I also used ArangoDB, back then it was a lot more stable for bulk loading than Dgraph but today I believe they're on par — Arango is multi-model which can be at times easier to reason about whilst Dgraph is a more graph-native database.
I never liked Neo4J as — back then — the horizontal scaling was impossible or extremely difficult to achieve.