Retool
Retool is retiring standalone Assist while folding the same capability into the app builder.
Comparison · Infra & APIs
Kaniko vs rgm
A side-by-side editorial comparison of Kaniko and rgm — release velocity, themes, recent moves, and the top alternatives to consider.
Kaniko vs rgm: at a glance
What is Kaniko?
Kaniko's release feed stops dead in June 2024 after a patch that undid its own change
Kaniko builds container images inside a container without a Docker daemon, and its release feed reads as a project in late-stage maintenance that then simply stopped. Every entry in this window carries the same boilerplate header of executor, debug and slim image tags, and underneath it the substance is dependency bumps, CVE-driven upgrades, and narrow fixes to ADD and COPY semantics. The last release here, v1.23.1, is a revert of behaviour changed weeks earlier plus documentation clarifying what the flag was supposed to do.
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.
Kaniko vs rgm: editorial side-by-side
Kaniko
0.0INFRA · APIS
Kaniko's release feed stops dead in June 2024 after a patch that undid its own change
◆ Current state
Kaniko builds container images inside a container without a Docker daemon, and its release feed reads as a project in late-stage maintenance that then simply stopped. Every entry in this window carries the same boilerplate header of executor, debug and slim image tags, and underneath it the substance is dependency bumps, CVE-driven upgrades, and narrow fixes to ADD and COPY semantics. The last release here, v1.23.1, is a revert of behaviour changed weeks earlier plus documentation clarifying what the flag was supposed to do.
◆ Where it's heading
The cadence tells the story: nine releases between December 2023 and June 2024, then nothing at all in the two years since. Even during the active stretch the work was defensive — registry-map compatibility, ECR authentication breakage, tar.gz handling in ADD, vulnerability scanning added to the executor image — rather than any expansion of what Kaniko does. The one recurring theme with forward motion, registry mirror and registry-map support, was about surviving locked-down or mirrored registry environments.
◆ Prediction
Nothing in these entries points at planned work, and a two-year gap after a revert-and-document patch is the signature of a project no longer being released; anyone depending on it should assume the last published executor image is the last one.
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 Kaniko 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 Kaniko 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 Kaniko 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
- 2y agoKanikoKaniko 1.23.1 reverts --no-push cache behaviour
- 2y agoKanikoKaniko 1.23 adds --chmod for ADD and COPY, registry mirrors for the warmer
- 2y agoKanikoKaniko 1.22 adds path regmaps, fixes multi-file COPY into ENV paths
- 2y agoKanikoKaniko 1.21.1 bumps dependencies to clear CVEs
- 2y agoKanikoKaniko 1.21 unpacks tar.gz in ADD, adds skip-TLS for private git
- 2y agoKanikoKaniko 1.20.1 is documentation and dependency bumps
- 2y agorgmFirst release: simulation, estimation and post-processing
Frequently asked questions
What is the difference between Kaniko and rgm?
They serve adjacent needs but don't currently overlap on shipped themes. Kaniko 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 Kaniko better than rgm?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Kaniko 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 Kaniko?
Top Kaniko alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Kaniko alternatives" section above for the current picks, or visit /alternatives/kaniko 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.