
Why “Faster Queries” Is the Most Misleading Metric in Data Warehouse Consulting
“Queries are 10 times faster.”

“Queries are 10 times faster.”

Data Warehouse Consulting is one of the most frequently used and misunderstood responses to data problems.

This is one of the most frustrating situations leadership teams encounter.

When CTOs decide to bring in cloud data migration consultants, there is often an unspoken expectation:

Many cloud data migrations are declared technically successful.

The most dangerous assumption CTOs make about cloud data migration is deceptively simple:

There is a comforting myth that quietly governs how many organizations approach cloud data migration:

For a long time, data migrations were treated as a background engineering task.Important, yes, but largely invisible to the business unless something went wrong.

Modern organizations operate in an always-on analytics environment. Data platforms no longer sit in the background generating periodic reports—they actively drive daily decisions across revenue, operations, and customer

For the better part of a decade, analytics engineers have lived in a world of templated SQL. We didn't call it string manipulation—we called it "templating"—but the underlying reality of how dbt Core’s python + Jinja eng