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Comparison · Infra & APIs
FoReco vs nominatimlite
A side-by-side editorial comparison of FoReco and nominatimlite — release velocity, themes, recent moves, and the top alternatives to consider.
FoReco vs nominatimlite: at a glance
What is FoReco?
Forecast reconciliation with a real object model, five years after it started returning bare matrices.
FoReco reconciles hierarchical forecasts across cross-sectional, temporal, and cross-temporal frameworks, and now covers both point and probabilistic reconciliation. The 1.3.0 release gave every reconciliation function a shared foreco S3 class carrying framework, function, forecast type, and reconciliation metadata, which replaced the loose attribute-and-helper pattern the package had used since 1.0.0. The follow-up 1.3.1 turned the same attention on the API's edges: strict argument validation with errors that name the expected and supplied values, and a help index pruned down to user-facing functions only.
What is nominatimlite?
nominatimlite's real work was self-hosting and caching; 0.6.0 is an internal refactor with no API change
nominatimlite is a dependency-light R client for the Nominatim geocoding API, returning results as plain data frames or sf objects. The features that define it landed in 0.4.0 — structured queries, local Nominatim server support, and JSONV2 output — and 0.5.0 added session-scoped caching plus a 1.2-second inter-request delay to stay within the public API's usage policy. 0.6.0 in June 2026 changed no public behaviour.
FoReco vs nominatimlite: editorial side-by-side
FoReco
0.0INFRA · APIS
Forecast reconciliation with a real object model, five years after it started returning bare matrices.
◆ Current state
FoReco reconciles hierarchical forecasts across cross-sectional, temporal, and cross-temporal frameworks, and now covers both point and probabilistic reconciliation. The 1.3.0 release gave every reconciliation function a shared foreco S3 class carrying framework, function, forecast type, and reconciliation metadata, which replaced the loose attribute-and-helper pattern the package had used since 1.0.0. The follow-up 1.3.1 turned the same attention on the API's edges: strict argument validation with errors that name the expected and supplied values, and a help index pruned down to user-facing functions only.
◆ Where it's heading
The package is completing a reversal it started in 1.0.0. That release simplified outputs to plain matrices and pushed metadata into attributes reachable via recoinfo(); 1.3.0 removed recoinfo() outright and put the structure back as a class with components(), summary(), and plot() methods. The direction is toward being infrastructure rather than a function library — the class is exported through new_foreco_class() and a sibling package has already adopted it. Method coverage has meanwhile broadened from optimal combination into non-negative algorithms, bounded reconciliation, and Gaussian and sample-based probabilistic variants.
◆ Prediction
The soft-deprecated res2matrix() is flagged for removal, so a subsequent release should finish that cleanup; with the class now exported, expect more methods to hang off foreco objects rather than more top-level functions.
nominatimlite
0.0INFRA · APIS
nominatimlite's real work was self-hosting and caching; 0.6.0 is an internal refactor with no API change
◆ Current state
nominatimlite is a dependency-light R client for the Nominatim geocoding API, returning results as plain data frames or sf objects. The features that define it landed in 0.4.0 — structured queries, local Nominatim server support, and JSONV2 output — and 0.5.0 added session-scoped caching plus a 1.2-second inter-request delay to stay within the public API's usage policy. 0.6.0 in June 2026 changed no public behaviour.
◆ Where it's heading
The package has settled. Recent effort goes to being a well-behaved API citizen and to internal consistency: 0.6.0 raised the minimum R to 4.1.0 and refactored URL construction, progress handling, coordinate validation and output preparation with AI assistance, explicitly leaving the public API untouched. That refactor is part of a sweep across the same maintainer's packages in the same weeks.
◆ Prediction
With the API surface stable and rate-limiting handled, future releases most likely track upstream Nominatim endpoint changes, as 0.4.0 did for v4.4.0. Nothing in the entries points to new query capabilities.
Alternatives to FoReco and nominatimlite
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 FoReco or nominatimlite.
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.
rgm
A microbiome network model that got itself un-archived by deleting the dependency that killed it.
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.
See all FoReco alternatives → · See all nominatimlite alternatives →
Recent activity from FoReco and nominatimlite
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agoFoRecoStrict argument validation and a pruned help index
- 1mo agoFoRecoEvery reconciliation function now returns a shared foreco object ⚡
- 2mo agonominatimliteInternal refactor with no public API change; minimum R now 4.1.0
- 3mo agoFoRecoBootstrap functions gain xreg; simulate() argument bug fixed
- 5mo agonominatimliteSession caching and 1.2s throttling for API calls
- 5mo agoFoRecoGaussian and sample-based probabilistic reconciliation added
- 7mo agonominatimliteMinor fixes to reverse geocoding functions
- 1y agoFoRecoBounded reconciliation and an oracle shrunk covariance estimator
- 1y agonominatimliteDocumentation update
- 1y agoFoRecoBreaking rename: cs, te and ct prefixes across all functions
- 2y agonominatimliteFix crash on long OSM IDs in address lookup
- 2y agonominatimliteStructured queries, local server support and JSONV2 output
Frequently asked questions
What is the difference between FoReco and nominatimlite?
They serve adjacent needs but don't currently overlap on shipped themes. FoReco and nominatimlite 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 FoReco better than nominatimlite?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. FoReco and nominatimlite 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 FoReco?
Top FoReco alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "FoReco alternatives" section above for the current picks, or visit /alternatives/foreco for the full list with editorial commentary on each.
What are the best alternatives to nominatimlite?
Top nominatimlite alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "nominatimlite alternatives" section above for the current picks, or visit /alternatives/nominatimlite for the full list with editorial commentary on each.