You can still load dashboards in under a second, even if your database takes 30s to respond with the data. Here's how:

Customer-facing dashboards load ok when a handful of people open a dashboard. But with thousands of concurrent users, your database takes a huge hit - and everything loads slow.

This is where pre-aggregation caching comes in.

Instead of scanning raw events on every click, the work is done once, stored in an aggregated form, and served instantly. That’s what makes our embedded dashboards feel fast at scale, not fragile.

Here’s the full breakdown of how it works (with examples).