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Escaping the Trap: Overcoming Technical Debt

Episode 30 of the Michael Martino Show podcast, hosted by Michael, titled "Escaping the Trap: Overcoming Technical Debt" was published on May 29, 2025 and runs 6 minutes.

May 29, 2025 ·6m · Michael Martino Show

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 What is technical debt? Think of it like financial debt. You take out a loan so you can get something now—speed, convenience, an MVP in time for launch. But just like financial debt, technical debt comes with interest. Over time, that interest looks like slower development cycles, harder-to-maintain code, brittle infrastructure, and frustrated teams.  The real cost of technical debt What does technical debt costs a business.  The thing about technical debt is it's invisible—until it isn’t.  You're adding new features, but they take longer and longer to build. Your QA team is catching regressions in parts of the codebase that haven't been touched in months. Your best developers are spending more time debugging than innovating.  It’s death by a thousand cuts.  Developers spend 33% of their time dealing with technical debt. That’s one-third of your engineering capacity going toward... maintenance.  That’s lost velocity. Lost morale. And ultimately, lost revenue.  How to identify technical debt First, you have to identify it. You can't fix what you can't see.  Start with code reviews and architecture audits. Look for red flags: Long methods with nested logic Duplicate code scattered across modules A single function that breaks three different features if you touch it Outdated libraries or frameworks Lack of automated tests  Making the business case Here’s where a lot of teams struggle. They know the tech debt is a problem, but leadership isn’t buying it.  How do you make the case?   You translate it into business risk and opportunity cost.  Don’t say, “Our code is messy.” Say, “We spend twice as long building features because we have to fight with the old code every time.”   Don’t say, “We need to refactor.” Say, “This part of the system breaks every release and delays deployments by 3–5 days.”  Attach metrics when you can: Deployment frequency Mean time to recovery Bug counts Team velocity Show that by investing time in fixing the foundation, you unlock speed, stability, and scalability.  That’s something leadership can get behind.  Strategies for paying down technical debt You made the case and got buy-in. Now what?  1. Leave code better than you found it Every time someone touches a file, they clean up a little. Rename a variable, extract a function, delete dead code. Small, incremental wins.  2. Debt sprints: Set aside one sprint a quarter—or even a couple of days—to tackle debt head-on. Treat it like feature work. Track it. Celebrate it.  3. Embed refactoring in roadmaps: Pair refactoring with features. For example if you tweak a login flow, also update that outdated authentication module.  4. Create a tech debt register: Track known debt areas in your backlog or project management tool. Prioritize it alongside user stories and bugs.  5. Monitor and measure: Track progress. Use tools to measure code complexity, test coverage, or dependency freshness. If you’re not measuring it, it’s easy for it to slip again.  Culture is the cure You can’t solve technical debt just with tools or tactics.  It’s a culture problem.  You need leadership that values sustainability over speed-at-any-cost. You need teams that feel safe to say, “This isn’t good enough, and we need to fix it.” You need a mindset that quality is everyone’s job—not just the architects or the senior devs.  Investing in documentation. Writing tests. Reviewing code thoughtfully. These aren’t “nice to haves”—they’re what protect you from drowning in debt tomorrow.  When that culture takes hold? Magic happens. Teams move faster. Systems become more resilient. And the codebase? It becomes an asset, not an anchor.  The bottom line Technical debt isn’t failure—it’s a reality. Every project has it. The key is managing it intentionally. Choosing where to take on debt. Paying it down strategically. And never letting it get so big that it breaks you. 

 

What is technical debt? 

Think of it like financial debt. You take out a loan so you can get something now—speed, convenience, an MVP in time for launch. But just like financial debt, technical debt comes with interest. Over time, that interest looks like slower development cycles, harder-to-maintain code, brittle infrastructure, and frustrated teams. 

 

The real cost of technical debt 

What does technical debt costs a business. 

 

The thing about technical debt is it's invisible—until it isn’t. 

 

You're adding new features, but they take longer and longer to build. Your QA team is catching regressions in parts of the codebase that haven't been touched in months. Your best developers are spending more time debugging than innovating. 

 

It’s death by a thousand cuts. 

 

Developers spend 33% of their time dealing with technical debt. That’s one-third of your engineering capacity going toward... maintenance. 

 

That’s lost velocity. Lost morale. And ultimately, lost revenue. 

 

How to identify technical debt 

First, you have to identify it. You can't fix what you can't see. 

 

Start with code reviews and architecture audits. Look for red flags: 

  • Long methods with nested logic 

  • Duplicate code scattered across modules 

  • A single function that breaks three different features if you touch it 

  • Outdated libraries or frameworks 

  • Lack of automated tests 

 

Making the business case 

Here’s where a lot of teams struggle. They know the tech debt is a problem, but leadership isn’t buying it. 

 

How do you make the case?  

 

You translate it into business risk and opportunity cost. 

 

Don’t say, “Our code is messy.” Say, “We spend twice as long building features because we have to fight with the old code every time.” 
  

Don’t say, “We need to refactor.” Say, “This part of the system breaks every release and delays deployments by 3–5 days.” 

 

Attach metrics when you can: 

  • Deployment frequency 

  • Mean time to recovery 

  • Bug counts 

  • Team velocity 

  • Show that by investing time in fixing the foundation, you unlock speed, stability, and scalability. 

 

That’s something leadership can get behind. 

 

Strategies for paying down technical debt 

You made the case and got buy-in. Now what? 

 

1. Leave code better than you found it 
Every time someone touches a file, they clean up a little. Rename a variable, extract a function, delete dead code. Small, incremental wins. 

 

2. Debt sprints: 
Set aside one sprint a quarter—or even a couple of days—to tackle debt head-on. Treat it like feature work. Track it. Celebrate it. 

 

3. Embed refactoring in roadmaps: 
Pair refactoring with features. For example if you tweak a login flow, also update that outdated authentication module. 

 

4. Create a tech debt register: 
Track known debt areas in your backlog or project management tool. Prioritize it alongside user stories and bugs. 

 

5. Monitor and measure: 
Track progress. Use tools to measure code complexity, test coverage, or dependency freshness. If you’re not measuring it, it’s easy for it to slip again. 

 

Culture is the cure 

You can’t solve technical debt just with tools or tactics. 

 

It’s a culture problem. 

 

You need leadership that values sustainability over speed-at-any-cost. You need teams that feel safe to say, “This isn’t good enough, and we need to fix it.” You need a mindset that quality is everyone’s job—not just the architects or the senior devs. 

 

Investing in documentation. Writing tests. Reviewing code thoughtfully. These aren’t “nice to haves”—they’re what protect you from drowning in debt tomorrow. 

 

When that culture takes hold? Magic happens. Teams move faster. Systems become more resilient. And the codebase? It becomes an asset, not an anchor. 

 

The bottom line 

Technical debt isn’t failure—it’s a reality. Every project has it. The key is managing it intentionally. Choosing where to take on debt. Paying it down strategically. And never letting it get so big that it breaks you. 


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