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Comparison · Infra & APIs
Dub vs rgm
A side-by-side editorial comparison of Dub and rgm — release velocity, themes, recent moves, and the top alternatives to consider.
Dub vs rgm: at a glance
| Feature | Dub | rgm |
|---|---|---|
| Sector | Infra & APIs | Infra & APIs |
| Velocity score | 0.0 | 0.0 |
| Sparks · 30d | 0 | 0 |
| Top themes | partner programs, affiliate marketing, link management, attribution | microbiome, graphical-models, bayesian-inference, cran-maintenance |
| Last editorial update | 3mo ago | 1h ago |
| Website | — | Visit → |
What is Dub?
Dub keeps building Dub Partners into a serious partner-program OS — staggered rewards, group rules, analytics depth.
Dub is in a sustained build-out of Dub Partners alongside the original link product. The recent window added staggered reward durations (e.g. 25% for the first 12 months, 10% after), automatic group moves when partners hit performance milestones with audit history, bulk partner invites with customizable emails, multi/negative analytics filters across partners and links, Stripe free-trial tracking as lead events, and Viewer/Billing workspace roles for finer-grained access.
What is rgm?
A microbiome network model that got itself un-archived by deleting the dependency that killed it.
rgm implements the random graphical model for microbiome interactions across related environments, published in JABES in 2026. The package was archived from CRAN in February 2026 because of its dependency on huge; the recovery release drops that dependency entirely, which cost it the graphical-lasso warm start that used to seed the initial graph — the default is now an empty graph, with warm starts left to the user. A post-processing function returning ggplot diagnostics arrived in the same release.
Dub vs rgm: editorial side-by-side
Dub
0.0INFRA · APIS
Dub keeps building Dub Partners into a serious partner-program OS — staggered rewards, group rules, analytics depth.
◆ Current state
Dub is in a sustained build-out of Dub Partners alongside the original link product. The recent window added staggered reward durations (e.g. 25% for the first 12 months, 10% after), automatic group moves when partners hit performance milestones with audit history, bulk partner invites with customizable emails, multi/negative analytics filters across partners and links, Stripe free-trial tracking as lead events, and Viewer/Billing workspace roles for finer-grained access.
◆ Where it's heading
The partner program is becoming the gravity well. Each release either deepens program operators' control (commission shapes, automated tiering, role-based access) or improves the analytics layer that justifies those decisions. The Stripe trial tracking suggests Dub wants to own the full attribution chain from click to subscription, not just clicks. Cadence is steady and clearly themed.
◆ Prediction
Expect more commission/tiering primitives — bonuses, tier overrides, retroactive adjustments — and tighter Stripe/attribution coupling that handles refunds and churn natively. A formal marketplace for discovering vetted partners is plausible once individual-partner-page features mature.
rgm
0.0INFRA · APIS
A microbiome network model that got itself un-archived by deleting the dependency that killed it.
◆ Current state
rgm implements the random graphical model for microbiome interactions across related environments, published in JABES in 2026. The package was archived from CRAN in February 2026 because of its dependency on huge; the recovery release drops that dependency entirely, which cost it the graphical-lasso warm start that used to seed the initial graph — the default is now an empty graph, with warm starts left to the user. A post-processing function returning ggplot diagnostics arrived in the same release.
◆ Where it's heading
Three tags shipped inside two hours on one day, and the notes are candid about why: 1.1.0 held the actual work but was never released, 1.2.0 restated it under a higher version to signal the size of the change, and 1.2.1 answered CRAN pre-test feedback. Beyond the archival recovery, the visible work is housekeeping that had accumulated — a shadowed rmvnorm() definition, roxygen import tags that were silently emitting nothing, leftover C++ template scaffolding, and build artifacts under version control. The diagnostics function is the only genuinely new user-facing capability in the window.
◆ Prediction
The immediate task was restoring availability, and that is done; the open question the entries raise is whether losing the graphical-lasso warm start affects convergence in practice, which the new diagnostic plots are positioned to answer.
Alternatives to Dub and rgm
Other Infra & APIs 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 Dub or rgm.
WPML
WPML made machine translation the default, and its point releases keep chasing WordPress and page builders.
forestploter
A forest plot package that keeps handing users control of one more graphical detail.
ggInterval
Interval-valued data plotting, spending 2026 making its function names and examples survive CRAN.
contagionchannels
Three releases in ten days, every one of them a CRAN reviewer's correction rather than a code change.
tidyaudit
Pipeline provenance for tidyverse workflows, recording what changed at each step without keeping the data.
Recent activity from Dub and rgm
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 3mo agorgmJournal DOI replaces the preprint; promotional wording removed
- 3mo agorgmBack on CRAN after dropping the dependency that caused archival
- 3mo agorgmUnreleased twin of the CRAN recovery release
- 5mo agoDubStaggered reward durations
- 5mo agoDubGroup move rules
- 5mo agoDubBulk invite partners (and other updates)
- 6mo agoDubAdvanced analytics filters
- 6mo agoDubSupport for tracking Stripe free trials
- 7mo agoDubBetter security with the new viewer and billing roles
- 2y agorgmFirst release: simulation, estimation and post-processing
Frequently asked questions
What is the difference between Dub and rgm?
They serve adjacent needs but don't currently overlap on shipped themes. Dub and rgm are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Dub better than rgm?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Dub and rgm are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to Dub?
Top Dub alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Dub alternatives" section above for the current picks, or visit /alternatives/dub for the full list with editorial commentary on each.
What are the best alternatives to rgm?
Top rgm alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "rgm alternatives" section above for the current picks, or visit /alternatives/rgm for the full list with editorial commentary on each.