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How to Measure Technical Debt & Its Impact on SaaS Growth

  • adityas41
  • Feb 24
  • 5 min read

Technical debt is a concept that every SaaS founder, CTO, and engineering leader should be familiar with. Just like financial debt, technical debt can accumulate over time and, if left unchecked, can significantly hinder a company's ability to innovate, scale, and grow. In this post, we'll take a deep dive into what technical debt is, how to measure it, and its impact on SaaS businesses.



Understanding Technical Debt


At its core, technical debt refers to the accumulated costs and long-term consequences of prioritizing speed over quality in software development. It's the result of choosing quick, easy, or shortcut solutions instead of more robust, maintainable approaches.

To better understand the concept, let's draw a parallel to financial debt. When you take out a loan, you receive money upfront, but you also commit to paying interest over time until you repay the principal. Similarly, when you incur technical debt, you might gain short-term velocity, but you also introduce future costs in the form of extra work required to maintain, refactor, or replace the suboptimal solutions.


Some common examples of technical debt include:

  • Hastily written, poorly documented code

  • Lack of test coverage

  • Outdated or unsupported third-party dependencies

  • Band-aid fixes instead of addressing root causes

  • Monolithic architectures that are hard to decouple


It's important to note that not all technical debt is bad. Just as businesses often use loans to fuel growth, strategic technical debt can help startups ship faster and validate their market fit. The key is to be intentional about the debt you take on and have a plan to pay it down over time.


Measuring Technical Debt


Quantifying technical debt can be challenging, as it often involves subjective judgments about code quality, maintainability, and future costs. However, there are several metrics and tools that can help you assess the level of technical debt in your SaaS application:


  1. Code Quality Metrics Tools like SonarQube, Code Climate, and Codacy can analyze your codebase and provide metrics on code complexity, duplication, test coverage, and maintainability. These metrics can give you a high-level view of the health of your codebase and potential technical debt hotspots.

  2. Cycle Time Cycle time measures how long it takes to go from code commit to production deployment. As technical debt grows, cycle times often increase as it becomes harder to make changes without breaking things. Tracking cycle time over time can help you spot trends and correlate them with technical debt levels.

  3. Bug Rates and Mean Time to Resolution (MTTR) High levels of technical debt often lead to more bugs and longer times to fix them. Tracking bug rates and MTTR can provide indirect evidence of technical debt's impact on your team's productivity and your application's quality.

  4. Velocity Trends Agile teams often track their velocity, or the amount of work they complete each sprint. If velocity is consistently trending downward despite stable team size and composition, it could be a sign that technical debt is slowing down development.

  5. Developer Sentiment Don't underestimate the value of qualitative feedback from your engineering team. Regularly survey developers on their perception of the codebase's quality, maintainability, and ease of making changes. Their sentiment can be a leading indicator of technical debt.


The Impact of Technical Debt on SaaS Growth


Left unchecked, technical debt can become a major drag on a SaaS company's growth trajectory. Here are some of the key ways technical debt can hold your business back:


  1. Slowed Feature Velocity As technical debt increases, it becomes harder and harder to add new features and functionality to your application. Developers spend more time wading through complex, brittle code and less time actually building new capabilities. This can make it difficult to keep up with customer demands and competitor innovations.

  2. Increased Costs Technical debt is essentially a form of deferred maintenance. The longer you wait to address it, the more expensive it becomes to fix. Developer time spent refactoring old code or untangling dependencies is time not spent on value-adding work. High technical debt can also lead to increased infrastructure and support costs.

  3. Reduced Reliability Applications burdened with technical debt are often less stable and more prone to outages or performance issues. This can lead to frustrated customers, churn, and reputational damage. In today's competitive SaaS landscape, reliability is a key differentiator.

  4. Difficulty Scaling As your customer base and usage grows, so does the strain on your application. If your architecture is weighed down by technical debt, it can be difficult to scale efficiently. You may face challenges in areas like database performance, API throughput, and service decoupling.

  5. Impaired Agility SaaS businesses need to be able to pivot quickly in response to market changes, customer feedback, or new opportunities. High levels of technical debt can make your application rigid and resistant to change, impairing your ability to adapt and innovate.


Managing Technical Debt for SaaS Success


The key to managing technical debt is to strike a balance between short-term velocity and long-term maintainability. Here are some strategies SaaS engineering leaders can use:


  1. Make Technical Debt Visible Use the metrics and tools described above to regularly assess and quantify your level of technical debt. Share these insights with business stakeholders to ensure everyone understands the trade-offs involved.

  2. Budget for Debt Repayment Treat paying down technical debt as an investment in your product's future. Allocate a portion of each sprint or development cycle to refactoring, test coverage, or architectural improvements.

  3. Prioritize High-Impact Debt Not all technical debt is created equal. Prioritize paying down debt in areas that are most critical to your application's performance, reliability, and ability to scale. Use techniques like cost of delay analysis to quantify the business impact of different types of debt.

  4. Establish Quality Gates Set and enforce clear quality standards for all new code. Use automated testing, code reviews, and static analysis to catch potential debt early. The less new debt you incur, the easier it is to manage your overall debt level.

  5. Communicate with Stakeholders Help non-technical stakeholders understand the concept of technical debt and its impact on the business. Engage them in prioritization discussions and tradeoff decisions. Transparency builds trust and alignment.


How Fiscal Flow Can Help


At Fiscal Flow, we specialize in helping SaaS startups in India manage their finances and operations for sustainable growth. Our team of experienced CFOs and financial advisors can help you:


  • Quantify the financial impact of technical debt on your business

  • Build ROI models for technical debt repayment initiatives

  • Optimize your SaaS metrics like CAC, LTV, and churn rate

  • Forecast and plan for the cost of future technical debt repayment

  • Ensure compliance with Indian accounting and tax standards


If you're a SaaS founder or leader looking to manage technical debt and accelerate your growth, we'd love to chat. Contact us today to learn how Fiscal Flow can help you balance speed and sustainability.

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