Guide cost-conscious evaluators to validation plans
Cost pressure can start a search without defining the change a team is prepared to make.
Near-term savings and long-term modernization often use similar language but lead to different evaluation behavior.
“I need savings, but I can’t take on a project that just moves the mess around.”
Gbenga Kuffour · Director of Data Platform Engineering
Owns a modernization evaluation while responding to a company-wide infrastructure efficiency target.
What pulls against what
- cost urgency vs. modernization readiness
- lead volume vs. evaluation quality
- broad savings language vs. workload-specific proof
What is at stake
A sharper value path can create more evaluation-ready enterprise demand from existing cost interest. A blunt savings message risks attracting activity with no viable technical next step
Why Databricks
At Databricks, this can show up when enterprise data teams are trying to connect infrastructure efficiency with broader analytical needs.
Written for
This is the setup. The work is inside.
Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.