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Case studies built around complexity, velocity, and production impact

Each case highlights the system challenge, architectural direction, and measurable outcomes from live workflows.

2024 - 20256 technologies

Semantic Search Engine for IT Infrastructure

A multi-layered search platform designed to replace a legacy, exact-match IT support system. By bridging the gap between user intent and strict technical documentation, the system drastically reduced support ticket bottlenecks and improved internal knowledge discovery.

Challenge

Our internal IT support platform relied on a rigid keyword-matching algorithm, failing to resolve queries when user terminology didn't exactly match documentation.

FastAPIAWS ECSCeleryPostgreSQLpgVectorOpenAI

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2024 - 20254 technologies

Distributed Task Scheduler (High-Throughput Scaling)

A high-throughput, event-driven orchestration system built to capture users who dropped off during multi-stage financial funnels. The system dynamically calculates wait times and schedules highly targeted re-engagement notifications.

Challenge

The V1 MVP relied on synchronous database polling via a 1-minute cron job. During peak traffic, the sheer volume caused queries to slow down, resulting in overlapping cron runs, database table locks, and delayed notifications.

KafkaPostgreSQLJavaMultithreading

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