What are the four Prometheus metric types and when do you use each?

Counters only increase (requests, errors) — always wrap in rate(). Gauges go up and down (memory, queue depth). Histograms bucket observations so you can compute quantiles server-side with histogram_quantile(); Summaries compute quantiles in the client but can't be aggregated across instances. Prefer histograms for latency.