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OT: Databases

I want to keep track of parts used in building electrical control-boxes.

What is the typical way of setting up a database? Do you construct a
front-end for forms with some kind of scripting language? What is the
most popular database and user-interface-builder combination in the
gnu/linux world?

I know nothing much about interfacing to or using a database, but i can
do any scripting/programming if needed. There's tons of google hits,
but no newbie howtos.

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