Insights
Writing
Technical leadership from production systems. Brief summaries here — full articles on LinkedIn.
Case studies
- Multi-Tenant Migration with Progressive Cutover
Migrate 150 B2B SaaS tenants from legacy infrastructure to a modernized multi-tenant platform. 10M rows across 30+ tables with complex foreign key dependencies.…
Read case study → - Webhook Pipeline for Multi-Tenant Commerce Sync
Multi-tenant platform ingesting commerce events from 10+ external platforms. Polling-based sync created 4+ minute lag while the system required sub-10s freshnes…
Read case study →
Articles
- Choosing an AI Workflow Architecture: A Decision Example
AI Workflows · B2B SaaS
A decision framework for choosing RAG vs tools vs workflows under real constraints — complexity, cost, latency, and accuracy.
Related: AI Shopping Assistant · AI Itinerary Engine
Read on LinkedIn ↗ - Perceived Performance: A Business Problem, Not Just Latency
Platform Performance · Mobile UX
How latency creates retries, confusion, and escalations — and what to design instead when backend speed alone doesn't solve the problem.
Related: Focus-aware Deal Commitments · Offline-first Punching
Read on LinkedIn ↗ - From Polling to Webhooks: 4-Minute Lag to Sub-10s Freshness
Commerce Integrations · Reliability
Architecture shift from polling to webhooks and the reliability patterns needed — failure modes, retry logic, operational lessons.
Related: Webhook-driven commerce pipeline
Read on LinkedIn ↗ - AI Won't Replace Your Learning. It Will Compress It.
AI Systems · Career Growth
How AI accelerates learning by compressing complex information — and why foundational principles like RAG and embeddings still matter.
Related: System Design Documentation · AI Architecture Strategy
Read on LinkedIn ↗