Observed Signal · Aug 20, 2026 · Technical Release · Source: DEV Community · Impact: 1/5 · Sentiment: Neutral

Infrastructure Market: Benchmarking Five Graph Databases on 256MB RAM

Zusammenfassung des Signals

The author benchmarked five graph databases (CognoDB, Neo4j AuraDB Free, Memgraph, FalkorDB, and ArangoDB) under a tight resource cap (0.5 vCPU / 256MB RAM) using a social-graph SNAP dataset (~18.7k nodes, ~198k edges). Results showed a range of operational and performance issues: Memgraph repeatedly segfaulted at startup across versions and configurations; FalkorDB lost all data after an environment restart due to an incorrect bind mount path and ignored persistence flags; Neo4j AuraDB exhibited a near-constant ~220ms per-query latency floor suggesting a fixed request cost; CognoDB was fastest on most queries but had one query pattern where it performed worst. Full methodology and raw results are available in the linked GitHub repository.

Polaris7 AgentStrategische Einordnung
Hohe Konfidenz

Technical benchmarking of graph databases under constrained free-tier resources; useful to engineers but of limited direct impact to the broader AdTech/MarTech industry.

Wichtigste Kernpunkte & Evidenz

  • CognoDB Cloud's free tier provides a graph database instance with 0.5 vCPU and 256MB of RAM.
  • The benchmark compared CognoDB, Neo4j AuraDB Free, Memgraph, FalkorDB, and ArangoDB using the same ~18.7k-node / ~198k-edge SNAP dataset and identical query patterns under a 0.5 vCPU / 256MB RAM cap.
  • Memgraph crashed immediately on startup with a reproducible segfault across multiple versions and with various runtime/configuration changes.
  • FalkorDB lost all data after an environment restart due to the host bind mount pointing at the wrong in-container data directory and persistence flags being silently ignored.
  • Neo4j AuraDB showed an almost constant ~220ms per-query latency floor across trivial and complex queries, indicating a fixed request overhead.
Primary Source Grounding & Direct Attribution
Direct Origin Attribution
Primary Reporting: DEV CommunityPublished: Aug 20, 2026
Original Coverage Title: I Gave Five Graph Databases 256MB of RAM Each. Here's What Broke.

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