Fulcrum
Fulcrum ships MCP server and AI Toolkit to let AI assistants build and query field data forms
Comparison · Analytics
ntopng vs Neo4j
A side-by-side editorial comparison of ntopng and Neo4j — release velocity, themes, recent moves, and the top alternatives to consider.
ntopng vs Neo4j: at a glance
| Feature | ntopng | Neo4j |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 0.0 | 7.5 |
| Sparks · 30d | 0 | 1 |
| Top themes | network-monitoring, asset-inventory, clickhouse, vulnerability-scanning | graph-database, agentic, data-warehouse, abac |
| Last editorial update | 1mo ago | 11d ago |
| Website | Visit → | — |
What is ntopng?
ntopng grew from traffic monitor into asset inventory and vulnerability scanner — one major at a time
ntopng ships roughly one stable major a year. The 6.x line added vulnerability scanning and CVE support, then an Asset Inventory and Digital Twin with an assets dashboard, then autonomous-system dashboards with native ClickHouse Cloud SSL and a direct flow dump mode for real-time export. The last published release was 6.6 in November 2025, so this feed is currently quiet.
What is Neo4j?
Neo4j's Virtual Graph lets you run Cypher against Snowflake and BigQuery without moving any data.
Neo4j is expanding Aura's geographic reach (AWS London and Montreal this week) while pushing two substantial capability betas: Virtual Graph — a zero-copy bridge that translates Cypher to SQL against BigQuery, Databricks, and Snowflake — and Multiple Databases in a single instance. The August release also shipped native UUID types in Cypher 25 and ABAC for fine-grained access control.
ntopng vs Neo4j: editorial side-by-side
ntopng
0.0ANALYTICS
ntopng grew from traffic monitor into asset inventory and vulnerability scanner — one major at a time
◆ Current state
ntopng ships roughly one stable major a year. The 6.x line added vulnerability scanning and CVE support, then an Asset Inventory and Digital Twin with an assets dashboard, then autonomous-system dashboards with native ClickHouse Cloud SSL and a direct flow dump mode for real-time export. The last published release was 6.6 in November 2025, so this feed is currently quiet.
◆ Where it's heading
Each major has annexed an adjacent category rather than deepening flow analysis: security posture in 6.0, asset management in 6.4, and infrastructure-scale visibility in 6.6. Underneath, ClickHouse has steadily replaced the older storage paths, moving from an option in 5.2 to the assumed backend with a real-time export mode. The result is a product competing well outside its original network-monitoring lane.
◆ Prediction
With the last release nine months old, the next major is overdue; based on the pattern it would extend the asset and security surfaces rather than the flow engine.
Neo4j
7.5ANALYTICS
Neo4j's Virtual Graph lets you run Cypher against Snowflake and BigQuery without moving any data.
◆ Current state
Neo4j is expanding Aura's geographic reach (AWS London and Montreal this week) while pushing two substantial capability betas: Virtual Graph — a zero-copy bridge that translates Cypher to SQL against BigQuery, Databricks, and Snowflake — and Multiple Databases in a single instance. The August release also shipped native UUID types in Cypher 25 and ABAC for fine-grained access control.
◆ Where it's heading
Neo4j is positioning itself as the graph layer on top of existing data warehouses rather than a replacement for them. Virtual Graph and ABAC together signal a push into enterprise data architectures where teams have data in Snowflake or BigQuery and want graph traversal without ETL. The multiple-databases GA (coming in months per the release) reinforces that Aura is targeting organizations running multiple isolated tenants on a single cluster.
◆ Prediction
Virtual Graph will likely exit preview with paid pricing attached once the query-pushdown behavior stabilizes; the next move is probably native support for LLM embedding pipelines that stay in Aura without exporting data to a warehouse.
Alternatives to ntopng and Neo4j
Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either ntopng or Neo4j.
Holistics
Holistics builds AI governance and docs-as-analytics in parallel, shipping both weekly
dbt Core
dbt 2.0 enters final RC with beta Snowflake interactive_table materialization and full ClickHouse MV support.
OpenHouse
OpenHouse breaks ground on Iceberg views while tightening storage lifecycle and authorization
Lightdash
Lightdash is cutting its dbt dependency and building AI-powered authoring into every layer of its BI stack.
Keboola
Keboola's Kai AI assistant hits GA, completing the pivot from data platform to AI-native pipeline orchestration layer.
See all ntopng alternatives → · See all Neo4j alternatives →
Recent activity from ntopng and Neo4j
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 13d agoNeo4jInstance Explorer Preview: All Neo4j instances in one view
- 13d agoNeo4jNew Aura region: AWS London (eu-west-2)
- 13d agoNeo4jNew Aura region: AWS Montreal (ca-central-1)
- 13d agoNeo4jVirtual Graph in Public Preview ⚡
- 16d agoNeo4jNeo4j Aura August 2026: Cypher 25 and native UUID support
- 19d agoNeo4jNeo4j Enterprise Studio 2026.08
- 10mo agontopngntopng 6.6: AS dashboards and real-time ClickHouse export
- 1y agontopngntopng 6.4 adds Asset Inventory and Digital Twin ⚡
- 2y agontopngntopng 6.2: memory halved, MITRE alert classification
- 2y agontopngntopng 6.0 adds vulnerability scanning and CVE support ⚡
- 3y agontopngntopng 5.6: Kafka, ClickHouse clusters, Vue.js rework
- 3y agontopngntopng 5.4: new search, ELK 8 support, service map additions
Frequently asked questions
What is the difference between ntopng and Neo4j?
They serve adjacent needs but don't currently overlap on shipped themes. Neo4j is currently shipping more aggressively (velocity 7.5 vs 0.0), with 1 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is ntopng better than Neo4j?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Neo4j is currently shipping more aggressively (velocity 7.5 vs 0.0), with 1 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to ntopng?
Top ntopng alternatives in Analytics are ranked by recent ship velocity. Browse the "ntopng alternatives" section above for the current picks, or visit /alternatives/ntopng for the full list with editorial commentary on each.
What are the best alternatives to Neo4j?
Top Neo4j alternatives in Analytics are ranked by recent ship velocity. Browse the "Neo4j alternatives" section above for the current picks, or visit /alternatives/neo4j for the full list with editorial commentary on each.