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Comment by gtrubetskoy | Hacker News Reader

100 servers producing 100 stats is 10,000 series - the number of data points is a function of the resolution of the series, for example at 5s they'll accumulate 17,280 per day per series for a total of 172,800,000 data points / day, which is not a big number (relatively speaking). You probably also don't want to keep a 5s resolution forever, and after a day you may want to store 1m resolutions (reducing points 12x), then perhaps hourly after week, daily after a month, etc.

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And this is exactly the misconception. In my use cases I want to have the original data for at least a couple of weeks, maybe even a year. I also need millisecond precision because some of the sources produce several values per second (others might not change for years). I also need to store the information if the value had an alarm, or an error or if it is an replacement value.

So a simple round robin scheme just doesn't work.

I wonder if you're confusing time series (which is a sequence of numbers which lends itself to stuff like regressions, etc, for predictions and other insights) with quite simply _logging_ so that you can go back a year later and figure out "what the hell happened then".

https://en.wikipedia.org/wiki/Unevenly_spaced_time_series You can call that _logging_ if you want, but people will ask for it anyway.

Interesting, but I'm not convinced. Everything is evenly spaced given correct resolution. If your timestamp is at nanosecond precision, then you simply have a 1ns resolution series which is very sparse, I suppose another name for it might be "unevenly spaced".

While metrics are often evenly spaced, that's not always the case.

Good resolution on the timestamps helps avoid graph artifacts and other weirdness, even if you're only collecting them once a minute. Millisecond accuracy seems to be sufficient in my experience, there's other races of that magnitude anyway (network jitter, kernel scheduling etc.).

Need 5 seconds for at least one week.

One day is too short, I regularly have to look at the metrics from yesterday to debug an issue that we noticed today and they're worthless because they've been averaged.

You probably also don't want to keep a 5s resolution forever.

Yeah, that's a feature provided by specialized TSDB, you don't need to implement yourself.

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