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Dev · semyonsinchenko.github.io · Friday, 31 July 2026

DataFusion runs PageRank on a billion‑edge graph with 5 GB RAM

The author built a map‑reduce style graph engine on Apache DataFusion that fits billion‑edge graphs into 5–10 GB of RAM. It computes PageRank on a 1 billion‑edge dataset and finds weakly connected components on a 2 billion‑edge graph, something libraries like NetworkX can’t handle. This shows DataFusion can replace heavyweight Spark clusters for large‑scale graph analytics.

Read the source: semyonsinchenko.github.io ↗In the 31 July issue →