ANALYTICS
Two engines in one repo: the Python 1.x line tightens while Fusion 2.0 goes lakehouse-catalog native
Alternatives · analytics tools
Mage alternatives
The best Mage alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 1, 2026
Looking for the best alternatives to Mage? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, Mage 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 Mage
Feature releases every two months in 2024; one bugfix release in the last twelve.
The release cadence has collapsed. Through 2024 Mage shipped roughly every two months with substantial features each time — memory management rework, dynamic blocks, new sources and destinations, Python 3.11 and 3.12 support. 2025 produced two releases. The most recent entry, 0.9.79 in January 2026, contains no feature section at all: it is dependency pinning, SQLAlchemy 2.0 compatibility, character escaping during code interpolation, and log file handle cleanup. Nothing has followed it in the six months since.
Velocity 0.0 · Last update 1h ago
Top 12 alternatives to Mage
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
Lightdash is making the whole instance — dashboards, roles, agents — checkable into git
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Neo4j is turning the graph into something an agent can query without knowing Cypher.
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MCP servers became first-class governed assets in 1.13.0 — and 2.0 is now in release candidate.
ANALYTICS
Basedash turned its AI analyst into an API, then spent two weeks making it auditable
ANALYTICS
Hex pulls its agent out of the notebook and into a CLI and API
ANALYTICS
Fulcrum is retiring Google Maps and betting its field app entirely on Esri.
ANALYTICS
Dagster's declarative automation engine just learned to trigger jobs, not only assets.
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DuckDB in the cloud is turning into an agent's workspace, not just a query engine.
ANALYTICS
Usermaven is outgrowing the pixel — CRM and payment conversions now count as native events.
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Every release in this window is columnstore work — compression is where TimescaleDB is spending
ANALYTICS
The streaming engine is stable and the API is being narrowed — Polars is clearing ground for a breaking release
Mage 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 |
|---|---|---|---|---|
| Mage (baseline) | 0.0 | 0 | data-pipelinesorchestrationcadence-decline | — |
| dbt Core | 7.5 | 2 | data-transformationlakehouseiceberg | dbt-core 1.12.0 drops `dbt login` and the dbt-state plugin |
| Lightdash | 7.5 | 1 | bi-as-codedata-appsai-agents | 🔌 Data apps can now talk to APIs |
| Neo4j | 7.5 | 2 | graph-databasemcpagent-grounding | MCP for Aura Now Available |
| OpenMetadata | 6.3 | 1 | data-catalogmcpgovernance | MCP becomes a first-class service category with usage analytics |
| Basedash | 6.3 | 1 | ai-analystapi-platformembedded-analytics | Introducing the Basedash developer platform |
| Hex | 6.3 | 1 | agentscligenerative-apps | Hex Agent gets a CLI and API |
| Fulcrum | 6.3 | 1 | field-data-collectiongisesri-integration | Google Maps engine retires Sept 1; orgs auto-switch to Esri |
| Dagster | 6.3 | 1 | declarative-automationcomponentsdbt | Declarative Automation can now trigger jobs |
| MotherDuck | 6.3 | 1 | duckdbagent-nativemcp | Guides: shared agent context for metric definitions |
| Usermaven | 6.3 | 1 | product-analyticsevent-ingestionidentity-resolution | 🧩 Introducing Event Sources: The other half of your growth story |
| TimescaleDB | 5.0 | 0 | time-seriespostgres-extensioncolumnstore | — |
| Polars | 5.0 | 0 | dataframesstreaming-enginedeprecations | Rust Polars 0.54.4 stabilizes the streaming engine |
The 12 best Mage alternatives, in depth
1. dbt Core · velocity 7.5
Two engines in one repo: the Python 1.x line tightens while Fusion 2.0 goes lakehouse-catalog native.
Over the last 30 days dbt Core shipped 2 meaningful updates vs Mage's 0, most recently “dbt-core 1.12.0 drops `dbt login` and the dbt-state plugin”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Mage leans on data pipelines, orchestration and cadence decline, dbt Core focuses on data transformation, lakehouse and iceberg.
Over the last 30 days dbt Core has been shipping faster than Mage — a point in its favour if release momentum matters to you.
2. Lightdash · velocity 7.5
Lightdash is making the whole instance — dashboards, roles, agents — checkable into git.
Over the last 30 days Lightdash shipped 1 meaningful update vs Mage's 0, most recently “🔌 Data apps can now talk to APIs”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Mage leans on data pipelines, orchestration and cadence decline, Lightdash focuses on bi as code, data apps and ai agents.
Over the last 30 days Lightdash has been shipping faster than Mage — a point in its favour if release momentum matters to you.
3. Neo4j · velocity 7.5
Neo4j is turning the graph into something an agent can query without knowing Cypher.
