Histograms are useful for quickly understanding large datasets but can conceal details depending on how bins are constructed. They follow a standard distribution curve normally but a non-standard curve may indicate an issue. Histograms are a snapshot in time so multiple snapshots are needed over time to understand data evolution. Bin construction and only using one histogram can change the story told.