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A/B Testing

Technical Debt

Accumulated cost of suboptimal technical decisions

Technical Debt refers to the implied cost of additional rework caused by choosing quick solutions over better approaches that would take longer. Like financial debt, technical debt accumulates interest through increased maintenance burden, slower development, and higher bug rates. Technical debt arises from intentional decisions to move fast, unintentional poor design or coding, changing requirements making previous solutions obsolete, lack of knowledge at time of development, or gradual code deterioration without refactoring. Not all technical debt is bad; sometimes intentional debt enables speed when appropriate, like launching quickly to validate then refactoring. Problems occur when debt accumulates unsustainably. Effects of excessive technical debt include reduced development velocity, increased bug frequency, difficulty making changes, brittle systems prone to breaking, low team morale, and increased risk. Teams spend more time working around problems than building features. Managing technical debt requires making it visible through documentation and tracking, balancing new features with debt reduction, allocating time for refactoring, paying debt before it compounds, and making conscious decisions about when to incur debt. The technical debt metaphor helps product managers understand engineering concerns. Taking debt to ship quickly can make sense if planned to pay down, like financial leverage. But ignoring debt creates compounding problems. Best practices include documenting debt when incurred, maintaining visible debt backlog, allocating regular time for debt reduction, prioritizing high-interest debt with biggest impact, and discussing debt trade-offs openly. Common mistakes include ignoring debt entirely, treating all debt as equal priority, not allocating time for reduction, or excessive refactoring without user value. Product managers should understand technical debt implications, support debt reduction time, balance feature pressure with sustainability, and partner with engineering on trade-off decisions. Strong technical debt management maintains sustainable development pace, prevents code quality death spirals, and enables long-term product health. The key is conscious decisions about when to incur and pay debt rather than letting it accumulate uncontrolled.

Learn about Technical Debt in product development. Understand how managing code quality trade-offs impacts velocity and sustainability.