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Comparison · Analytics
Distributions.jl vs Simple Analytics
A side-by-side editorial comparison of Distributions.jl and Simple Analytics — release velocity, themes, recent moves, and the top alternatives to consider.
Distributions.jl vs Simple Analytics: at a glance
What is 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.
What is Simple Analytics?
Privacy analytics tightening its API and moving IP blocking off the CDN
The feed stores each change several times — once with the body text captured as the title, once as a clean headline, sometimes a third time with a date prefix. Behind the duplication, three real changes: API v6 with proper interval support while v5 stays unchanged for compatibility, IP blocking moved off the bunny.net CDN so it works on custom domains and applies per site rather than account-wide, and Events Explorer readability work with column truncation, a full-width toggle and collapsible headers.
Distributions.jl vs Simple Analytics: editorial side-by-side
Distributions.jl
2.5ANALYTICS
Julia's distribution library grinds forward one distribution at a time
◆ Current state
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.
◆ Where it's heading
The arc is consolidation rather than expansion: dependencies are being pruned and internals made more predictable so the package composes cleanly with the rest of the Julia numerical stack. Support for sparsity tracing and looser MvNormal type aliases both point at making the library easier to drive from automatic-differentiation and optimization code.
◆ Prediction
Expect the same cadence of per-distribution fixes and fitting-method additions, with continued work on making constructors transparent to tracing and AD tooling. Nothing in these entries signals a major version or API break.
Simple Analytics
0.0ANALYTICS
Privacy analytics tightening its API and moving IP blocking off the CDN
◆ Current state
The feed stores each change several times — once with the body text captured as the title, once as a clean headline, sometimes a third time with a date prefix. Behind the duplication, three real changes: API v6 with proper interval support while v5 stays unchanged for compatibility, IP blocking moved off the bunny.net CDN so it works on custom domains and applies per site rather than account-wide, and Events Explorer readability work with column truncation, a full-width toggle and collapsible headers.
◆ Where it's heading
The work is about removing borrowed constraints. IP blocking inherited the CDN's limits and blast radius; moving it in-house made it per-site and custom-domain compatible. API v6 does the same for time handling — hourly data separates day and hour, weeks and months carry explicit start dates — while keeping v5 stable so nobody is forced to migrate. Both are the moves of a product whose users integrate it and stay.
◆ Prediction
With v6 shipped alongside an unchanged v5, expect a deprecation timeline for v5 to be the next API announcement, though the entries do not name one.
Alternatives to Distributions.jl and Simple Analytics
Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Distributions.jl or Simple Analytics.
modeltime
modeltime built conformal intervals in, then went quiet on features.
performance
performance keeps adding ways to check a model you have already fitted.
cmdstanpy
CmdStanPy is clearing deprecations ahead of a 2.0 it keeps announcing.
dowhy
DoWhy adds one estimation method a year and keeps its identification edge.
OpenHouse
OpenHouse is hardening the seams where table policies and jobs quietly fail.
See all Distributions.jl alternatives → · See all Simple Analytics alternatives →
Recent activity from Distributions.jl and Simple Analytics
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 16d agoDistributions.jlLogitNormal comment fix and doc typo cleanup
- 1mo agoDistributions.jlLooser MvNormal and MvNormalCanon type aliases
- 1mo agoDistributions.jlTruncated Chernoff quantile and sparsity tracing fixes
- 1mo agoDistributions.jlSparsity tracing works through distribution constructors
- 2mo agoDistributions.jlStatsFuns 2 upgrade and CI action bumps
- 3mo agoDistributions.jlSufficient statistics and MLE for Chi and Chisq
- 4mo agoSimple AnalyticsEvents Explorer column handling (duplicate record)
- 4mo agoSimple AnalyticsAPI v6 adds interval support, v5 unchanged
- 4mo agoSimple AnalyticsIP blocking moves off the CDN
- 4mo agoSimple AnalyticsEvents Explorer improvements (duplicate record)
- 4mo agoSimple AnalyticsEvents Explorer improvements
- 4mo agoSimple AnalyticsEvents Explorer improvements (duplicate record)
Frequently asked questions
What is the difference between Distributions.jl and Simple Analytics?
They serve adjacent needs but don't currently overlap on shipped themes. Distributions.jl is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Distributions.jl better than Simple Analytics?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Distributions.jl is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to Distributions.jl?
Top Distributions.jl alternatives in Analytics are ranked by recent ship velocity. Browse the "Distributions.jl alternatives" section above for the current picks, or visit /alternatives/distributions-jl for the full list with editorial commentary on each.
What are the best alternatives to Simple Analytics?
Top Simple Analytics alternatives in Analytics are ranked by recent ship velocity. Browse the "Simple Analytics alternatives" section above for the current picks, or visit /alternatives/simple-analytics for the full list with editorial commentary on each.