Tips for Optimizing Large Databases Without Taking the Forum Offline

[Admin]

When a forum grows, database size becomes a serious problem. What strategies have you used to clean, optimize, or restructure tables without downtime? What is your approach, what tools you rely on, what mistakes you learned from? What helpful advice do you have for admins managing forums with years of posts and heavy daily activity.