Why does my steamer spit water instead of steam?

Across reviewer complaints, spitting usually means the unit isn't fully heated, is being tilted too far, or has mineral buildup. Cheap handhelds are the most common offenders. Reviewers consistently recommend distilled water and waiting the full heat-up time before pulling the trigger.