Until now, logs were real-time only. You could read them whilst the service was running but as soon as it was replaced during a deployment or restart, the previous logs were no longer accessible.
Logs are now retained, and there are two new places to work with them: a dedicated Logs explorer for each environment, and a refreshed logs tab in the service panel on the canvas.
The new explorer is available from the sidebar. It has a bunch of new features:
The logs tab on a service got the same treatment. Filter by log level inline and open the full explorer with that service already selected when you need more than a quick look. The UTC/local toggle, replica toggle, and follow/tail are all still there for quick debugging.
If a spike shows up in your per-replica metrics, you can now jump straight to the logs to find out what caused it.