ANALYTICS
The Rust rewrite crosses from alpha to beta, and it can now bind SQL without touching the warehouse.
Alternatives · analytics tools
Distributions.jl alternatives
The best Distributions.jl alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 12, 2026
Looking for the best alternatives to Distributions.jl? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, Distributions.jl shipped 0 meaningful updates in the last 30 days and carries a velocity score of 2.5 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About Distributions.jl
Julia's distribution library grinds forward one distribution at a time
Distributions.jl ships small, frequent releases against a large and settled API surface. Recent work splits between correctness fixes to individual distributions (LogitNormal formulas, Semicircle quantiles, Truncated Chernoff), incremental fitting support such as sufficient statistics and MLE for Chi and Chisq, and infrastructure moves like more consistent error types and global sparsity tracing through constructors.
Velocity 2.5 · Last update 2h ago
Top 12 alternatives to Distributions.jl
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
OpenCTI is rebuilding its connector layer into a marketplace and wiring the platform to XTM Hub
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Fulcrum is consolidating on Esri, with Google Maps gone September 1
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Omni ships weekly, and almost every week the headline item is an AI feature
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Hex is moving its agent out of the notebook and onto programmable surfaces.
ANALYTICS
OpenHouse is hardening the seams where table policies and jobs quietly fail.
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Mimir's feed is mostly Helm automation; the real work is inside the query engine.
ANALYTICS
Appfigures just made its app-market data something an AI agent can query, not something you screenshot.
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silx 3.0 moved its default Qt binding to PySide6 — a migration for everyone embedding it.
ANALYTICS
Iris ships steadily on a two-a-year cadence, but its feed publishes only pointers.
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Quantum chemistry package adding whole method families every release.
ANALYTICS
OpenMC's random ray solver has gone from new arrival to the centre of every release
Distributions.jl 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 |
|---|---|---|---|---|
| Distributions.jl (baseline) | 2.5 | 0 | juliastatisticsdistributions | — |
| dbt Core | 7.5 | 2 | dbt-fusionrust-rewritestatic-analysis | dbt Fusion 2.0 reaches first beta with catalog-free SQL binding |
| OpenCTI | 6.3 | 1 | threat-intelligenceconnector-marketplacextm-hub | Connector catalog is rebuilt as a faceted marketplace |
| Fulcrum | 6.3 | 0 | field-data-collectionesri-arcgisoffline-maps | — |
| Omni | 6.3 | 1 | business-intelligencesemantic-modelai-routines | AI semantic model generation goes generally available in Omni |
| Hex | 6.3 | 1 | agentsclimcp | Hex Agent becomes callable from the CLI and API |
| OpenHouse | 5.0 | 0 | icebergdata governancetable policies | — |
| Grafana Mimir | 5.0 | 0 | query-enginepromqlnative-histograms | — |
| Appfigures | 3.8 | 1 | app-analyticsagenticaso | Introducing the Appfigures CLI |
| silx | 2.5 | 0 | synchrotronqthdf5 | 3.0.0: PySide6 becomes the default Qt binding, Python 3.10 required |
| iris | 2.5 | 0 | earth sciencerelease cadencepython | — |
| PySCF | 2.5 | 0 | quantum-chemistryperiodic-systemscoupled-cluster | — |
| OpenMC | 2.5 | 0 | monte-carlo-transportrandom-raydepletion | OpenMC 0.15.0 introduces a random ray transport solver |
The 12 best Distributions.jl alternatives, in depth
1. dbt Core · velocity 7.5
The Rust rewrite crosses from alpha to beta, and it can now bind SQL without touching the warehouse.
Over the last 30 days dbt Core shipped 2 meaningful updates vs Distributions.jl's 0, most recently “dbt Fusion 2.0 reaches first beta with catalog-free SQL binding”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Distributions.jl leans on julia, statistics and distributions, dbt Core focuses on dbt fusion, rust rewrite and static analysis.
Over the last 30 days dbt Core has been shipping faster than Distributions.jl — a point in its favour if release momentum matters to you.
Full dbt Core trajectory → · Compare Distributions.jl vs dbt Core →
2. OpenCTI · velocity 6.3
OpenCTI is rebuilding its connector layer into a marketplace and wiring the platform to XTM Hub.
Over the last 30 days OpenCTI shipped 1 meaningful update vs Distributions.jl's 0, most recently “Connector catalog is rebuilt as a faceted marketplace”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Distributions.jl leans on julia, statistics and distributions, OpenCTI focuses on threat intelligence, connector marketplace and xtm hub.
