Technical Debts – the top 10


Technical debt is an inevitable aspect of software development. It refers to the shortcuts or compromises made during the development process that may result in long-term maintenance challenges. These shortcuts can accumulate over time and hinder the progress of a project. In this article, we will delve into the ten categories of technical debt that developers and teams commonly encounter.

Outstanding Migrations

One of the most prevalent forms of technical debt is outstanding migrations. These occur when a project fails to update to newer versions of libraries, frameworks, or platforms. Delaying these migrations can lead to security vulnerabilities, performance issues, and compatibility problems.

Missing or Incomplete Documentation

Inadequate documentation can be a significant source of technical debt. Without clear and comprehensive documentation, developers struggle to understand how different components of a system work. This can result in slower onboarding of new team members, increased debugging time, and decreased overall productivity.

Poor Test Quality or Coverage

Insufficient testing can lead to technical debt. When test cases are incomplete or of poor quality, it becomes challenging to detect and fix issues early in the development process. This can result in the accumulation of bugs, leading to increased maintenance efforts and decreased software reliability.

Poorly Designed Code

Code that lacks proper design principles and architecture can quickly accumulate technical debt. Such code may be difficult to extend, maintain, or modify. Refactoring becomes a necessity, and delaying it can result in a tangled web of complexity.

Dead or Unused Code

Unused or “dead” code that remains in the codebase is a form of technical debt. It clutters the codebase, increases complexity, and makes maintenance more challenging. Identifying and removing dead code is essential to keep the codebase clean and efficient. (Anyone remembers Knight Capital?)

Code Not Aligned with Current Standards

Failure to adhere to industry best practices and coding standards can lead to technical debt. Outdated code may not take advantage of new language features, performance improvements, or security enhancements, leaving the system vulnerable and less efficient.

Lack of Needed Expertise

When a development team lacks expertise in certain areas, it can lead to technical debt. Code written without the necessary knowledge and experience may be suboptimal and require extensive rework. Investing in training and skill development can help mitigate this type of debt.

Problematic Dependencies

Relying on problematic or unmaintained third-party dependencies can introduce technical debt. When these dependencies become obsolete or vulnerable, the project must allocate resources to update or replace them.

Incomplete Migrations or Upgrades

Incomplete migrations or upgrades, such as database schema changes, can create technical debt. If not properly handled, data inconsistencies and compatibility issues may arise, causing disruptions and additional work down the line.

Out-of-Date Release Process

An outdated release process can hinder the development and deployment pipeline. Modernizing the release process, including automation and continuous integration, is crucial to reduce technical debt associated with slow, error-prone releases.


Technical debt is an inherent part of software development, but understanding its various categories is crucial for managing and mitigating its impact. By addressing outstanding migrations, improving documentation, enhancing testing practices, and tackling other forms of technical debt, development teams can ensure that their projects remain efficient, maintainable, and adaptable in the long run. Proactively managing technical debt is essential for delivering high-quality software that meets user expectations and maintains a competitive edge in the ever-evolving tech landscape.

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