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04 / Data product / automation

OPTCG Tracker

A hobby project that kept turning into infrastructure.

Role Full-stack · data automation · product
Status Live product / evolving
Year 2026
Focus Web · Automation · Data pipelines
Data product / automation
DATA

01 / Context

A One Piece Card Game pricing and collection platform that grew from personal tooling into a public-facing product with automated data workflows and monetisation planning.

02 / The problem

Card pricing data changes constantly and is spread across sources. What started as personal tracking needed a more reliable way to collect, cache, present and eventually productise that information.

03 / What I did

I built data ingestion and pricing workflows, structured card and deck information for the web, deployed the application on a VPS and iterated on account tiers, storage limits, admin controls and safer API boundaries.

04 / Where it landed

OPTCG Tracker became a real production system that I actively use as a place to learn deployment, automation, data reliability and productisation through repeated releases.

WebAutomationData pipelinesVPSSubscriptions
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