ANALYTICS
Licensing settled, ApexCharts is back to changing what a chart can take as input.
Alternatives · analytics tools
kde1d alternatives
The best kde1d alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 19, 2026
Looking for the best alternatives to kde1d? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, kde1d 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 kde1d
A univariate density estimator that added zero-inflated data and reopened its C++ API to do it.
kde1d estimates univariate densities with local polynomial kernel methods, handling bounded, discrete and now zero-inflated variables through a single type argument, with the numerical work in a header-only C++ library usable outside R. Version 1.1.0 added the zero-inflated discrete-continuous mixture case and shipped a new C++ API as an explicit breaking change; 1.1.1 followed in June with auto-generated notes and no description.
Velocity 0.0 · Last update 1d ago
Top 12 alternatives to kde1d
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.
kde1d 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 |
|---|---|---|---|---|
| kde1d (baseline) | 0.0 | 0 | density-estimationkernel-methodszero-inflation | Zero-inflated mixtures and a new standalone C++ API |
| 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 kde1d 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 kde1d'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 kde1d leans on density estimation, kernel methods and zero inflation, ApexCharts focuses on charting, raw data input and chart morphing.
Over the last 30 days ApexCharts has been shipping faster than kde1d — a point in its favour if release momentum matters to you.
Full ApexCharts trajectory → · Compare kde1d 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 kde1d'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 kde1d leans on density estimation, kernel methods and zero inflation, Usermaven focuses on product analytics, reverse etl and mcp.
Over the last 30 days Usermaven has been shipping faster than kde1d — a point in its favour if release momentum matters to you.
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 kde1d's 0, most recently “Custom Domains in Plotly Cloud”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where kde1d leans on density estimation, kernel methods and zero inflation, Plotly focuses on ai app building, plotly cloud and metered billing.
Over the last 30 days Plotly has been shipping faster than kde1d — 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 kde1d'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 kde1d leans on density estimation, kernel methods and zero inflation, Rho focuses on r ide, ai agents and model routing.
Over the last 30 days Rho has been shipping faster than kde1d — 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 kde1d leans on density estimation, kernel methods and zero inflation, OpenCTI focuses on threat intelligence, stix and data model.
OpenCTI and kde1d 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 kde1d'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 kde1d leans on density estimation, kernel methods and zero inflation, OpenObserve focuses on observability, synthetic monitoring and mcp.
Over the last 30 days OpenObserve has been shipping faster than kde1d — a point in its favour if release momentum matters to you.
Full OpenObserve trajectory → · Compare kde1d 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 kde1d's 0, most recently “Skills in AgencyAI”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where kde1d leans on density estimation, kernel methods and zero inflation, AgencyAnalytics focuses on agency reporting, ai assistant and scheduling.
Over the last 30 days AgencyAnalytics has been shipping faster than kde1d — a point in its favour if release momentum matters to you.
Full AgencyAnalytics trajectory → · Compare kde1d 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 kde1d leans on density estimation, kernel methods and zero inflation, silx focuses on scientific computing, data visualization and synchrotron.
silx and kde1d 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 kde1d leans on density estimation, kernel methods and zero inflation, Grafana Mimir focuses on metrics, prometheus compatible and helm.
Grafana Mimir and kde1d 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 kde1d 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 kde1d leans on density estimation, kernel methods and zero inflation, Dovetail focuses on digital twins, chat and agents.
Dovetail and kde1d 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 kde1d leans on density estimation, kernel methods and zero inflation, TimescaleDB focuses on time series, postgresql and columnstore.
TimescaleDB and kde1d 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 kde1d 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 kde1d leans on density estimation, kernel methods and zero inflation, Holistics focuses on business intelligence, ai governance and analytics as code.
Holistics and kde1d 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 kde1d?
The top kde1d alternatives we currently track in analytics tools are ApexCharts, Usermaven, Plotly, Rho, OpenCTI, ranked by recent ship velocity.
How is this list of kde1d alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare kde1d directly with one of these alternatives?
Yes — every card has a "Compare with kde1d" link to a side-by-side /compare page.