Independent practice

Engineering Efficiency Through Architecture

Most engagements start with cost because the budget line is already there. I trace where spend and latency actually come from in Snowflake or Databricks, then ship the rebuild.

Lead outcome

Monthly warehouse spend cut 44%

Scale

5TB+ queried sub-second, 20GB/day telemetry, 1M+ monthly ingests.

How it starts

Cost & Performance Audit in 2 to 3 weeks.

Proof

Ending outcome: 44% monthly warehouse spend reduction.