Redis is memory-backed, so you have limitations here. When I think of neo4j and its equivalents, it's about super giant datasets that are beyond memory limits.

Redis also supports ‘Redis on Flash’ (use SSDs to augment RAM), but it is part of their Enterprise product.

Yes. The performance is an order of magnitude better than Neo4J, but it lacks feature parity.