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fastglm vs NocoDB

A side-by-side editorial comparison of fastglm and NocoDB — release velocity, themes, recent moves, and the top alternatives to consider.

fastglm vs NocoDB: at a glance

FeaturefastglmNocoDB
SectorAnalyticsAnalytics
Velocity score0.06.3
Sparks · 30d01
Top themesstatistical-computing, generalized-linear-models, cpp, r-packageno-code-database, interfaces, permissions, realtime-collaboration
Last editorial update2d ago17h ago
WebsiteVisit →Visit →

What is fastglm?

A fast GLM solver stops being one function and becomes a count-model family

fastglm ran C++ IRLS for standard generalized linear models for six years with almost no releases. In May 2026 it added three top-level model types — negative binomial with jointly estimated dispersion, hurdle, and zero-inflated — each with the entire fitting driver in C++ rather than an R loop around a C++ kernel. The following release generalised Firth bias reduction to every standard family across dense, sparse and streaming backends.

Read the full fastglm trajectory →

What is NocoDB?

Interfaces gets the permissions layer it needed, one release after launching.

NocoDB ships monthly, and the last two releases are a launch and its follow-through. 2026.08.0 introduced Interfaces, custom app surfaces built over a base; 2026.08.1 gives that layer what it was missing — per-dashboard visibility and editing permissions, field edit permissions enforced on interface pages, team-granted access, and page reordering. Alongside it the grid gains realtime presence with per-collaborator colours and jump-to-cursor, folders for grouping tables and views, up to three frozen fields, and nested records in List View.

Read the full NocoDB trajectory →

fastglm vs NocoDB: editorial side-by-side

F
fastglm
ANALYTICS
0.0

A fast GLM solver stops being one function and becomes a count-model family

◆ Current state

fastglm ran C++ IRLS for standard generalized linear models for six years with almost no releases. In May 2026 it added three top-level model types — negative binomial with jointly estimated dispersion, hurdle, and zero-inflated — each with the entire fitting driver in C++ rather than an R loop around a C++ kernel. The following release generalised Firth bias reduction to every standard family across dense, sparse and streaming backends.

◆ Where it's heading

The package changed what it is. Through 0.0.3 it was a drop-in replacement for glm() competing on speed; from 0.1.0 it targets the models people leave base R for — MASS::glm.nb, pscl::hurdle, pscl::zeroinfl — and reimplements their full estimation loops natively. The 0.1.1 follow-up is consolidation on that new surface: Firth generalised past binomial logit, SQUAREM acceleration on the zero-inflation EM driver, and a run of clamping guards and initialization fixes on the families most prone to overflow.

◆ Prediction

The numerical-stability work in 0.1.1 clusters on Tweedie and the inverse and sqrt link families, which suggests those paths are the newest and least exercised — expect further correctness fixes there before new model types.

N
NocoDB
ANALYTICS
6.3

Interfaces gets the permissions layer it needed, one release after launching.

◆ Current state

NocoDB ships monthly, and the last two releases are a launch and its follow-through. 2026.08.0 introduced Interfaces, custom app surfaces built over a base; 2026.08.1 gives that layer what it was missing — per-dashboard visibility and editing permissions, field edit permissions enforced on interface pages, team-granted access, and page reordering. Alongside it the grid gains realtime presence with per-collaborator colours and jump-to-cursor, folders for grouping tables and views, up to three frozen fields, and nested records in List View.

◆ Where it's heading

The pattern is consistent: NocoDB launches a surface, then spends the next release making it governable and usable at team scale. Presence and folders are collaboration parity rather than new direction — the directional bet was Interfaces, and this release is that bet being made safe for the eighty people who only need to approve something. The permission system is now the same one across tables, fields, dashboards, and interface pages, which is the consolidation that makes the app layer sellable.

◆ Prediction

Write-back actions and embedding are the remaining pieces app builders expect from Interfaces, and the availability tables in each release suggest they land on the paid tier.

Alternatives to fastglm and NocoDB

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 fastglm or NocoDB.

See all fastglm alternatives → · See all NocoDB alternatives →

Recent activity from fastglm and NocoDB

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 19h agoNocoDB2026.08.1 : Introducing Realtime Presence and Folders
  2. 14d agoNocoDB2026.08.0 : Introducing Interfaces
  3. 1mo agoNocoDB2026.07.0 : Introducing Calendar Sync & Image Annotations
  4. 1mo agoNocoDB2026.06.2 : Introducing Oracle Database Support
  5. 2mo agoNocoDB2026.06.1: tsgo typechecking and rspack bump
  6. 2mo agofastglmFirth generalised to all families, plus SQUAREM and stability fixes
  7. 2mo agoNocoDB2026.06.0: Bounded group-by fetch retries
  8. 3mo agofastglmCRAN release 0.1.0
  9. 4y agofastglmC++ headers exposed for linking
  10. 7y agofastglmFirst CRAN release of the C++ IRLS solver

Frequently asked questions

What is the difference between fastglm and NocoDB?

They serve adjacent needs but don't currently overlap on shipped themes. NocoDB is currently shipping more aggressively (velocity 6.3 vs 0.0), with 1 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 fastglm better than NocoDB?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. NocoDB is currently shipping more aggressively (velocity 6.3 vs 0.0), with 1 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 fastglm?

Top fastglm alternatives in Analytics are ranked by recent ship velocity. Browse the "fastglm alternatives" section above for the current picks, or visit /alternatives/fastglm for the full list with editorial commentary on each.

What are the best alternatives to NocoDB?

Top NocoDB alternatives in Analytics are ranked by recent ship velocity. Browse the "NocoDB alternatives" section above for the current picks, or visit /alternatives/nocodb for the full list with editorial commentary on each.