SQL Semantic Layer: Why Your Metrics Are Broken in 2026
If finance and ops see different revenue figures, you don't have a dashboard problem — you have a semantic layer problem. Here's how to fix it.
Fintel Analytics blog
Expert perspectives on data analytics, AI agents, internal tools, and business intelligence from the Fintel Analytics team.
5 of 206 posts
If finance and ops see different revenue figures, you don't have a dashboard problem — you have a semantic layer problem. Here's how to fix it.
Looker Studio is a great first dashboard tool and a poor foundation for a finance-grade metrics layer. Here is how to tell when you have outgrown it, and what to do next.
Too many dashboards and no single answer to 'what is our revenue?' A practical dashboard sprawl audit: inventory, score, retire, and prevent the problem returning.
Choosing between Holistics and Looker is a pricing, team-skills and stack decision. Here is a practitioner framework and a two-week bake-off to settle it.
Self-serve analytics promises to free your data team from the dashboard backlog — but without the right foundations, it creates more confusion than it solves. Here's how to build it right.