In fact, metadata is further split among a cluster of metadata servers that can adaptively replicate and distribute the namespace to avoid hot spots.

Configuring your cluster and optimizing your configuration (like how to split the data so that it can be sent to the various machines) is a large topic on its own.

Those log files can be huge, but the work will be split up among the machines (nodes) in your Hadoop cluster.