Technical debt is the extra work a system demands later because of shortcuts, ageing structures or improvements put off today. Like financial debt, it can be a sensible choice, as long as someone knows it exists and pays it down. Left alone, it charges interest: every change takes longer and carries more risk.
Ward Cunningham coined the metaphor in 1992, writing that “shipping first time code is like going into debt”, fine if repaid promptly with a rewrite, dangerous if not. He meant it as an argument for regular rework, not an excuse for sloppiness.
In software the debt takes familiar forms: a quick fix that became permanent, a library several versions out of date, tests nobody wrote, code only one person understands. None of these stops the system working today. Each makes the next change slower and riskier, and the bill tends to arrive at the worst moment, when something urgent needs doing. Martin Fowler adds a useful distinction between debt taken on deliberately, with eyes open, and debt nobody noticed until it was already expensive.
Why it matters for content
Content lives in systems, and those systems carry technical debt like any other software. A CMS customised so heavily that nobody dares upgrade it, a content model designed for one website that now has to feed an app and a chatbot, templates that fix layout so firmly that changing a heading needs a developer, an integration held together by a script one person wrote years ago: each slows publishing and makes change expensive. Editors usually feel it first. They learn the workarounds and, after a while, stop mentioning them.
This is different from content debt, which sits in the content itself: outdated pages, duplicated facts, unclear ownership. The two grow together. A rigid template encourages copying and pasting, and a content model with no field for a branch’s opening hours ends up with them typed into every branch page. Fixing one rarely clears the other. A new CMS won’t rescue content nobody looks after, and well-kept content still suffers in a platform nobody can change.
Platform work is easy to postpone because the system still works, more or less. Recording technical debt in the same register as content debt, with its consequences spelled out, makes the case visible. The GOV.UK team behind the publishing platform for government departments did this openly in 2013, slowing new features for a while to pay down debt in the code behind editorial workflow and attachments.
How AI changes the picture
AI coding assistants make it quicker to write code, including code nobody on the team fully understands, which is one of the oldest sources of technical debt. They can also help pay it down. They explain unfamiliar legacy code, suggest refactors, write missing tests and flag outdated dependencies, with a developer reviewing what changes.
AI features bring debt of their own. Prompts hard-coded into an application, retrieval pipelines built on a content model that was never designed for them and workflows nobody has retested since the underlying model changed are all shortcuts that charge interest later. For content teams, a common version is an assistant connected to a CMS whose structure can’t tell it which version of a page is current. These belong in the debt register too, with owners and review points.
Questions people ask
- Is technical debt always a bad thing?
No. Debt taken on knowingly can be good judgement. Launching on a simple setup to learn what people need, then rebuilding, is often wiser than designing the perfect platform up front. Problems start when the debt goes unrecorded and the rebuild never happens.
- Is technical debt the same as content debt?
No. Technical debt sits in platforms, models and code; content debt sits in pages, files and the facts they contain. They feed each other, so it helps to track both in one place.
- Will a new CMS clear our debt?
A migration can clear a lot of technical debt. It moves content debt across intact unless someone audits and prunes the content first, which makes a migration one of the best moments to delete what nobody needs.
- Who should own technical debt in a content platform?
Whoever owns the platform, usually a product or digital team, should own the register. Editors and content designers should be able to add to it, because they often see the interest being paid before developers do.
Learn more
- The WyCash Portfolio Management System – Ward Cunningham’s 1992 experience report, the short text where the debt metaphor first appears, framed as a case for regular rework.
- Technical Debt – Martin Fowler’s 2019 account of future change costs and the limits of the financial metaphor, including why estimates and gradual improvement matter.
- Paying down (technical) debt in the departments and policy publishing platform – Tekin Suleyman’s 2013 account of the GOV.UK team slowing new features to repay debt built up while moving more than 100 government organisations onto one publishing platform.
- Technical debt in content operations – Sarah O’Keefe on recognising and managing the infrastructure version of the problem.