ANALYTICS
Basedash's chat builds entire dashboards now — it's crossed from question-answering into workspace creation.
Alternatives · analytics tools
ntopng alternatives
The best ntopng alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Sep 19, 2026
Looking for the best alternatives to ntopng? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, ntopng shipped 0 meaningful updates in the last 30 days and carries a velocity score of 0.0 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About 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.
Velocity 0.0 · Last update 1mo ago
Top 12 alternatives to ntopng
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
Holistics builds AI governance and docs-as-analytics in parallel, shipping both weekly
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Lightdash cuts the dbt cord and lets users describe custom chart types in plain language — two directional moves in one week.
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OpenCTI adopts a FIPS 140-3 validated base image — a quiet signal the platform is targeting federal and defense buyers.
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dbt 2.0 ships stable with an official OSS/proprietary split and agentic skill loading
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Keboola's Kai AI assistant hits GA, completing the pivot from data platform to AI-native pipeline orchestration layer.
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AgencyAnalytics adds autonomous AI client profiling and historical AI citation tracking — two moves that redefine what the platform can do for agencies.
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Fulcrum opens its form model to AI agents via MCP — field ops gets an agentic layer
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A production outage at LinkedIn (495ms→0.041ms after fixing a wrong index predicate) exposes OpenHouse's dev/prod DDL parity gap.
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OpenObserve ships v1.0 GA with first-class AI observability for LLM workloads
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TimescaleDB 2.30.0 ships DeferredChunkAppend, cutting last-point query cost from O(n chunks) to O(1)
ANALYTICS
Hex's agent now builds complete projects from chat — and is pipelineable via CLI
ntopng vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| ntopng (baseline) | 0.0 | 0 | network-monitoringasset-inventoryclickhouse | ntopng 6.4 adds Asset Inventory and Digital Twin |
| Basedash | 10.0 | 2 | ai-analyticsdata-governanceno-code-bi | Build entire dashboards straight from chat |
| Holistics | 8.8 | 2 | analyticsbiai-governance | ð Trace AI-triggered queries and jobs |
| Lightdash | 7.5 | 2 | analyticssemantic-layerdbt-alternative | 🧩 Build your own chart types |
| OpenCTI | 7.5 | 1 | threat-intelligencefips-complianceenterprise-security | Version 7.260907.0 |
| dbt Core | 7.5 | 1 | analytics-engineeringdata-transformationai-native | dbt v2.0.0 |
| Keboola | 7.5 | 2 | data-platformai-agentsmcp | Kai is Now Generally Available (Multi-Tenant, Contracted Customers) |
| AgencyAnalytics | 7.5 | 2 | agency-reportingai-visibilityseo-analytics | AgencyAI starts building client context automatically |
| Fulcrum | 6.3 | 1 | field-data-collectionmcp-integrationai-tooling | New! Fulcrum MCP & AI Toolkit (Labs) |
| OpenHouse | 6.3 | 1 | lakehouseicebergopen-source | OpenHouse v0.5.495: Production HTS outage fixed — 495ms→0.041ms via functional index repair |
| OpenObserve | 6.3 | 0 | ai-observabilityobservabilityllm-monitoring | — |
| TimescaleDB | 6.3 | 1 | time-seriespostgresqlquery-performance | TimescaleDB 2.30.0: last-point queries now run in constant time |
| Hex | 6.3 | 1 | ai-agentgenerative-appscli-api | Publish eval suites, skip approvals, and build Hex projects from your chat agent |
The 12 best ntopng alternatives, in depth
1. Basedash · velocity 10.0
Basedash's chat builds entire dashboards now — it's crossed from question-answering into workspace creation.
Over the last 30 days Basedash shipped 2 meaningful updates vs ntopng's 0, most recently “Build entire dashboards straight from chat”. Its velocity score of 10.0/10 blends that with longer-term release cadence.
Where ntopng leans on network monitoring, asset inventory and clickhouse, Basedash focuses on ai analytics, data governance and no code bi.
Over the last 30 days Basedash has been shipping faster than ntopng — a point in its favour if release momentum matters to you.
2. Holistics · velocity 8.8
Holistics builds AI governance and docs-as-analytics in parallel, shipping both weekly.
Over the last 30 days Holistics shipped 2 meaningful updates vs ntopng's 0, most recently “ð Trace AI-triggered queries and jobs”. Its velocity score of 8.8/10 blends that with longer-term release cadence.
Where ntopng leans on network monitoring, asset inventory and clickhouse, Holistics focuses on analytics, bi and ai governance.
Over the last 30 days Holistics has been shipping faster than ntopng — a point in its favour if release momentum matters to you.
3. Lightdash · velocity 7.5
Lightdash cuts the dbt cord and lets users describe custom chart types in plain language — two directional moves in one week.
Over the last 30 days Lightdash shipped 2 meaningful updates vs ntopng's 0, most recently “🧩 Build your own chart types”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where ntopng leans on network monitoring, asset inventory and clickhouse, Lightdash focuses on analytics, semantic layer and dbt alternative.
Over the last 30 days Lightdash has been shipping faster than ntopng — a point in its favour if release momentum matters to you.
4. OpenCTI · velocity 7.5
OpenCTI adopts a FIPS 140-3 validated base image — a quiet signal the platform is targeting federal and defense buyers.
Over the last 30 days OpenCTI shipped 1 meaningful update vs ntopng's 0, most recently “Version 7.260907.0”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where ntopng leans on network monitoring, asset inventory and clickhouse, OpenCTI focuses on threat intelligence, fips compliance and enterprise security.
Over the last 30 days OpenCTI has been shipping faster than ntopng — a point in its favour if release momentum matters to you.
5. dbt Core · velocity 7.5
Dbt 2.0 ships stable with an official OSS/proprietary split and agentic skill loading.
Over the last 30 days dbt Core shipped 1 meaningful update vs ntopng's 0, most recently “dbt v2.0.0”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where ntopng leans on network monitoring, asset inventory and clickhouse, dbt Core focuses on analytics engineering, data transformation and ai native.
Over the last 30 days dbt Core has been shipping faster than ntopng — a point in its favour if release momentum matters to you.
6. Keboola · velocity 7.5
Keboola's Kai AI assistant hits GA, completing the pivot from data platform to AI-native pipeline orchestration layer.
Over the last 30 days Keboola shipped 2 meaningful updates vs ntopng's 0, most recently “Kai is Now Generally Available (Multi-Tenant, Contracted Customers)”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where ntopng leans on network monitoring, asset inventory and clickhouse, Keboola focuses on data platform, ai agents and mcp.
Over the last 30 days Keboola has been shipping faster than ntopng — a point in its favour if release momentum matters to you.
7. AgencyAnalytics · velocity 7.5
AgencyAnalytics adds autonomous AI client profiling and historical AI citation tracking — two moves that redefine what the platform can do for agencies.
Over the last 30 days AgencyAnalytics shipped 2 meaningful updates vs ntopng's 0, most recently “AgencyAI starts building client context automatically”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where ntopng leans on network monitoring, asset inventory and clickhouse, AgencyAnalytics focuses on agency reporting, ai visibility and seo analytics.
Over the last 30 days AgencyAnalytics has been shipping faster than ntopng — a point in its favour if release momentum matters to you.
Full AgencyAnalytics trajectory → · Compare ntopng vs AgencyAnalytics →
8. Fulcrum · velocity 6.3
Fulcrum opens its form model to AI agents via MCP — field ops gets an agentic layer.
Over the last 30 days Fulcrum shipped 1 meaningful update vs ntopng's 0, most recently “New! Fulcrum MCP & AI Toolkit (Labs)”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where ntopng leans on network monitoring, asset inventory and clickhouse, Fulcrum focuses on field data collection, mcp integration and ai tooling.
Over the last 30 days Fulcrum has been shipping faster than ntopng — a point in its favour if release momentum matters to you.
9. OpenHouse · velocity 6.3
A production outage at LinkedIn (495ms→0.041ms after fixing a wrong index predicate) exposes OpenHouse's dev/prod DDL parity gap.
Over the last 30 days OpenHouse shipped 1 meaningful update vs ntopng's 0, most recently “OpenHouse v0.5.495: Production HTS outage fixed — 495ms→0.041ms via functional index repair”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where ntopng leans on network monitoring, asset inventory and clickhouse, OpenHouse focuses on lakehouse, iceberg and open source.
Over the last 30 days OpenHouse has been shipping faster than ntopng — a point in its favour if release momentum matters to you.
10. OpenObserve · velocity 6.3
OpenObserve ships v1.0 GA with first-class AI observability for LLM workloads.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where ntopng leans on network monitoring, asset inventory and clickhouse, OpenObserve focuses on ai observability, observability and llm monitoring.
OpenObserve and ntopng have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full OpenObserve trajectory → · Compare ntopng vs OpenObserve →
11. TimescaleDB · velocity 6.3
TimescaleDB 2.30.0 ships DeferredChunkAppend, cutting last-point query cost from O(n chunks) to O(1).
Over the last 30 days TimescaleDB shipped 1 meaningful update vs ntopng's 0, most recently “TimescaleDB 2.30.0: last-point queries now run in constant time”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where ntopng leans on network monitoring, asset inventory and clickhouse, TimescaleDB focuses on time series, postgresql and query performance.
Over the last 30 days TimescaleDB has been shipping faster than ntopng — a point in its favour if release momentum matters to you.
Full TimescaleDB trajectory → · Compare ntopng vs TimescaleDB →
12. Hex · velocity 6.3
Hex's agent now builds complete projects from chat — and is pipelineable via CLI.
Over the last 30 days Hex shipped 1 meaningful update vs ntopng's 0, most recently “Publish eval suites, skip approvals, and build Hex projects from your chat agent”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where ntopng leans on network monitoring, asset inventory and clickhouse, Hex focuses on ai agent, generative apps and cli api.
Over the last 30 days Hex has been shipping faster than ntopng — a point in its favour if release momentum matters to you.
Frequently asked questions
What are the best alternatives to ntopng?
The top ntopng alternatives we currently track in analytics tools are Basedash, Holistics, Lightdash, OpenCTI, dbt Core, ranked by recent ship velocity.
How is this list of ntopng alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare ntopng directly with one of these alternatives?
Yes — every card has a "Compare with ntopng" link to a side-by-side /compare page.