Scale From 0 To Millions

Keep web tier stateless (use NoSQL for session, avoid sticky session)
Build redundancy at every tier (for failover - extra datacenter, database, ...)
Cache as much as you can
Support multiple data centers
Host static assets in CDN
Scale database using shard
Split tiers into individual services (micro-services)
Monitor your system (logging) and use automation tools (CI/CD)