How does R handle large-scale graph analytics in distributed systems?

R handles graph analytics via Spark GraphFrames or external graph engines like Neo4j.

Graph processing at scale is not native to R. Instead, R interfaces with distributed graph systems that handle nodes and edges across clusters. Algorithms like PageRank and community detection are executed in distributed engines, with R used for analysis and visualization.