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Fabric Capacity Planning: Lessons from Production

We got Fabric capacity planning wrong. Twice. Here’s what we learned.

Mistake 1: Starting Too Big

Started with F64 because “enterprise.” Spent money we didn’t need to.

Lesson: Start smaller. F32 was enough. Can always scale up.

Mistake 2: Not Monitoring

Hit capacity limits without warning. Users got errors.

Lesson: Set up monitoring from day one. Alert before hitting limits.

Mistake 3: Ignoring Patterns

Some days used 20% capacity. Others hit 90%. Paid for peak.

Lesson: Analyze usage patterns. Consider autoscale or lower base capacity.

What We Do Now

Start F32 for most workloads

Monitor closely with custom dashboards

Set alerts at 70% capacity usage

Review monthly and adjust as needed

Separate workloads by criticality

The Numbers

Previous: F64 = $8,000/month, often underutilized

Current: F32 = $4,000/month, better utilized

Savings: $4,000/month

The Lesson

Don’t guess at capacity. Start small, monitor, adjust.

Fabric makes it easy to scale. Take advantage of that.

Michael John Peña

Michael John Peña

Senior Data Engineer based in Sydney. Writing about data, cloud, and technology.