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We design and maintain analytics systems that remain reliable over time.
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Technical drift is the gradual misalignment of your measurement system over time.
It does not happen all at once.
It accumulates as small changes, inconsistencies, and gaps across the system.
Individually, these changes seem minor.
Together, they alter how the system behaves.
Analytics systems are not static.
They sit on top of:
As these layers shift, the measurement system gradually falls out of alignment.
This shows up as:
This is not a single issue.
It is system behavior over time.
Technical drift emerges through accumulation over time.
Common sources include:
No single change breaks the system outright.
The system drifts as these changes compound over time.
Drift does not appear in one place.
It becomes visible across the system:
Over time, confidence declines—even when nothing appears “broken.”
Technical drift is not self-correcting.
Once misalignment is introduced:
Without intervention, the system continues to move further out of alignment.
Technical drift is not a failure of tools.
It is the natural behavior of unmanaged systems.
Reliable analytics requires:
Without these, accuracy degrades.
If your analytics has become harder to trust, it is not a single issue.
It is accumulated drift across the system.
Addressing isolated problems improves symptoms.
It does not restore alignment.
Before making changes, you need to understand how drift affects your system.
An Evaluate engagement identifies:
Start with Evaluate
Doug McCaffrey
Designs and maintains analytics systems that remain reliable over time.
Explore how this connects across your data estate: