ANALYTICS
Basedash's chat builds entire dashboards now — it's crossed from question-answering into workspace creation.
Alternatives · analytics tools
dbt Core alternatives
The best dbt Core alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Sep 15, 2026
Looking for the best alternatives to dbt Core? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, dbt Core shipped 0 meaningful updates in the last 30 days and carries a velocity score of 6.3 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About dbt Core
dbt Core 2.0 is in release candidate, replacing its Python parser with a Rust-based Fusion engine
dbt Core is in a major version transition. The 2.0.0 RC series, now at rc.2, introduces the Fusion parser—a Rust-based replacement for the Python compilation engine—alongside first-party ClickHouse support via the ADBC driver, a new Exasol adapter, and expanded Databricks and Snowflake capabilities. The 1.x line continues to receive maintenance fixes in parallel.
Velocity 6.3 · Last update 3d ago
Top 12 alternatives to dbt Core
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
Holistics is weaving AI governance and proactive alerting into its analytics semantic layer.
ANALYTICS
Keboola's Kai AI assistant hits GA, completing the pivot from data platform to AI-native pipeline orchestration layer.
ANALYTICS
AgencyAnalytics adds autonomous AI client profiling and historical AI citation tracking — two moves that redefine what the platform can do for agencies.
ANALYTICS
Neo4j's Virtual Graph lets you run Cypher against Snowflake and BigQuery without moving any data.
ANALYTICS
Fulcrum launches MCP + AI Toolkit in Labs, giving AI assistants the ability to build and query Fulcrum forms directly.
ANALYTICS
Omni's Apps reach general availability, completing its embedded analytics platform pitch.
ANALYTICS
Lightdash ships AI-generated custom chart types — describe what you want, get a reusable chart type for your whole project.
ANALYTICS
OpenCTI ships FIPS-validated base images and a new vulnerability data model, targeting enterprise and government deployments.
ANALYTICS
OpenObserve ships v1.0 GA with AI Observability as its defining new surface
ANALYTICS
Tinybird makes JSON native by default and sets September 15 as Classic sunset for free plans
ANALYTICS
Hex is making its AI agent programmable and its generated apps directly editable.
dbt Core 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 |
|---|---|---|---|---|
| dbt Core (baseline) | 6.3 | 0 | data-transformationsql-compilationclickhouse | — |
| Basedash | 10.0 | 2 | ai-analyticsdata-governanceno-code-bi | Build entire dashboards straight from chat |
| Holistics | 7.5 | 1 | analyticsai-governancesemantic-layer | ð Markdown: updated to be part of your analytics |
| 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 |
| Neo4j | 7.5 | 1 | graph-databaseagenticdata-warehouse | Virtual Graph in Public Preview |
| Fulcrum | 6.3 | 1 | field-data-collectionmcpai-toolkit | New! Fulcrum MCP & AI Toolkit (Labs) |
| Omni | 6.3 | 1 | bi-analyticsembedded-analyticsai-agents | Apps Reach General Availability; Dashboard PNG Exports via MCP |
| Lightdash | 6.3 | 1 | ai-analyticscustom-chartssemantic-layer | 🧩 Build your own chart types |
| OpenCTI | 6.3 | 0 | fips-compliancethreat-intelligenceai-analysis | — |
| OpenObserve | 6.3 | 1 | observabilityai-observabilityslo | OpenObserve v1.0: AI Observability GA, SLOs, Database Monitoring |
| Tinybird | 6.3 | 1 | real-time-analyticsclickhousedata-ingestion | The JSON data type is now on by default |
| Hex | 6.3 | 1 | analyticsai-agentgenerative-apps | More control over Generative app iteration |
The 12 best dbt Core 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 dbt Core'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 dbt Core leans on data transformation, sql compilation and clickhouse, Basedash focuses on ai analytics, data governance and no code bi.
Over the last 30 days Basedash has been shipping faster than dbt Core — a point in its favour if release momentum matters to you.
2. Holistics · velocity 7.5
Holistics is weaving AI governance and proactive alerting into its analytics semantic layer.
Over the last 30 days Holistics shipped 1 meaningful update vs dbt Core's 0, most recently “ð Markdown: updated to be part of your analytics”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where dbt Core leans on data transformation, sql compilation and clickhouse, Holistics focuses on analytics, ai governance and semantic layer.
Over the last 30 days Holistics has been shipping faster than dbt Core — a point in its favour if release momentum matters to you.
Full Holistics trajectory → · Compare dbt Core vs Holistics →
3. 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 dbt Core'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 dbt Core leans on data transformation, sql compilation and clickhouse, Keboola focuses on data platform, ai agents and mcp.
Over the last 30 days Keboola has been shipping faster than dbt Core — a point in its favour if release momentum matters to you.
4. 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 dbt Core'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 dbt Core leans on data transformation, sql compilation and clickhouse, AgencyAnalytics focuses on agency reporting, ai visibility and seo analytics.
Over the last 30 days AgencyAnalytics has been shipping faster than dbt Core — a point in its favour if release momentum matters to you.
Full AgencyAnalytics trajectory → · Compare dbt Core vs AgencyAnalytics →
5. Neo4j · velocity 7.5
Neo4j's Virtual Graph lets you run Cypher against Snowflake and BigQuery without moving any data.
Over the last 30 days Neo4j shipped 1 meaningful update vs dbt Core's 0, most recently “Virtual Graph in Public Preview”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where dbt Core leans on data transformation, sql compilation and clickhouse, Neo4j focuses on graph database, agentic and data warehouse.
Over the last 30 days Neo4j has been shipping faster than dbt Core — a point in its favour if release momentum matters to you.
6. Fulcrum · velocity 6.3
Fulcrum launches MCP + AI Toolkit in Labs, giving AI assistants the ability to build and query Fulcrum forms directly.
Over the last 30 days Fulcrum shipped 1 meaningful update vs dbt Core'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 dbt Core leans on data transformation, sql compilation and clickhouse, Fulcrum focuses on field data collection, mcp and ai toolkit.
Over the last 30 days Fulcrum has been shipping faster than dbt Core — a point in its favour if release momentum matters to you.
7. Omni · velocity 6.3
Omni's Apps reach general availability, completing its embedded analytics platform pitch.
Over the last 30 days Omni shipped 1 meaningful update vs dbt Core's 0, most recently “Apps Reach General Availability; Dashboard PNG Exports via MCP”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where dbt Core leans on data transformation, sql compilation and clickhouse, Omni focuses on bi analytics, embedded analytics and ai agents.
Over the last 30 days Omni has been shipping faster than dbt Core — a point in its favour if release momentum matters to you.
8. Lightdash · velocity 6.3
Lightdash ships AI-generated custom chart types — describe what you want, get a reusable chart type for your whole project.
Over the last 30 days Lightdash shipped 1 meaningful update vs dbt Core's 0, most recently “🧩 Build your own chart types”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where dbt Core leans on data transformation, sql compilation and clickhouse, Lightdash focuses on ai analytics, custom charts and semantic layer.
Over the last 30 days Lightdash has been shipping faster than dbt Core — a point in its favour if release momentum matters to you.
Full Lightdash trajectory → · Compare dbt Core vs Lightdash →
9. OpenCTI · velocity 6.3
OpenCTI ships FIPS-validated base images and a new vulnerability data model, targeting enterprise and government deployments.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where dbt Core leans on data transformation, sql compilation and clickhouse, OpenCTI focuses on fips compliance, threat intelligence and ai analysis.
OpenCTI and dbt Core have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
10. OpenObserve · velocity 6.3
OpenObserve ships v1.0 GA with AI Observability as its defining new surface.
Over the last 30 days OpenObserve shipped 1 meaningful update vs dbt Core's 0, most recently “OpenObserve v1.0: AI Observability GA, SLOs, Database Monitoring”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where dbt Core leans on data transformation, sql compilation and clickhouse, OpenObserve focuses on observability, ai observability and slo.
Over the last 30 days OpenObserve has been shipping faster than dbt Core — a point in its favour if release momentum matters to you.
Full OpenObserve trajectory → · Compare dbt Core vs OpenObserve →
11. Tinybird · velocity 6.3
Tinybird makes JSON native by default and sets September 15 as Classic sunset for free plans.
Over the last 30 days Tinybird shipped 1 meaningful update vs dbt Core's 0, most recently “The JSON data type is now on by default”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where dbt Core leans on data transformation, sql compilation and clickhouse, Tinybird focuses on real time analytics, clickhouse and data ingestion.
Over the last 30 days Tinybird has been shipping faster than dbt Core — a point in its favour if release momentum matters to you.
12. Hex · velocity 6.3
Hex is making its AI agent programmable and its generated apps directly editable.
Over the last 30 days Hex shipped 1 meaningful update vs dbt Core's 0, most recently “More control over Generative app iteration”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where dbt Core leans on data transformation, sql compilation and clickhouse, Hex focuses on analytics, ai agent and generative apps.
Over the last 30 days Hex has been shipping faster than dbt Core — a point in its favour if release momentum matters to you.
Frequently asked questions
What are the best alternatives to dbt Core?
The top dbt Core alternatives we currently track in analytics tools are Basedash, Holistics, Keboola, AgencyAnalytics, Neo4j, ranked by recent ship velocity.
How is this list of dbt Core alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare dbt Core directly with one of these alternatives?
Yes — every card has a "Compare with dbt Core" link to a side-by-side /compare page.