metatools
SDTM supplemental-qualifier merging got sturdier, then the package went quiet for two years.
Comparison · Analytics
nanonext vs teal.modules.clinical
A side-by-side editorial comparison of nanonext and teal.modules.clinical — release velocity, themes, recent moves, and the top alternatives to consider.
nanonext vs teal.modules.clinical: at a glance
What is nanonext?
nanonext keeps shrinking its build requirements while adding messaging primitives.
The R binding to NNG ships roughly monthly. Since February the package added an HTTP server that can run synchronously or through the later event loop, a zero-copy device forwarder for building brokers and proxies, and support for pthread-enabled WebAssembly targets. Send operations now move the buffer straight into the NNG message, halving peak memory on serialized sends.
What is teal.modules.clinical?
Roche's clinical teal modules have settled into slow, decorator-driven maintenance.
The module library took its architectural break in 0.9.0, when every module moved to teal_data objects and dropped data_extract_spec inputs. Work since then is narrower: formatting arguments, decorator plumbing, and per-module bug fixes. The 0.13.0 candidates cut in July 2026 are a two-tag same-day release where the first tag carries all the notes.
nanonext vs teal.modules.clinical: editorial side-by-side
nanonext
2.5ANALYTICS
nanonext keeps shrinking its build requirements while adding messaging primitives.
◆ Current state
The R binding to NNG ships roughly monthly. Since February the package added an HTTP server that can run synchronously or through the later event loop, a zero-copy device forwarder for building brokers and proxies, and support for pthread-enabled WebAssembly targets. Send operations now move the buffer straight into the NNG message, halving peak memory on serialized sends.
◆ Where it's heading
Two directions run in parallel. One is making the package installable anywhere — the build-time cmake dependency is gone, so compiling bundled NNG and Mbed TLS needs only a C compiler, and WebAssembly targets are supported. The other is raising the ceiling on what can be built on top: device_aio() for message forwarding, an HTTP and WebSocket server with a content map, and stream buffer control. Bug fixes in recent releases concentrate on memory safety in the bundled C sources.
◆ Prediction
Given the pace and the tight coupling declared in each release, expect the next version to track a mirai requirement and continue hardening the HTTP server paths that the last two releases have been leaking memory in.
teal.modules.clinical
0.0ANALYTICS
Roche's clinical teal modules have settled into slow, decorator-driven maintenance.
◆ Current state
The module library took its architectural break in 0.9.0, when every module moved to teal_data objects and dropped data_extract_spec inputs. Work since then is narrower: formatting arguments, decorator plumbing, and per-module bug fixes. The 0.13.0 candidates cut in July 2026 are a two-tag same-day release where the first tag carries all the notes.
◆ Where it's heading
Development has shifted from reshaping the module API to making outputs configurable — numeric formatting in tm_t_summary, several decorators applied to one output object, categorical statistics in summary_by. Changes arrive from a wide bench of Roche engineers with occasional outside contributors, and releases go through candidates rather than straight to final.
◆ Prediction
A 0.13.0 final should follow the candidates with little beyond a dependency bump; the decorator work ported from teal.modules.general is the most likely source of the next batch of changes.
Alternatives to nanonext and teal.modules.clinical
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 nanonext or teal.modules.clinical.
marquee
marquee is filling in the typographic details — outlines, border types, real font metrics for underlines.
logrx
A clinical-script logger that stopped shipping after its 0.2 line, changelogs made of merged PRs.
lobstr
R's object inspector is losing its view of the internals as CRAN closes off the private C API.
GSODR
A weather-station data client that broke one return type to hand back distances instead of bare IDs.
giscoR
giscoR's 1.0 moved its dataset index into the cache, so new Eurostat releases arrive without a package update.
See all nanonext alternatives → · See all teal.modules.clinical alternatives →
Recent activity from nanonext and teal.modules.clinical
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 9d agonanonextMemory leaks and a TLS use-after-free fixed in the HTTP server
- 1mo agonanonextEvent-loop integration for HTTP and WebSocket callbacks
- 1mo agoteal.modules.clinicalNumeric formatting control and multi-decorator outputs
- 1mo agoteal.modules.clinicalteal.transform dependency bump
- 1mo agonanonextZero-copy message forwarding, and cmake dropped from the build ⚡
- 2mo agonanonextBuilds against pthread-enabled WebAssembly targets
- 3mo agonanonextSerialized sends drop a copy and halve peak memory
- 4mo agonanonextBlocking HTTP server mode and stream buffer sizing
- 2y agoteal.modules.clinicalForest and Kaplan-Meier plots move to ggplot objects
- 2y agoteal.modules.clinicalEvery clinical module migrates to teal_data objects ⚡
Frequently asked questions
What is the difference between nanonext and teal.modules.clinical?
They serve adjacent needs but don't currently overlap on shipped themes. nanonext 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 nanonext better than teal.modules.clinical?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. nanonext 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 Analytics products to evaluate alongside.
What are the best alternatives to nanonext?
Top nanonext alternatives in Analytics are ranked by recent ship velocity. Browse the "nanonext alternatives" section above for the current picks, or visit /alternatives/nanonext for the full list with editorial commentary on each.
What are the best alternatives to teal.modules.clinical?
Top teal.modules.clinical alternatives in Analytics are ranked by recent ship velocity. Browse the "teal.modules.clinical alternatives" section above for the current picks, or visit /alternatives/teal-modules-clinical for the full list with editorial commentary on each.