Systems thinking, made visible.
Architecture decisions are never purely technical. Every choice has tradeoffs — operational complexity, team bandwidth, business timelines. Here is how I think about them.
Multi-tenant architecture
Future stateA future-state model focused on cost efficiency, testability, and flexibility — moving from isolated single-tenant deployments to shared infrastructure with explicit tenant boundaries.
Key Tradeoffs
- Reduced infrastructure duplication and cost
- Higher design discipline required at every layer
- Tenant isolation must remain clear even when infra is shared
Worker modularization
In progressExtracting responsibilities from an overloaded monolithic worker service into clearer, independently scalable service boundaries.
Key Tradeoffs
- Higher operational complexity during transition
- Improved reliability and targeted scalability after
- Clearer ownership boundaries per domain
Technical debt sequencing
OngoingA structured approach to paying down debt in the right order — starting with the debt that blocks the highest-value architectural moves.
Key Tradeoffs
- Slower initial progress compared to opportunistic fixes
- Higher long-term velocity as blockers are cleared
- Requires communicating debt roadmap to non-technical stakeholders
Cost optimization strategy
CompletedIdentifying infrastructure waste — over-provisioned resources, misaligned scaling policies, and redundant services — and eliminating it without sacrificing reliability.
Key Tradeoffs
- Risk of under-provisioning if optimization is too aggressive
- Improved unit economics and infrastructure budget
- Better understanding of actual load patterns and bottlenecks