KernelBloom

Case studies

How we helped teams transform infrastructure and move faster.

Modernizing logistics operations

Company: Midwest logistics software company (Series A, 80 engineers)

Challenge: Manual deployment processes, 4-6 week release cycles, fragile on-call operations.

The Work

  • Designed infrastructure-as-code architecture (Terraform)
  • Built CI/CD pipeline with GitHub Actions and AWS CodePipeline
  • Implemented multi-environment management (dev, staging, production)
  • Established infrastructure testing and plan review process
  • Created operational runbooks and on-call escalation procedures

Outcomes

  • Deployment frequency: 4-6 weeks → multiple per week
  • Mean time to recovery: 6-8 hours → 45 minutes
  • Infrastructure change lead time: 3-4 weeks → 2-3 days
  • On-call incidents requiring escalation: 60% → 20%
Modern warehouse with logistics and shipping operations

"We went from shipping features every quarter to every sprint. Infrastructure stopped being a blocker. The team understood our business constraints and didn't over-engineer the solution."

Michael Torres

VP Engineering

Audit-ready health data platform

Company: California health-data startup (Series B, 120 engineers)

Challenge: HIPAA compliance requirements unclear, audit readiness uncertain, observability gaps.

The Work

  • Audit control assessment mapping to HIPAA and HL7 requirements
  • Implemented encryption-in-transit and encryption-at-rest
  • Built comprehensive audit logging and evidence collection
  • Designed network isolation and data residency controls
  • Established disaster recovery and business continuity procedures

Outcomes

  • SOC 2 Type II certification achieved in 14 weeks
  • Audit control gaps: 23 → 2 (minor)
  • Infrastructure change auditability: 30% → 100%
  • Customer audit cycles: 4-6 weeks → 1-2 weeks (automated evidence)
Modern healthcare facility interior with digital health technology

"We were terrified of SOC 2 audit. The team made compliance feel concrete and achievable. Now we're confident in our audit-readiness, and customers see us as a safe partner."

Dr. Lisa Patterson

Chief Compliance Officer

Scaling for seasonal peaks

Company: Northeast specialty retailer (Series A, 45 engineers)

Challenge: Cloud spend 3x higher during holidays, capacity forecasting difficult, no cost visibility.

The Work

  • Comprehensive cloud cost analysis and waste identification
  • Implemented auto-scaling policies based on traffic patterns
  • Right-sized database, compute, and storage resources
  • Built cost allocation and chargeback model by team
  • Established forecast model based on historical traffic and growth

Outcomes

  • Annual cloud spend reduced from $850K to $580K
  • Holiday peak cost reduced from 280% baseline to 160%
  • Cost forecast accuracy: 50% variance → 15% variance
  • Infrastructure decisions now tied to cost impact clarity
Busy specialty retail store environment during holiday season

"We were hemorrhaging money in cloud costs and had no idea why. The team gave us visibility and real answers. We're saving $270K annually and our peak season is actually our best performing season now."

James Rodriguez

CFO

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