Over the last 30 days Neo4j shipped 2 meaningful updates vs Mage's 0, most recently “MCP for Aura Now Available”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Mage leans on data pipelines, orchestration and cadence decline, Neo4j focuses on graph database, mcp and agent grounding.
Over the last 30 days Neo4j has been shipping faster than Mage — a point in its favour if release momentum matters to you.
4. OpenMetadata · velocity 6.3
MCP servers became first-class governed assets in 1.13.0 — and 2.0 is now in release candidate.
Over the last 30 days OpenMetadata shipped 1 meaningful update vs Mage's 0, most recently “MCP becomes a first-class service category with usage analytics”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Mage leans on data pipelines, orchestration and cadence decline, OpenMetadata focuses on data catalog, mcp and governance.
Over the last 30 days OpenMetadata has been shipping faster than Mage — a point in its favour if release momentum matters to you.
Full OpenMetadata trajectory → · Compare Mage vs OpenMetadata →
5. Basedash · velocity 6.3
Basedash turned its AI analyst into an API, then spent two weeks making it auditable.
Over the last 30 days Basedash shipped 1 meaningful update vs Mage's 0, most recently “Introducing the Basedash developer platform”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Mage leans on data pipelines, orchestration and cadence decline, Basedash focuses on ai analyst, api platform and embedded analytics.
Over the last 30 days Basedash has been shipping faster than Mage — a point in its favour if release momentum matters to you.
6. Hex · velocity 6.3
Hex pulls its agent out of the notebook and into a CLI and API.
Over the last 30 days Hex shipped 1 meaningful update vs Mage's 0, most recently “Hex Agent gets a CLI and API”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Mage leans on data pipelines, orchestration and cadence decline, Hex focuses on agents, cli and generative apps.
Over the last 30 days Hex has been shipping faster than Mage — a point in its favour if release momentum matters to you.
7. Fulcrum · velocity 6.3
Fulcrum is retiring Google Maps and betting its field app entirely on Esri.
Over the last 30 days Fulcrum shipped 1 meaningful update vs Mage's 0, most recently “Google Maps engine retires Sept 1; orgs auto-switch to Esri”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Mage leans on data pipelines, orchestration and cadence decline, Fulcrum focuses on field data collection, gis and esri integration.
Over the last 30 days Fulcrum has been shipping faster than Mage — a point in its favour if release momentum matters to you.
8. Dagster · velocity 6.3
Dagster's declarative automation engine just learned to trigger jobs, not only assets.
Over the last 30 days Dagster shipped 1 meaningful update vs Mage's 0, most recently “Declarative Automation can now trigger jobs”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Mage leans on data pipelines, orchestration and cadence decline, Dagster focuses on declarative automation, components and dbt.
Over the last 30 days Dagster has been shipping faster than Mage — a point in its favour if release momentum matters to you.
9. MotherDuck · velocity 6.3
DuckDB in the cloud is turning into an agent's workspace, not just a query engine.
Over the last 30 days MotherDuck shipped 1 meaningful update vs Mage's 0, most recently “Guides: shared agent context for metric definitions”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Mage leans on data pipelines, orchestration and cadence decline, MotherDuck focuses on duckdb, agent native and mcp.
Over the last 30 days MotherDuck has been shipping faster than Mage — a point in its favour if release momentum matters to you.
10. Usermaven · velocity 6.3
Usermaven is outgrowing the pixel — CRM and payment conversions now count as native events.
Over the last 30 days Usermaven shipped 1 meaningful update vs Mage's 0, most recently “🧩 Introducing Event Sources: The other half of your growth story”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Mage leans on data pipelines, orchestration and cadence decline, Usermaven focuses on product analytics, event ingestion and identity resolution.
Over the last 30 days Usermaven has been shipping faster than Mage — a point in its favour if release momentum matters to you.
11. TimescaleDB · velocity 5.0
Every release in this window is columnstore work — compression is where TimescaleDB is spending.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Mage leans on data pipelines, orchestration and cadence decline, TimescaleDB focuses on time series, postgres extension and columnstore.
TimescaleDB and Mage have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full TimescaleDB trajectory → · Compare Mage vs TimescaleDB →
12. Polars · velocity 5.0
The streaming engine is stable and the API is being narrowed — Polars is clearing ground for a breaking release.
Its velocity score of 5.0/10 reflects longer-term release cadence; its most recent meaningful update was “Rust Polars 0.54.4 stabilizes the streaming engine”.
Where Mage leans on data pipelines, orchestration and cadence decline, Polars focuses on dataframes, streaming engine and deprecations.
Polars and Mage have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Frequently asked questions
What are the best alternatives to Mage?
The top Mage alternatives we currently track in analytics tools are dbt Core, Lightdash, Neo4j, OpenMetadata, Basedash, ranked by recent ship velocity.
How is this list of Mage alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare Mage directly with one of these alternatives?
Yes — every card has a "Compare with Mage" link to a side-by-side /compare page.