Measure the path
Profile representative warehouse queries, models, refreshes, DAX, and reports.
Solution path
Improve Power BI and Snowflake performance
Resolve slowness, refresh failures, model friction, and avoidable cost across the complete reporting path.
The situation
Performance problems can originate in warehouse sizing, query patterns, transformations, model design, DAX, refresh, or report behavior. Optimizing only one layer often moves the bottleneck.
What teams notice
Signals that the current path needs attention
- Dashboards load slowly or inconsistently
- Refresh windows are increasing
- Snowflake costs are hard to attribute
- Teams disagree about where the bottleneck lives
What changes
Resolve the system, not only the symptom
Fix the right layer
Prioritize changes by user impact, cost, and architectural value.
Align models
Improve data shape, semantic structure, aggregation, and calculation boundaries.
Set a baseline
Document expected behavior and monitor the workloads that matter.
Intended outcomes
A stronger operating path
- Faster report interaction
- More predictable refresh
- Clearer cost ownership
- A maintainable optimization backlog
Anonymized proof
The review crosses platform and BI boundaries so recommendations reflect the real end-to-end workload rather than a vendor-specific checklist.Explore representative work
Questions
What teams often ask first
Will you recommend more capacity?
Only after identifying whether design, query, model, refresh, or report changes can address the issue more effectively.
Can this be a short assessment?
Yes. A focused health check can produce measured findings, quick wins, and a prioritized remediation plan.