When is a graph database (like Neo4j) not a good use?

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There is a lot of articles on the web supporting the trend to move to a graph database like Neo4j... but I can't find much against them.

When would a graph database not be the best solution?

Any links to articles that compare graphs, nosql, and relational databases would be great.

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