wooldridge
A textbook data package whose whole job is to stay installable, and whose releases prove how much work that is.
Comparison · Infra & APIs
Dub vs nuggets
A side-by-side editorial comparison of Dub and nuggets — release velocity, themes, recent moves, and the top alternatives to consider.
Dub vs nuggets: at a glance
| Feature | Dub | nuggets |
|---|---|---|
| Sector | Infra & APIs | Infra & APIs |
| Velocity score | 0.0 | 2.5 |
| Sparks · 30d | 0 | 0 |
| Top themes | partner programs, affiliate marketing, link management, attribution | pattern-mining, association-rules, guha, cpp-performance |
| Last editorial update | 3mo ago | 59m 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 nuggets?
nuggets keeps compounding on the 2.0 rewrite — more pattern families, lighter install.
nuggets searches for association rules, contrasts and other conditional patterns in the GUHA tradition, with a C++ core behind dig() and an interactive explore() app for reading results. Since the 2.0 rewrite of that core, every release has widened the same three surfaces: more pattern families to mine, more of explore() to inspect them in, and steady performance work underneath. The most recent tag optimises dig() on sparse crisp data with a sparse bit chain and adds clustering characteristics to explore() for association rules.
Dub vs nuggets: 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.
nuggets
2.5INFRA · APIS
nuggets keeps compounding on the 2.0 rewrite — more pattern families, lighter install.
◆ Current state
nuggets searches for association rules, contrasts and other conditional patterns in the GUHA tradition, with a C++ core behind dig() and an interactive explore() app for reading results. Since the 2.0 rewrite of that core, every release has widened the same three surfaces: more pattern families to mine, more of explore() to inspect them in, and steady performance work underneath. The most recent tag optimises dig() on sparse crisp data with a sparse bit chain and adds clustering characteristics to explore() for association rules.
◆ Where it's heading
Two forces are shaping the package. One is coverage: baseline, complement and paired-baseline contrasts, correlations, tautologies, ancestors and clustering have all been added as first-class dig_ or explore_ surfaces, so the same search engine now answers a widening set of questions. The other is weight — Shiny packages moved from Imports to Suggests, BH and RcppThread dropped, XSIMD updated, parse_condition() rewritten in C++ — which keeps a package with an interactive app from forcing that app's dependencies on every user. Deprecations are handled through lifecycle rather than removed abruptly.
◆ Prediction
Expect the sparse-data optimisation to extend from crisp to fuzzy data, and explore() to keep gaining tabs as each new pattern family lands, on the roughly six-week cadence the 2.2 line has held.
Alternatives to Dub and nuggets
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 nuggets.
L1centrality
A graph-centrality package that spent 2026 making its existing measures usable at scale, then went quiet.
exametrika
A test-theory package that grew into a graphical-model toolkit, now spending its releases paying down the API debt that growth created.
projoint
projoint spent a year on CRAN paperwork, then shipped a correctness fix it flagged itself.
eratosthenes
eratosthenes spends 0.1.0 hardening inputs rather than adding chronology methods.
dqcheckr
dqcheckr adds drift analysis, then removes the YAML a user had to hand-write.
Recent activity from Dub and nuggets
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 27d agonuggetsSparse bit chain speeds dig(); explore() gains clustering
- 2mo agonuggetspartition() gains .subsets; geom_diamond() layout improved
- 5mo agonuggetsexplore() covers contrasts and correlations; dig_ancestors() added
- 5mo agoDubStaggered reward durations
- 5mo agoDubGroup move rules
- 5mo agoDubBulk invite partners (and other updates)
- 6mo agoDubAdvanced analytics filters
- 6mo agonuggetsCritical explore() bug fixed; is_logicalish() added
- 6mo agonuggetsShiny deps moved to Suggests; BH and RcppThread dropped
- 6mo agoDubSupport for tracking Stripe free trials
- 7mo agoDubBetter security with the new viewer and billing roles
- 8mo agonuggetscluster_associations() and add_interest() arrive; C++ condition parser
Frequently asked questions
What is the difference between Dub and nuggets?
They serve adjacent needs but don't currently overlap on shipped themes. nuggets 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 Dub better than nuggets?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. nuggets 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 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 nuggets?
Top nuggets alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "nuggets alternatives" section above for the current picks, or visit /alternatives/nuggets for the full list with editorial commentary on each.