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Infrastructure as Product

Treat internal infrastructure as a product with users, roadmaps, and SLOs. Covers product thinking for platform teams, developer experience metrics, adoption tracking, feedback loops, and the organizational model that makes platform engineering sustainable.

Most platform teams build infrastructure and assume developers will use it. Product-minded platform teams treat developers as customers, measure adoption, gather feedback, and iterate. The difference between a platform that gets adopted and one that gets worked around is product management.


Platform as Product Mindset

Traditional infrastructure team:
  "We built it. Use it."
  Success = infrastructure is up
  Failure = developers work around it

Platform as product:
  "We built what developers need, and they love using it"
  Success = developer adoption + satisfaction
  Failure = developers build their own solutions

Developer Experience Metrics

platform_metrics:
  adoption:
    - onboarding_time: "Time from request to first deployment"
      target: "< 30 minutes"
    - active_users: "Teams using the platform weekly"
      target: "90%+ of engineering teams"
    - golden_path_adoption: "% of services following golden path"
      target: "> 80%"
    
  satisfaction:
    - developer_nps: "Net Promoter Score from quarterly survey"
      target: "> 40"
    - support_ticket_volume: "Questions/issues per week"
      target: "Decreasing quarter over quarter"
    - time_to_resolution: "Support ticket resolution time"
      target: "< 4 hours"
    
  efficiency:
    - deployment_frequency: "How often teams deploy"
      target: "Multiple times per day"
    - lead_time_for_changes: "Commit to production time"
      target: "< 1 hour"
    - self_service_rate: "% of requests automated"
      target: "> 90%"

Product Roadmap for Platform

Q1: Foundation
  - Self-service environment creation (Terraform)
  - CI/CD golden path setup
  - Developer documentation portal
  
Q2: Developer Experience
  - One-click service creation from template
  - Integrated logging and monitoring
  - Slack bot for common operations
  
Q3: Golden Paths
  - Production-ready service templates (3 languages)
  - Database provisioning self-service
  - Automated security scanning in pipeline
  
Q4: Scale
  - Multi-region deployment support
  - Cost allocation per team
  - Advanced observability (distributed tracing)

Feedback Loops

feedback_channels:
  continuous:
    - usage_analytics: "Track which features are used (and ignored)"
    - support_tickets: "Categorize pain points"
    - instrumentation: "Measure time-to-complete for common tasks"
    
  periodic:
    - developer_survey: "Quarterly NPS + open questions"
    - user_interviews: "Monthly deep-dives with 3-5 teams"
    - platform_retrospective: "Bi-weekly team retro on platform"
    
  active:
    - office_hours: "Weekly drop-in for questions and feedback"
    - embedded_engineers: "Platform engineer joins product team for 1 sprint"
    - design_partners: "Early access program for new features"

Anti-Patterns

Anti-PatternConsequenceFix
Build without usersPlatform nobody usesInterview developers before building
No adoption metricsUnknown if platform is successfulTrack onboarding time, active users
Mandated adoptionResentment, workaroundsMake it so good they choose it
No documentationDevelopers can’t self-serveDocs are product features
Platform team as gatekeeperBottleneck, frustrationSelf-service with guardrails

A platform without users is a waste of engineering. The best platform teams think like product teams: understand your users, measure their success, and iterate relentlessly.

Jakub Dimitri Rezayev
Jakub Dimitri Rezayev
Founder & Chief Architect • Garnet Grid Consulting

Jakub holds an M.S. in Customer Intelligence & Analytics and a B.S. in Finance & Computer Science from Pace University. With deep expertise spanning D365 F&O, Azure, Power BI, and AI/ML systems, he architects enterprise solutions that bridge legacy systems and modern technology — and has led multi-million dollar ERP implementations for Fortune 500 supply chains.

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