FIELD NOTES

Engineering Notebook.

First-principles writing on backend architecture, cloud platforms, distributed data, reliability, and the practical tradeoffs behind production software.

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JUL 15, 2026

14 MIN

CLOUD & PLATFORM

Modernizing Core Banking with the Strangler Pattern

A practical field guide to separating high-risk banking capabilities from a legacy monolith without interrupting member journeys.

Start at a stable seamDesign rollback firstMove reads before writes

JUN 28, 2026

15 MIN

DISTRIBUTED SYSTEMS

Exactly-Once Kafka Without Magical Thinking

What exactly-once guarantees do—and do not—mean across brokers, databases, retries, and downstream side effects.

Define the boundaryBuild for replayBridge external side effects

JUN 02, 2026

13 MIN

DISTRIBUTED SYSTEMS

High-Throughput Spring Boot APIs: A Systems Checklist

A measurement-first checklist for connection pools, thread models, serialization, caches, and database access.

Measure queueingProtect dependenciesTreat the database as a queue

MAY 18, 2026

14 MIN

DISTRIBUTED SYSTEMS

FHIR at the Platform Boundary

Patterns for normalizing clinical data while keeping source provenance, security, and schema evolution intact.

Keep provenance visibleSecure the workflowSeparate canonical from convenient

APR 30, 2026

12 MIN

CLOUD & PLATFORM

Kubernetes Is Not Your Architecture

How to separate deployment mechanics from service boundaries, failure domains, and product ownership.

Model the service firstMake operations boringAlign failure domains

APR 09, 2026

13 MIN

CLOUD & PLATFORM

Terraform Modules That Age Well

Small interfaces, explicit ownership, safe defaults, and upgrade paths for infrastructure used by many teams.

Expose intentPlan for migrationMake safety observable

MAR 21, 2026

12 MIN

CLOUD & PLATFORM

Observability Before the Incident

Designing metrics, logs, traces, and runbooks around the decisions an on-call engineer must make under pressure.

Begin with questionsConnect signal to actionInstrument the user journey

FEB 26, 2026

13 MIN

DISTRIBUTED SYSTEMS

Designing Idempotent Event Consumers

Reliable patterns for deduplication, state transitions, retry safety, and recovery in event-driven systems.

Choose the invariantTest disorderStore the decision atomically