Gnumeric is a powerful desktop spreadsheet application with advanced data analysis features, while EtherCalc is a web-based tool focused on real-time collaboration and ease of use. Gnumeric is ideal for users needing robust functionality, whereas EtherCalc suits those looking for quick, collaborative efforts.