Over the last 30 days OpenCTI has been shipping faster than Distributions.jl — a point in its favour if release momentum matters to you.
Full OpenCTI trajectory → · Compare Distributions.jl vs OpenCTI →
3. Fulcrum · velocity 6.3
Fulcrum is consolidating on Esri, with Google Maps gone September 1.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Distributions.jl leans on julia, statistics and distributions, Fulcrum focuses on field data collection, esri arcgis and offline maps.
Fulcrum and Distributions.jl have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Fulcrum trajectory → · Compare Distributions.jl vs Fulcrum →
4. 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 Distributions.jl'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 Distributions.jl leans on julia, statistics and distributions, Omni focuses on business intelligence, semantic model and ai routines.
Over the last 30 days Omni has been shipping faster than Distributions.jl — a point in its favour if release momentum matters to you.
5. Hex · velocity 6.3
Hex is moving its agent out of the notebook and onto programmable surfaces.
Over the last 30 days Hex shipped 1 meaningful update vs Distributions.jl's 0, most recently “Hex Agent becomes callable from the CLI and API”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Distributions.jl leans on julia, statistics and distributions, Hex focuses on agents, cli and mcp.
Over the last 30 days Hex has been shipping faster than Distributions.jl — a point in its favour if release momentum matters to you.
6. OpenHouse · velocity 5.0
OpenHouse is hardening the seams where table policies and jobs quietly fail.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Distributions.jl leans on julia, statistics and distributions, OpenHouse focuses on iceberg, data governance and table policies.
OpenHouse and Distributions.jl have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full OpenHouse trajectory → · Compare Distributions.jl vs OpenHouse →
7. Grafana Mimir · velocity 5.0
Mimir's feed is mostly Helm automation; the real work is inside the query engine.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Distributions.jl leans on julia, statistics and distributions, Grafana Mimir focuses on query engine, promql and native histograms.
Grafana Mimir and Distributions.jl 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 Distributions.jl vs Grafana Mimir →
8. Appfigures · velocity 3.8
Appfigures just made its app-market data something an AI agent can query, not something you screenshot.
Over the last 30 days Appfigures shipped 1 meaningful update vs Distributions.jl's 0, most recently “Introducing the Appfigures CLI”. Its velocity score of 3.8/10 blends that with longer-term release cadence.
Where Distributions.jl leans on julia, statistics and distributions, Appfigures focuses on app analytics, agentic and aso.
Over the last 30 days Appfigures has been shipping faster than Distributions.jl — a point in its favour if release momentum matters to you.
Full Appfigures trajectory → · Compare Distributions.jl vs Appfigures →
9. silx · velocity 2.5
Silx 3.0 moved its default Qt binding to PySide6 — a migration for everyone embedding it.
Its velocity score of 2.5/10 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 Distributions.jl leans on julia, statistics and distributions, silx focuses on synchrotron, qt and hdf5.
silx and Distributions.jl have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
10. iris · velocity 2.5
Iris ships steadily on a two-a-year cadence, but its feed publishes only pointers.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where Distributions.jl leans on julia, statistics and distributions, iris focuses on earth science, release cadence and python.
iris and Distributions.jl have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
11. PySCF · velocity 2.5
Quantum chemistry package adding whole method families every release.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where Distributions.jl leans on julia, statistics and distributions, PySCF focuses on quantum chemistry, periodic systems and coupled cluster.
PySCF and Distributions.jl have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full PySCF trajectory → · Compare Distributions.jl vs PySCF →
12. OpenMC · velocity 2.5
OpenMC's random ray solver has gone from new arrival to the centre of every release.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “OpenMC 0.15.0 introduces a random ray transport solver”.
Where Distributions.jl leans on julia, statistics and distributions, OpenMC focuses on monte carlo transport, random ray and depletion.
OpenMC and Distributions.jl have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full OpenMC trajectory → · Compare Distributions.jl vs OpenMC →
Frequently asked questions
What are the best alternatives to Distributions.jl?
The top Distributions.jl alternatives we currently track in analytics tools are dbt Core, OpenCTI, Fulcrum, Omni, Hex, ranked by recent ship velocity.
How is this list of Distributions.jl alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare Distributions.jl directly with one of these alternatives?
Yes — every card has a "Compare with Distributions.jl" link to a side-by-side /compare page.