ANALYTICS
Licensing settled, ApexCharts is back to changing what a chart can take as input.
Alternatives · analytics tools
spatsoc alternatives
The best spatsoc alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 19, 2026
Looking for the best alternatives to spatsoc? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, spatsoc 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 spatsoc
One maintainer, one or two new collective-motion metrics per release, for two years straight
spatsoc turns animal relocation data into spatial and social groupings — dyads, fission-fusion events, group centroids — and the recent history is a metronomic accretion of collective-motion measures on top of that base. Since late 2024 nearly every release has added one or two: polarization, direction to leader, position along the group axis, directional correlation delay, edge alignment, edge zones. Development is essentially single-handed; almost every merged PR in this window carries the same author.
Velocity 0.0 · Last update 4d ago
Top 12 alternatives to spatsoc
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
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.
ANALYTICS
OpenCTI spends a release unblocking queues and hardening upserts
ANALYTICS
After its largest release, OpenObserve is patching the seams.
ANALYTICS
AgencyAnalytics is turning its assistant into scheduled agency staff work, not a chat box.
ANALYTICS
silx settles into maintenance a release after its PySide6 migration
ANALYTICS
Mimir's feed is a weekly Helm bot, with the 3.2 candidate the only real release in months
ANALYTICS
Dovetail spent July opening doors to other tools; August is spent making its own rooms easier to enter.
ANALYTICS
TimescaleDB is paying down correctness debt in its columnstore query paths.
ANALYTICS
Holistics is adding governance to the AI layer it spent the summer building.
spatsoc 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 |
|---|---|---|---|---|
| spatsoc (baseline) | 0.0 | 0 | movement-ecologysocial-networksspatial-analysis | — |
| 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 |
| 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 |
| OpenCTI | 6.3 | 0 | threat-intelligencestixdata-model | — |
| OpenObserve | 6.3 | 1 | observabilitysynthetic-monitoringmcp | v0.92.0 adds synthetic monitoring, workflows, and AI observability |
| AgencyAnalytics | 6.3 | 1 | agency-reportingai-assistantscheduling | Skills in AgencyAI |
| silx | 5.0 | 0 | scientific-computingdata-visualizationsynchrotron | 3.0.0: PySide6 becomes the default Qt binding, Python 3.10 required |
| Grafana Mimir | 5.0 | 0 | metricsprometheus-compatiblehelm | — |
| Dovetail | 5.0 | 0 | digital twinschatagents | — |
| TimescaleDB | 5.0 | 0 | time-seriespostgresqlcolumnstore | — |
| Holistics | 5.0 | 0 | business-intelligenceai-governanceanalytics-as-code | — |
The 12 best spatsoc 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 spatsoc'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 spatsoc leans on movement ecology, social networks and spatial analysis, ApexCharts focuses on charting, raw data input and chart morphing.
Over the last 30 days ApexCharts has been shipping faster than spatsoc — a point in its favour if release momentum matters to you.
Full ApexCharts trajectory → · Compare spatsoc 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 spatsoc'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 spatsoc leans on movement ecology, social networks and spatial analysis, Usermaven focuses on product analytics, reverse etl and mcp.
Over the last 30 days Usermaven has been shipping faster than spatsoc — a point in its favour if release momentum matters to you.
Full Usermaven trajectory → · Compare spatsoc vs Usermaven →
3. 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 spatsoc's 0, most recently “Custom Domains in Plotly Cloud”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where spatsoc leans on movement ecology, social networks and spatial analysis, Plotly focuses on ai app building, plotly cloud and metered billing.
Over the last 30 days Plotly has been shipping faster than spatsoc — a point in its favour if release momentum matters to you.
4. 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 spatsoc'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 spatsoc leans on movement ecology, social networks and spatial analysis, Rho focuses on r ide, ai agents and model routing.
Over the last 30 days Rho has been shipping faster than spatsoc — a point in its favour if release momentum matters to you.
5. OpenCTI · velocity 6.3
OpenCTI spends a release unblocking queues and hardening upserts.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where spatsoc leans on movement ecology, social networks and spatial analysis, OpenCTI focuses on threat intelligence, stix and data model.
OpenCTI and spatsoc have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
6. OpenObserve · velocity 6.3
After its largest release, OpenObserve is patching the seams.
Over the last 30 days OpenObserve shipped 1 meaningful update vs spatsoc's 0, most recently “v0.92.0 adds synthetic monitoring, workflows, and AI observability”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where spatsoc leans on movement ecology, social networks and spatial analysis, OpenObserve focuses on observability, synthetic monitoring and mcp.
Over the last 30 days OpenObserve has been shipping faster than spatsoc — a point in its favour if release momentum matters to you.
Full OpenObserve trajectory → · Compare spatsoc vs OpenObserve →
7. AgencyAnalytics · velocity 6.3
AgencyAnalytics is turning its assistant into scheduled agency staff work, not a chat box.
Over the last 30 days AgencyAnalytics shipped 1 meaningful update vs spatsoc's 0, most recently “Skills in AgencyAI”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where spatsoc leans on movement ecology, social networks and spatial analysis, AgencyAnalytics focuses on agency reporting, ai assistant and scheduling.
Over the last 30 days AgencyAnalytics has been shipping faster than spatsoc — a point in its favour if release momentum matters to you.
Full AgencyAnalytics trajectory → · Compare spatsoc vs AgencyAnalytics →
8. silx · velocity 5.0
Silx settles into maintenance a release after its PySide6 migration.
Its velocity score of 5.0/10 reflects longer-term release cadence; its most recent meaningful update was “3.0.0: PySide6 becomes the default Qt binding, Python 3.10 required”.
Where spatsoc leans on movement ecology, social networks and spatial analysis, silx focuses on scientific computing, data visualization and synchrotron.
silx and spatsoc have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. Grafana Mimir · velocity 5.0
Mimir's feed is a weekly Helm bot, with the 3.2 candidate the only real release in months.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where spatsoc leans on movement ecology, social networks and spatial analysis, Grafana Mimir focuses on metrics, prometheus compatible and helm.
Grafana Mimir and spatsoc have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Grafana Mimir trajectory → · Compare spatsoc vs Grafana Mimir →
10. Dovetail · velocity 5.0
Dovetail spent July opening doors to other tools; August is spent making its own rooms easier to enter.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where spatsoc leans on movement ecology, social networks and spatial analysis, Dovetail focuses on digital twins, chat and agents.
Dovetail and spatsoc have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
11. TimescaleDB · velocity 5.0
TimescaleDB is paying down correctness debt in its columnstore query paths.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where spatsoc leans on movement ecology, social networks and spatial analysis, TimescaleDB focuses on time series, postgresql and columnstore.
TimescaleDB and spatsoc 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 spatsoc vs TimescaleDB →
12. Holistics · velocity 5.0
Holistics is adding governance to the AI layer it spent the summer building.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where spatsoc leans on movement ecology, social networks and spatial analysis, Holistics focuses on business intelligence, ai governance and analytics as code.
Holistics and spatsoc have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Holistics trajectory → · Compare spatsoc vs Holistics →
Frequently asked questions
What are the best alternatives to spatsoc?
The top spatsoc alternatives we currently track in analytics tools are ApexCharts, Usermaven, Plotly, Rho, OpenCTI, ranked by recent ship velocity.
How is this list of spatsoc alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare spatsoc directly with one of these alternatives?
Yes — every card has a "Compare with spatsoc" link to a side-by-side /compare page.