ANALYTICS
Licensing settled, ApexCharts is back to changing what a chart can take as input.
Alternatives · analytics tools
mapsf alternatives
The best mapsf alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 20, 2026
Looking for the best alternatives to mapsf? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, mapsf 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 mapsf
Thematic mapping in base R that finally got a theming system, then spent two years polishing legends.
mapsf produces thematic maps on R's base graphics device — choropleths, proportional symbols, typology maps, rasters, and their combinations, with legends, scale bars, north arrows, and insets as composable elements. Version 1.0.0 was the structural release, introducing a theming system that deprecated eight scattered styling arguments and adding mf_png() and mf_svg() export helpers plus alpha transparency across map types. The 1.1.x and 1.2.x line since then has been steady refinement: background and extent control on the drawing functions, decimal and thousands-separator control in legends, and label placement arguments.
Velocity 0.0 · Last update 5d ago
Top 12 alternatives to mapsf
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
Usermaven closed the loop: data comes in from anywhere, and now it goes back out.
ANALYTICS
Basedash keeps pushing its data out of the workspace — now to people without accounts
ANALYTICS
The 0.0.x train stops at CRAN: tulpa's engine ships to the ecosystem it already anchors.
ANALYTICS
distributions3 0.3.0 adds sample-based distributions and likelihood derivatives
ANALYTICS
dbt Fusion's second beta is adapter work: ClickHouse gets materializations, indexes, and catalogs
ANALYTICS
Fulcrum is betting its whole map stack on Esri, with a hard Google Maps cutoff on September 1.
ANALYTICS
AgencyAI got skills three weeks ago; everything since has been making them routine.
ANALYTICS
Interfaces gets the permissions layer it needed, one release after launching.
ANALYTICS
Omni ships weekly, and almost every week the headline item is an AI feature.
ANALYTICS
Plotly is turning its cloud into a metered compute platform with an enterprise on-ramp.
ANALYTICS
Rho's release machinery finally produced a stable build — and it shipped no new product.
mapsf 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 |
|---|---|---|---|---|
| mapsf (baseline) | 0.0 | 0 | cartographythematic-mapsspatial | 1.0.0 introduces theming and deprecates eight style arguments |
| ApexCharts | 10.0 | 3 | chartingraw-data-inputchart-morphing | Histogram bins raw samples; charts morph between types |
| Usermaven | 8.8 | 3 | product-analyticsreverse-etlmcp | 🔌 Salesforce, Reverse ETL, and connectors: your stack, connected |
| Basedash | 7.5 | 1 | biai-analystexternal-sharing | Introducing Tasks: your operations, on autopilot |
| tulpa | 7.5 | 2 | bayesian-inferencecran-releaser-packages | First CRAN release: engine surface unchanged from 0.0.198 |
| distributions3 | 6.3 | 1 | r-packageprobability-distributionsempirical-distributions | Empirical distributions, plus score and hessian generics |
| dbt Core | 6.3 | 0 | analytics-engineeringdbt-fusionadapters | — |
| Fulcrum | 6.3 | 0 | gisesri-migrationoffline-maps | — |
| AgencyAnalytics | 6.3 | 1 | agency-reportingai-assistantskills | Skills in AgencyAI |
| NocoDB | 6.3 | 1 | no-code-databaseinterfacespermissions | 2026.08.0 : Introducing Interfaces |
| Omni | 6.3 | 1 | business-intelligencesemantic-modelai-routines | AI semantic model generation goes generally available in Omni |
| Plotly | 6.3 | 1 | ai-app-buildingplotly-cloudmetered-billing | Custom Domains in Plotly Cloud |
| Rho | 6.3 | 1 | r-ideai-agentsmodel-routing | Agent conversations and provider-routed models land in Rho |
The 12 best mapsf alternatives, in depth
1. ApexCharts · velocity 10.0
Licensing settled, ApexCharts is back to changing what a chart can take as input.
Over the last 30 days ApexCharts shipped 3 meaningful updates vs mapsf's 0, most recently “Histogram bins raw samples; charts morph between types”. Its velocity score of 10.0/10 blends that with longer-term release cadence.
Where mapsf leans on cartography, thematic maps and spatial, ApexCharts focuses on charting, raw data input and chart morphing.
Over the last 30 days ApexCharts has been shipping faster than mapsf — a point in its favour if release momentum matters to you.
Full ApexCharts trajectory → · Compare mapsf vs ApexCharts →
2. Usermaven · velocity 8.8
Usermaven closed the loop: data comes in from anywhere, and now it goes back out.
Over the last 30 days Usermaven shipped 3 meaningful updates vs mapsf's 0, most recently “🔌 Salesforce, Reverse ETL, and connectors: your stack, connected”. Its velocity score of 8.8/10 blends that with longer-term release cadence.
Where mapsf leans on cartography, thematic maps and spatial, Usermaven focuses on product analytics, reverse etl and mcp.
Over the last 30 days Usermaven has been shipping faster than mapsf — a point in its favour if release momentum matters to you.
