Modeling a live game economy for Albionkit

Albion Online has a real, player-driven economy, which means the market data is genuinely useful — and genuinely messy. Prices swing hard during gear resets or big server events, and if your tool is hammering the API live for every user request, you're going to get rate limited fast and your users are going to get a slow app.

Caching over live calls

Albionkit leans on caching aggressively, refreshing market data on a schedule rather than per-request, treating stale-but-fast as the better tradeoff than fresh-but-slow for most use cases like price checks and flip analysis.

Builds and PvP intel

The build database and PvP intel side is a different problem entirely — that's more about structuring item and gear data in a way that's actually searchable and comparable, not just a dump of raw stats.

The fun part of building tools for a live game economy is that the data itself is never boring. Somebody somewhere is always cornering a market or panic-selling gear, and your caching layer gets to have opinions about how fast it reacts to that.