I want to be able to store, retrieve, and modify a small amount of textual data (< 2 mb) as a CSV online. What service should I use to be able to do this programatically (in Java)?
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Try Google Spreadsheets (Java API Reference). You can upload a CSV which gets automatically converted to a spreadsheet, then you can query or edit it programmatically, or manipulate it online, then if you need to get it as CSV you can export it.