Comment by camel_gopher

There are some unique challenges to storing time series data that are different than those of relational databases. Namely, read/write asymmetry, data safety, data aggregation, and analysis of large data sets.

I wrote in depth about these problems and how different TSDBs solve them here. https://www.irondb.io/2018/08/tsdbs-at-scale-part-one/