I'd recommend giving a try to VictoriaMetrics. It requires less hardware resources - RAM, CPU, disk - comparing to InfluxDB [1] and it supports PromQL - much nicer query language for typical time series queries comparing to InfluxQL or Flux [2].
It may be used as a drop-in replacement instead of InfluxDB on the ingestion path [3].