Apache logs are full of signal. And noise.
An Apache access log can contain thousands of lines per hour — 200s, 301s, 404s, 500s, bots, crawlers, real users. Picking through them with tail and grep works for a quick check, but when you need to correlate error rates across time or find patterns in rotated logs, the terminal gets tedious fast.
Downloading logs to a local editor works, but you lose the live connection and end up with stale copies. Cloud platforms want you to ship everything to their infrastructure first. You just want to look at your Apache logs and figure out what broke.