tibblify
tibblify learned to derive its own specs from OpenAPI, removing the step users disliked most
Comparison · Analytics
glyclean vs spsurvey
A side-by-side editorial comparison of glyclean and spsurvey — release velocity, themes, recent moves, and the top alternatives to consider.
glyclean vs spsurvey: at a glance
What is glyclean?
glyclean stopped trusting QC samples to choose its preprocessing strategy.
glyclean handles preprocessing and QC for glycomics and glycoproteomics data: filtering, imputation, normalization, batch correction, and compositional transforms. The defining change in this window is 0.14.0, which abandoned QC coefficient-of-variation heuristics for choosing imputation and normalization methods in favor of rules keyed to sample size. The 0.15.x releases then finished removing the deprecated QC arguments and moved the whole package onto glyexp's SummarizedExperiment containers.
What is spsurvey?
spsurvey has spent four years consolidating after its 5.0.0 rewrite rather than adding to it
spsurvey implements design and analysis for spatially balanced environmental survey samples, the GRTS methodology used in large-scale monitoring programs. The 5.0.0 rewrite is the defining event in its history, and everything in this window is aftercare. 5.6.0 in September 2025 finally removed the startup message warning users about that upgrade, several years on.
glyclean vs spsurvey: editorial side-by-side
glyclean
0.0ANALYTICS
glyclean stopped trusting QC samples to choose its preprocessing strategy.
◆ Current state
glyclean handles preprocessing and QC for glycomics and glycoproteomics data: filtering, imputation, normalization, batch correction, and compositional transforms. The defining change in this window is 0.14.0, which abandoned QC coefficient-of-variation heuristics for choosing imputation and normalization methods in favor of rules keyed to sample size. The 0.15.x releases then finished removing the deprecated QC arguments and moved the whole package onto glyexp's SummarizedExperiment containers.
◆ Where it's heading
Two commitments are visible. First, defaults should be defensible rather than adaptive: the maintainer explicitly judged CV-in-QC-samples not robust and replaced it with sample-size thresholds. Second, the package wants containers, not matrices, and 0.15.0 makes bare matrix inputs an error. Dependency pruning runs alongside both, with imputeLCMD reimplemented away so auto_clean() works out of the box.
◆ Prediction
The compositional data thread is the least finished part of the package, so further CoDA methods or a broader auto_coda() are the likeliest next additions.
spsurvey
0.0ANALYTICS
spsurvey has spent four years consolidating after its 5.0.0 rewrite rather than adding to it
◆ Current state
spsurvey implements design and analysis for spatially balanced environmental survey samples, the GRTS methodology used in large-scale monitoring programs. The 5.0.0 rewrite is the defining event in its history, and everything in this window is aftercare. 5.6.0 in September 2025 finally removed the startup message warning users about that upgrade, several years on.
◆ Where it's heading
The direction is toward standard R idioms and away from bespoke ones. 5.4.0 introduced sp_frame and sp_design classes so plot() and summary() work directly, keeping sp_plot() and sp_summary() only for backwards compatibility; 5.5.0 moved warnings from cat() to message() so they can be suppressed normally, and added adjwgtNR() for non-response weight adjustment. Documentation is being pushed off CRAN onto the package website, with only the Start Here vignette remaining. Release cadence is slow — five releases across roughly four years.
◆ Prediction
With the migration messaging retired and the class system settled, further releases are likely to stay in maintenance and statistical-detail territory. Nothing in the entries suggests another rewrite.
Alternatives to glyclean and spsurvey
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 glyclean or spsurvey.
StreamCatTools
StreamCatTools is quietly moving off web services and onto cloud-native GeoParquet
reproducible
reproducible added a windowed read path so remote GeoTiffs never fully download
qcTAF
qcTAF is building an automated checklist for reproducible fisheries assessments, one criterion at a time
rpymat
After three dormant years, rpymat returned to fix the OpenMP crash that breaks R and conda together
ieegio
ieegio's first release lands electrode trajectory burning and a WebGL-free surface plot
See all glyclean alternatives → · See all spsurvey alternatives →
Recent activity from glyclean and spsurvey
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agoglycleanDocs recommend the new SE containers
- 1mo agoglycleanPreprocessing behaves the same across both containers
- 1mo agoglycleanMatrix inputs rejected; containers now required
- 3mo agoglycleanauto_clean() works without extra package installs
- 3mo agoglycleanImputation strategy now keyed to sample size, not QC
- 3mo agospsurveyExample and unit test updates
- 4mo agoglycleanCoDA transforms aligned with published methods
- 10mo agospsurvey5.0.0 migration warning retired; vignettes moved to the website
- 2y agospsurveyFixes for revisit_dsgn() panels and empty geometries in grts()/irs()
- 3y agospsurveyadjwgtNR() for non-response weighting; messages moved to message()
- 3y agospsurveyCitation updated to Dumelle et al. (2023)
- 3y agospsurveysp_frame and sp_design classes make plot() and summary() work directly
Frequently asked questions
What is the difference between glyclean and spsurvey?
They serve adjacent needs but don't currently overlap on shipped themes. glyclean and spsurvey 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 glyclean better than spsurvey?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. glyclean and spsurvey 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 Analytics products to evaluate alongside.
What are the best alternatives to glyclean?
Top glyclean alternatives in Analytics are ranked by recent ship velocity. Browse the "glyclean alternatives" section above for the current picks, or visit /alternatives/glyclean for the full list with editorial commentary on each.
What are the best alternatives to spsurvey?
Top spsurvey alternatives in Analytics are ranked by recent ship velocity. Browse the "spsurvey alternatives" section above for the current picks, or visit /alternatives/spsurvey for the full list with editorial commentary on each.