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Practical perspectives on data governance, Microsoft Fabric, Power BI and analytics strategy for UK organisations.

Per-User Or Capacity? The One Threshold That Decides
Fabric licensing looks complicated, so people buy big and leave it running. It comes down to two ways to pay and one threshold that flips the maths.

A Fixed Price For Unscoped Work Is A Red Flag
Most money wasted on analytics is wasted at the point of purchase, before a line of code. Scope before price, prove it small, and judge a partner by their questions.

How to choose a Power BI consultancy: a buyer's guide to pricing, references, and red flags
Pricing models, day rates, red flags to watch for, and how to run a competitive process that actually surfaces the right Power BI partner.

AI Does Not Fix Bad Data. It Amplifies It.
Point a capable assistant at a messy estate and it answers with total confidence and a disputed number. Readiness is not a product you buy. It is four foundations.

Stop Counting Dashboards. Count Decisions.
Analytics spend is easy to cut because it is hard to defend. Count dashboards built and it looks optional. Count decisions changed and it becomes an investment.

Anomaly detection in Microsoft Fabric: build patterns, use cases, and realistic timelines
How anomaly detection actually gets built in Microsoft Fabric: the techniques, the Data Science and Real-Time Intelligence build patterns, and where it pays off fastest in finance, operations, and customer monitoring.

Why Your Self-Service BI Rollout Collapsed
Licences for sixty, a launch, then adoption down to a handful within months. The reason is never the tool. Adoption is a trust problem, not a licensing one.

Do Not Make Your First Data Hire An Analyst
The instinct is to hire an analyst. It is often the wrong first move, and it ends with your whole capability resting on one person who can resign. A better way.

Analytics Is A Garden, Not A Project
A reporting estate is not a bridge that stands once built. Leave it untended and it degrades: refreshes break, definitions drift, trust erodes. Why care beats rescue.

You Do Not Need Real-Time Data. You Need Right-Time.
Ask a room if they want real-time data and every hand goes up. Ask which decision changes in the next minute and they come down. Match freshness to the decision.

You Probably Do Not Need Microsoft Fabric Yet
Fabric is where the platform is heading. That is not the same as your business needing it this year. The honest line between ready and not yet.

Power BI for Business Central: extraction patterns, timelines, and the Jet vs Cosmos decision
What Power BI on Business Central actually looks like: the extraction patterns, the phase-by-phase timeline, and how Hopton's approach compares to Jet and Cosmos.
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