maintained
  • Code review guidelines that emphasize maintainability

🏆 Celebrate the invisible wins:

  • Call out that engineer who cleaned up while adding features
  • Share metrics on reduced bug rates and faster deployments
  • Highlight how clean code enabled a quick market response
  • Document time saved by previous refactoring efforts

Think of it like a professional kitchen - the best chefs clean as they cook. They don't wait until all the dishes pile up, because they know a clean station means faster, better, more reliable output. Your codebase deserves the same respect.

Establish a long-term technical debt strategy

Think of technical debt management like a garden, not a garage cleanup. You don't wait until the weeds overtake everything - you tend to it regularly, making it part of your daily rhythm rather than a massive seasonal overhaul.

Success lies in making debt management systematic and measurable:

  • Set up 'health monitors' your team cares about:
    • How long does it take to onboard a new developer?
    • What's your ratio of planned vs. emergency work?
    • How quickly can you ship a critical hotfix?
    • How often do the same areas of code break?
  • Create rituals that stick:
    • Monthly tech radar reviews with your engineering leads
    • 'Fix it Fridays' where teams tackle debt in critical areas
    • Quarterly 'tech health' presentations to stakeholders
    • Code quality metrics in sprint reviews

The goal isn't perfection - it's sustainable progress. When debt management becomes as routine as your daily standups, you've cracked the code. Your future self (and team) will thank you when that urgent market opportunity doesn't get bottlenecked by technical limitations.

The path forward

Think of technical debt like a product's credit score - everyone has it, but successful teams know how to keep it healthy. It's not about having zero debt; it's about making strategic choices that keep your product agile and your team motivated.

The secret sauce? A three-part approach:

  1. Make debt visible:
    • Track it like you track features
    • Measure its impact on delivery speed
    • Celebrate when you pay it down
  2. Choose your battles:
    • Fix what hurts most frequently
    • Tackle debt that blocks innovation
    • Blend improvements into feature work
  3. Build healthy habits:
    • Clean as you code
    • Review debt impact in retrospectives
    • Share wins and lessons learned

Remember: Technical excellence isn't about perfection - it's about progress. The best products aren't the ones with zero technical debt; they're the ones where teams consciously choose which debt to take on and which to pay down.

Just as a smart investor balances growth with stability, smart product teams balance speed with sustainability. Your future self will thank you when that game-changing feature request comes in, and your team can deliver it in weeks instead of months.

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