I'd be extremely interested to understand what was the bottleneck that made sharding necessary. Storage capacity on a single node? Memory capacity? CPU? Memory

I'd be extremely interested to understand what was the bottleneck that made sharding necessary. Storage capacity on a single node? Memory capacity? CPU? Memory bandwidth? I/O bandwidth? Depends on the specific app? Depends on the specific query?