I agree with GP about storage efficiency, which is superb. Query performance is good as long as a single query doesn’t deal with more than ~dozens of series. And $deity help you if you want to do hourly roll-ups of all series for a short time range, as RAM usage is wildly unpredictable. Storage is optimized for long reads of a single series, not for short reads of many series (but in fairness, you have to choose one or the other, that’s just the physics of the thing).
If I were starting from scratch, I’d probably pick Timescale. Or maybe DuckDB… I wonder if it would work for our use case.