I need a strong database to query very often with some thousands of nodes, and about 2000 edges each for each node.
Is neo4j able to manage these relationships? Do I have to find another solution?
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Yes this is no problem with Neo4j, it is running graphs with millions or billions of Nodes and Relationships.
You can easily create a PoC [Proof of Concept] by importing your graph and then run the operations on it that you’re interested in.
Could you perhaps describe some more details of the domain model and the use-cases/operations?