Storing data and querying it.

I'm trying to wrap my head around the whole decentralized aspect of Ethereum.

Let's say I'm building a decentralized social network. How would I, for example, store the profile data (name, age, city, etc) and then query the data?

Is this data stored in contracts or would I use some type of decentralized database for this?
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