exametrika
A test-theory package that grew into a graphical-model toolkit, now spending its releases paying down the API debt that growth created.
Comparison · Infra & APIs
nuggets vs restic
A side-by-side editorial comparison of nuggets and restic — release velocity, themes, recent moves, and the top alternatives to consider.
nuggets vs restic: at a glance
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.
What is restic?
A backup tool whose roadmap is correctness, release after release
restic ships roughly two releases a year, and the changelogs are almost entirely fixes ordered by importance. The 0.19 line (June and July 2026) continues that pattern: mount safety, SFTP behavior on Windows servers, exclude handling, and exit-code semantics. New capability appears rarely and narrowly, usually as backend credential support rather than new commands.
nuggets vs restic: editorial side-by-side
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.
restic
2.5INFRA · APIS
A backup tool whose roadmap is correctness, release after release
◆ Current state
restic ships roughly two releases a year, and the changelogs are almost entirely fixes ordered by importance. The 0.19 line (June and July 2026) continues that pattern: mount safety, SFTP behavior on Windows servers, exclude handling, and exit-code semantics. New capability appears rarely and narrowly, usually as backend credential support rather than new commands.
◆ Where it's heading
The concentration of work is on the platforms where a backup tool is hardest to get right — Windows ACL inheritance and VSS metadata, macOS resource forks and FUSE mounts, SFTP and rclone backends under background execution. Running alongside that is a steady push toward being scriptable: distinct exit codes for missing source paths, snapshot removal failures and SIGINT, JSON output extended across more commands, and errors on invalid environment variables instead of silent defaults.
◆ Prediction
The next release will most likely be another 0.19.x patch of platform-specific fixes, since every minor in this window has been followed by one within a month or two.
Alternatives to nuggets and restic
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 nuggets or restic.
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.
lifecontingencies
An actuarial mainstay spends its releases on CI plumbing, not on new mathematics.
EDAForge
EDAForge is a data-quality auditor renamed mid-flight, still finding its CRAN footing.
See all nuggets alternatives → · See all restic alternatives →
Recent activity from nuggets and restic
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 27d agonuggetsSparse bit chain speeds dig(); explore() gains clustering
- 1mo agoresticMount safety, SFTP-on-Windows deletes, exclude correctness
- 2mo agonuggetspartition() gains .subsets; geom_diamond() layout improved
- 2mo agoresticDistinct exit codes and Samba-served mounts
- 5mo agonuggetsexplore() covers contrasts and correlations; dig_ancestors() added
- 6mo agonuggetsCritical explore() bug fixed; is_logicalish() added
- 6mo agonuggetsShiny deps moved to Suggests; BH and RcppThread dropped
- 8mo agonuggetscluster_associations() and add_interest() arrive; C++ condition parser
- 11mo agoresticEdge-case fixes for xattrs, chmod and stdin backups
- 1y agoresticChunking attack mitigation and JSON output for check
- 1y agoresticmacOS Sonoma mount and Windows VSS metadata fixes
- 1y agoresticContainer-level SAS tokens for the Azure backend
Frequently asked questions
What is the difference between nuggets and restic?
They serve adjacent needs but don't currently overlap on shipped themes. nuggets and restic are shipping at a similar cadence (velocity 2.5 vs 2.5, 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 nuggets better than restic?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. nuggets and restic are shipping at a similar cadence (velocity 2.5 vs 2.5, 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 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.
What are the best alternatives to restic?
Top restic alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "restic alternatives" section above for the current picks, or visit /alternatives/restic for the full list with editorial commentary on each.