3. Basedash · velocity 7.5
Basedash keeps pushing its data out of the workspace — now to people without accounts.
Over the last 30 days Basedash shipped 1 meaningful update vs mapsf's 0, most recently “Introducing Tasks: your operations, on autopilot”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where mapsf leans on cartography, thematic maps and spatial, Basedash focuses on bi, ai analyst and external sharing.
Over the last 30 days Basedash has been shipping faster than mapsf — a point in its favour if release momentum matters to you.
4. tulpa · velocity 7.5
The 0.0.x train stops at CRAN: tulpa's engine ships to the ecosystem it already anchors.
Over the last 30 days tulpa shipped 2 meaningful updates vs mapsf's 0, most recently “First CRAN release: engine surface unchanged from 0.0.198”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where mapsf leans on cartography, thematic maps and spatial, tulpa focuses on bayesian inference, cran release and r packages.
Over the last 30 days tulpa has been shipping faster than mapsf — a point in its favour if release momentum matters to you.
5. distributions3 · velocity 6.3
Distributions3 0.3.0 adds sample-based distributions and likelihood derivatives.
Over the last 30 days distributions3 shipped 1 meaningful update vs mapsf's 0, most recently “Empirical distributions, plus score and hessian generics”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where mapsf leans on cartography, thematic maps and spatial, distributions3 focuses on r package, probability distributions and empirical distributions.
Over the last 30 days distributions3 has been shipping faster than mapsf — a point in its favour if release momentum matters to you.
Full distributions3 trajectory → · Compare mapsf vs distributions3 →
6. dbt Core · velocity 6.3
Dbt Fusion's second beta is adapter work: ClickHouse gets materializations, indexes, and catalogs.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where mapsf leans on cartography, thematic maps and spatial, dbt Core focuses on analytics engineering, dbt fusion and adapters.
dbt Core and mapsf have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
7. Fulcrum · velocity 6.3
Fulcrum is betting its whole map stack on Esri, with a hard Google Maps cutoff on September 1.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where mapsf leans on cartography, thematic maps and spatial, Fulcrum focuses on gis, esri migration and offline maps.
Fulcrum and mapsf have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
8. AgencyAnalytics · velocity 6.3
AgencyAI got skills three weeks ago; everything since has been making them routine.
Over the last 30 days AgencyAnalytics shipped 1 meaningful update vs mapsf's 0, most recently “Skills in AgencyAI”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where mapsf leans on cartography, thematic maps and spatial, AgencyAnalytics focuses on agency reporting, ai assistant and skills.
Over the last 30 days AgencyAnalytics has been shipping faster than mapsf — a point in its favour if release momentum matters to you.
Full AgencyAnalytics trajectory → · Compare mapsf vs AgencyAnalytics →
9. NocoDB · velocity 6.3
Interfaces gets the permissions layer it needed, one release after launching.
Over the last 30 days NocoDB shipped 1 meaningful update vs mapsf's 0, most recently “2026.08.0 : Introducing Interfaces”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where mapsf leans on cartography, thematic maps and spatial, NocoDB focuses on no code database, interfaces and permissions.
Over the last 30 days NocoDB has been shipping faster than mapsf — a point in its favour if release momentum matters to you.
10. Omni · velocity 6.3
Omni ships weekly, and almost every week the headline item is an AI feature.
Over the last 30 days Omni shipped 1 meaningful update vs mapsf's 0, most recently “AI semantic model generation goes generally available in Omni”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where mapsf leans on cartography, thematic maps and spatial, Omni focuses on business intelligence, semantic model and ai routines.
Over the last 30 days Omni has been shipping faster than mapsf — a point in its favour if release momentum matters to you.
11. Plotly · velocity 6.3
Plotly is turning its cloud into a metered compute platform with an enterprise on-ramp.
Over the last 30 days Plotly shipped 1 meaningful update vs mapsf's 0, most recently “Custom Domains in Plotly Cloud”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where mapsf leans on cartography, thematic maps and spatial, Plotly focuses on ai app building, plotly cloud and metered billing.
Over the last 30 days Plotly has been shipping faster than mapsf — a point in its favour if release momentum matters to you.
12. Rho · velocity 6.3
Rho's release machinery finally produced a stable build — and it shipped no new product.
Over the last 30 days Rho shipped 1 meaningful update vs mapsf's 0, most recently “Agent conversations and provider-routed models land in Rho”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where mapsf leans on cartography, thematic maps and spatial, Rho focuses on r ide, ai agents and model routing.
Over the last 30 days Rho has been shipping faster than mapsf — a point in its favour if release momentum matters to you.
Frequently asked questions
What are the best alternatives to mapsf?
The top mapsf alternatives we currently track in analytics tools are ApexCharts, Usermaven, Basedash, tulpa, distributions3, ranked by recent ship velocity.
How is this list of mapsf alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare mapsf directly with one of these alternatives?
Yes — every card has a "Compare with mapsf" link to a side-by-side /compare page.