Legacy Monolith Migration: Strangler Fig and CDC
Stop trying to rewrite the monolith all at once. Decouple it incrementally using event streaming.
GitOps Beyond Kubernetes: Terraform, DBs, and Policy
Declarative desired state belongs everywhere, not just in Kubernetes clusters.
Database Cloud Migration: CDC Replication and Zero-Downtime Cutover
Application migrations are straightforward. Database migrations require careful CDC replication, integrity validation, …
Serverless Event-Driven Patterns: Sagas, DLQs, Idempotency
Serverless scaling works. The problems are idempotency, failure recovery, and observability across event chains.
Backend Performance: Latency Budgets and P99 Tuning
Average latency is a vanity metric. P99 is where your worst user experiences concentrate, and it compounds geometrically …
Serverless at Scale: Beyond the Hello World Demo
The serverless demo always works. Production at scale exposes cold starts, connection exhaustion, cost crossovers, and …
Resilience Patterns: Circuit Breakers, Bulkheads, Retries
Distributed systems fail differently than monoliths. Traditional error handling makes things worse. These patterns keep …
Infrastructure as Code: Eliminate Drift and Risk
Clicking through the AWS console to provision servers is a liability, not a strategy.
Financial Cloud Migration: Zero-Downtime Patterns
Big-bang rewrites fail in finance. Here is the engineering approach for zero-downtime cloud migrations of …
LLM Cost Optimization: Cut Inference Spend 40-90%
A prototype that costs pennies per request becomes a five-figure production bill without strict token engineering.
Continuous Compliance Automation: SOC 2, ISO 27001, HIPAA
Manual compliance checks are a dead end. Engineering evidence collection directly into the deployment pipeline changes …
FinOps Cloud Cost Engineering: Beyond Tagging Policies
Tagging policies will not save you money. Workload profiling and architectural changes will.
Disaster Recovery: RTO, RPO, and Continuous Validation
A DR strategy you have never fully failed over under real conditions is not an operational reality.
Web Performance Engineering: Fix LCP, CLS, and INP
Core Web Vitals directly affect search ranking and user retention. The real work is diagnosing why metrics degrade and …
Multi-Cloud Strategy: Real Trade-Offs and Costs
Building for cloud neutrality almost always results in lowest-common-denominator architecture.
Multi-Cloud Networking: Connectivity Without Lock-in
Multi-cloud compute is the easy part. Multi-cloud networking is where the real complexity and cost live.
Edge Computing: CDN Functions, Local Nodes, Data Residency
Latency kills user experience. Edge computing relocates logic to where users actually are.
Kubernetes Multi-Tenancy: Beyond Namespaces
Namespaces are not security boundaries. Here is what production-grade Kubernetes multi-tenancy actually requires.
Serverless Data Processing: ETL Without Servers
Serverless ETL eliminates idle clusters but introduces timeout traps, fan-out complexity, and the exactly-once illusion. …
API Gateway Patterns: BFF, Rate Limiting, and Routing
API gateways are routing and auth proxies. Not a dumping ground for data aggregation and complex business rules.
WebAssembly for Cloud-Native: Microsecond Cold Starts
Server-side Wasm challenges containers with near-instant startup and strict security isolation.
Service Mesh Adoption: Istio vs Linkerd vs Cilium
A service mesh solves real networking problems but brings significant operational complexity.
Strangler Fig Pattern: De-Risk Legacy Cloud Migration
Big bang cloud migrations are how critical systems break during cutover. The strangler fig pattern is how you actually …
Progressive Web Apps: Offline-First That Works
The demo always works. Production offline-first means cache versioning, sync conflicts, and IndexedDB patterns that …
AI Agent Orchestration: Reliable Multi-Step Workflows
The gap between a working demo and a production agent system is orchestration, state management, and knowing when not to …
Cloud Security Posture Management: Alerts to Fixes
Cloud security posture management only works when findings drive automated IaC fixes, not ticket backlogs.