I occasionally help teams diagnose expensive data-platform failure modes through scoped audits and implementation recommendations. Keep the message specific: what platform, what bill or risk, and what decision you need to make.

Connect on LinkedIn

  • Iceberg table hygiene and orphan-file risk
  • Shared-platform showback and chargeback
  • Ownership metadata and cleanup workflows
  • Secure data lake architecture
  • Retry, recovery, and compute amplification