Is this going to be like the time I missed out on the super cute teemo icons?

If it's event related, particularly an event tied to a particular time of the year, there's an excellent chance that any icons for it are limited-time.

But what do I know. We've still got the most recent Lunar Revel and Valentine's icons available.