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Chosing a database can be difficult and really depends on the scale of the database, what you want to do with it, and exisiting software.
Personally, for most applications I would use MySQL, because it is very powerful and easy to use (and widly supported). Postgresql is good when speed is required as it is very inefficient.
Oracle is excellent for very large databases. Its also popular in 'mission critical' type situtations.
Of course, if any database is already in use by the company (e.g. many use Oracle internally), I'd go with that.
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