Data Friction: 3 Signs Your Strategy Is Getting Lost in Translation
And why you shouldn't ignore them
Data Friction signs show up when business strategy and technical execution are out of sync. You don’t need a full audit to know something’s off. You can feel it.
The meetings that go in circles. The reports that don’t quite add up. The deployments that always take longer than planned.
When these Data Friction signs appear, they often go unnoticed at first. A delay here. A misunderstanding there. But over time, they compound into real costs — lost time, eroded margins, and fractured trust between teams.
Here are three signs that your strategy is getting lost in translation.
This article is part of The Data Friction Playbook. Read the full series →
1. The "Double-Check" Habit
What it looks like:
Managers spend the first 3 days of every month manually verifying dashboard metrics in Excel because they don’t quite trust the automated numbers.
What this costs you:
Time spent reconciling data. Decisions delayed because no one agrees on the facts. A growing culture of “I’ll just check it myself” that erodes trust in your systems.
What it means:
Your data quality isn’t guaranteed. If your leadership team doesn’t trust the numbers, they can’t act on them. And if they can’t act, your strategy stalls.
2. The Sprint Stash
What it looks like:
Engineers are spending 30% of their weekly sprints fixing broken data pipelines instead of building the user-facing features your customers are asking for.
What this costs you:
Slower delivery. Frustrated engineers. A growing backlog of technical debt that will eventually slow everything down. You’re paying your best people to fix yesterday’s problems instead of building tomorrow’s products.
What it means:
Your technical architecture isn’t aligned with your business objectives. You’re building on a foundation that wasn’t designed to handle the weight of growth.
3. The Acronym War
What it looks like:
The marketing team and the product team use the exact same word (like “Active User”) but mean two completely different things in practice. Marketing counts anyone who clicked an email. Engineering counts anyone with an active database session.
What this costs you:
Mid-month meetings turn into debates about whose data is “correct.” Strategies are built on mismatched assumptions. Speed stalls while everyone tries to untangle the metrics.
What it means:
Your data definitions aren’t unified. Without a single source of truth, every decision is built on sand.
The cost of this misalignment is well-documented. According to a 2024 IDC survey, IT-business misalignment is the third biggest organizational challenge for CIOs. A 2025 Gartner survey also found that 48% of digital initiatives fail to meet their intended business outcome targets. You can read more about the data behind this problem in this article on the hidden cost of IT-business misalignment.
What to do if you recognize these signs
If any of these signs sound familiar, you’re not alone. The gap between strategy and execution is one of the most common challenges I see in scale-ups.
The good news? It’s fixable. But fixing it starts with naming the problem.
In the next article, I’ll walk you through what Data Friction is really costing you — in time, in money, and in trust.
A Final Thought
Most scale-ups don’t fail because the strategy was wrong. They fail because the strategy never made it to the execution layer in one piece.
The gap between what you intend and what you deliver is where growth goes to die.
Don’t wait for the crack to become a break.
This article is part of The Data Friction Playbook — a 5-part series on the hidden costs of misalignment between business strategy and technical execution.
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