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Field Notes & Technical Essays

Software Architecture Field Notes

In-depth engineering write-ups detailing real-world architectural failure modes, database transaction lifecycles, and bounded context integrity.

Diagnosing Hidden Structural Coupling in Modular Monoliths: A Practical AST and Dependency Graph Approach
2026-08-14 • 9 min read • Architecture Analysis

Diagnosing Hidden Structural Coupling in Modular Monoliths: A Practical AST and Dependency Graph Approach

How to move beyond simple directory separation to inspect Abstract Syntax Trees, cross-boundary database joins, and shared mutable state that quietly turn modular monoliths into distributed spaghetti.

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Postgres Connection Pool Starvation and Asynchronous Worker Contention: Forensic Patterns and Fixes
2026-07-28 • 11 min read • High-Throughput Diagnostics

Postgres Connection Pool Starvation and Asynchronous Worker Contention: Forensic Patterns and Fixes

Examining the forensic indicators of database pool exhaustion caused by transaction lifecycle bloat, third-party HTTP calls inside ACID blocks, and misconfigured connection pooling.

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Architectural Trade-offs in Distributed Sagas vs. Outbox Pattern for Multi-Service Workflows
2026-06-19 • 8 min read • Distributed Systems

Architectural Trade-offs in Distributed Sagas vs. Outbox Pattern for Multi-Service Workflows

A deep dive into consistency models, compensating transactions, and idempotent message deduplication when coordinating multi-service business processes.

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Why Service Boundaries Fail: How to Audit Bounded Contexts Before Splitting Codebases
2026-05-11 • 10 min read • Domain-Driven Design

Why Service Boundaries Fail: How to Audit Bounded Contexts Before Splitting Codebases

Premature microservice decomposition without rigorous domain boundary analysis frequently creates distributed monoliths. Here is our structured evaluation framework.

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