TL;DR Fix: if using prometheus, set –storage.tsdb.retention.time to desired value.
Useful command:
# Check Version
prometheus --version
# Set Retention Time
prometheus --storage.tsdb.retention.time=30d
# Check Retention Time
ps aux | grep prometheus