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Engineering Judgment

Case Studies

Deep dives into engineering decisions. Each case study explains the problem, requirements, architecture, trade-offs, and lessons learned.

Data Engineering
2025-068 min read

Designing a Cross-Platform Spatial Data Pipeline

Synchronizing real-time spatial data across three enterprise GIS platforms

Three enterprise GIS platforms (INCMS, DCS, and ArcGIS Enterprise) required synchronized spatial data. Manual data entry caused delays, inconsistencies, and a high risk of data integrity violations across 40 million spatial records.

PythonArcPyPostgreSQLOracle SDEArcGIS Enterprise
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Backend
2024-037 min read

Building a Real-Time Notification System

Sub-second notification delivery using event-driven architecture

The platform needed real-time notifications for payment events, system alerts, and user activities. Existing polling-based approach had noticeable delays and high server load.

PythonFastAPIRabbitMQWebSocketsRedis
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Architecture
2022-0610 min read

Migrating from Monolith to Microservices

Zero-downtime migration of a legacy monolith to AWS microservices

A legacy monolithic application could not scale to handle growing transaction volume. Deployments were risky, scaling was all-or-nothing, and the codebase was becoming unmaintainable.

PythonDjangoFlaskAWSDocker
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Backend
2024-056 min read

Integrating Multiple Payment Gateways

A unified payment abstraction for M-Pesa, Stripe, and PayPal

The platform needed to accept payments through M-Pesa (local), Stripe (international cards), and PayPal (global). Each gateway had different APIs, error handling, and webhook patterns. Hardcoding each integration created maintenance burden and made adding new gateways difficult.

PythonFastAPIRabbitMQPostgreSQLRedis
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