n2kanalysis
n2kanalysis has spent eight years wiring INLA models to an S3 bucket.
Comparison · Analytics
cheapr vs MotherDuck
A side-by-side editorial comparison of cheapr and MotherDuck — release velocity, themes, recent moves, and the top alternatives to consider.
cheapr vs MotherDuck: at a glance
What is cheapr?
cheapr turned multi-threaded, and its next stop is a C++20 public API.
cheapr supplies lower-overhead replacements for base R's data manipulation primitives — subsetting, recycling, concatenation, attribute handling, data frame construction. Through 2025 it grew function by function: sset_df/sset_row/sset_col, list_as_df, cheapr_c, counts, str_coalesce, df_modify. The 1.5.0 release in April 2026 changed the nature of the package, adding parallelised math functions, user-settable thread counts, multi-threaded vector initialisers, and a SIMD-parallelised if_else_, with threading on by default at two threads.
What is MotherDuck?
MotherDuck keeps wrapping its agent-native stack in the plumbing enterprises need to adopt it.
The two capabilities MotherDuck has bet on — Flights for Python pipelines that MCP agents can drive, and Guides for the organizational context those agents read automatically — are now surrounded by the operational layer that makes them usable at scale: RBAC, org-wide admin visibility, regional availability in Sydney and Tokyo, runtime limits. The August 14 release adds the client surface that was still missing, a CLI covering auth, queries, Dives and Flights with scriptable output.
cheapr vs MotherDuck: editorial side-by-side
cheapr
0.0ANALYTICS
cheapr turned multi-threaded, and its next stop is a C++20 public API.
◆ Current state
cheapr supplies lower-overhead replacements for base R's data manipulation primitives — subsetting, recycling, concatenation, attribute handling, data frame construction. Through 2025 it grew function by function: sset_df/sset_row/sset_col, list_as_df, cheapr_c, counts, str_coalesce, df_modify. The 1.5.0 release in April 2026 changed the nature of the package, adding parallelised math functions, user-settable thread counts, multi-threaded vector initialisers, and a SIMD-parallelised if_else_, with threading on by default at two threads.
◆ Where it's heading
Two arcs run at once. The visible one is parallelism: what began as single-threaded C shortcuts is becoming a threaded compute layer, and the notes state the C/C++ API is mid-rewrite with a stable form promised at 2.0.0 behind a C++20 requirement. The quieter one is R C API compliance — 1.5.1 removed R_MissingArg, R_UnboundValue, Rf_findVar and Rf_findVarinFrame, the non-API entry points being closed off upstream. The 1.5.x patches since are narrow crash fixes, which reads as consolidation before the 2.0.0 break.
◆ Prediction
Expect 2.0.0 to land the stable C/C++ API behind a C++20 toolchain floor, with more of the existing function surface threaded in the interim. The package has announced both moves in its own release notes.
MotherDuck
6.3ANALYTICS
MotherDuck keeps wrapping its agent-native stack in the plumbing enterprises need to adopt it.
◆ Current state
The two capabilities MotherDuck has bet on — Flights for Python pipelines that MCP agents can drive, and Guides for the organizational context those agents read automatically — are now surrounded by the operational layer that makes them usable at scale: RBAC, org-wide admin visibility, regional availability in Sydney and Tokyo, runtime limits. The August 14 release adds the client surface that was still missing, a CLI covering auth, queries, Dives and Flights with scriptable output.
◆ Where it's heading
The pattern is consistent: ship an agent-facing capability, then spend the following weeks making it governable and reachable. Iceberg interoperability keeps widening — Databricks-managed tables, Cloudflare R2 as a persisted catalog, server-side attach — which positions MotherDuck as a compute engine over catalogs it does not own. The CLI extends the same logic to automation: anything the UI can do should be drivable from a script or a CI job.
◆ Prediction
Expect the CLI to leave preview with Flights and Dives management as its centre of gravity, and Guides to follow the same governance path Flights took — org-level controls, roles, and visibility rules layered on after the capability lands.
Alternatives to cheapr and MotherDuck
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 cheapr or MotherDuck.
n1qn1c
A Fortran-descended optimizer got thread-safe, then found two flags that never worked.
ggstatsplot
ggstatsplot reached 1.0 by adding tests, having outsourced its statistics years ago.
collapse
collapse got a JSS paper and a 7x fmean speedup in the same release.
gtsummary
gtsummary is quietly rebuilding itself around analysis results data, one table verb at a time.
broadcast
broadcast is filling in NumPy-style array broadcasting for R, operator by operator.
See all cheapr alternatives → · See all MotherDuck alternatives →
Recent activity from cheapr and MotherDuck
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoMotherDuckMotherDuck CLI in preview; databases from remote DuckDB files
- 10d agoMotherDuckDuckDB 1.5.5, APAC Flights, and org-wide Flight visibility for Admins
- 17d agoMotherDuckGuides: org context agents read automatically through MCP ⚡
- 23d agoMotherDuckRBAC, Cloudflare R2 Iceberg catalog, and Flight runtime limits
- 1mo agoMotherDuckMotherDuck opens Sydney and Tokyo; Flights reach the Lite plan
- 1mo agoMotherDuckDatabricks Iceberg writes, Flights on every plan, Dive statuses
- 1mo agocheaprrep_len_ crash on shrinking lengths fixed
- 4mo agocheaprNon-API R internals removed
- 4mo agocheaprParallelised math, thread control, and a C API rewrite ⚡
- 1y agocheaprSubsetting speedups; sset_col negative-index crash fixed
- 1y agocheaprdf_modify added; attribute helpers renamed for intent
- 1y agocheaprcounts and str_coalesce added; reconstruct renamed to rebuild
Frequently asked questions
What is the difference between cheapr and MotherDuck?
They serve adjacent needs but don't currently overlap on shipped themes. MotherDuck is currently shipping more aggressively (velocity 6.3 vs 0.0), with 1 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 cheapr better than MotherDuck?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. MotherDuck is currently shipping more aggressively (velocity 6.3 vs 0.0), with 1 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 cheapr?
Top cheapr alternatives in Analytics are ranked by recent ship velocity. Browse the "cheapr alternatives" section above for the current picks, or visit /alternatives/cheapr-r for the full list with editorial commentary on each.
What are the best alternatives to MotherDuck?
Top MotherDuck alternatives in Analytics are ranked by recent ship velocity. Browse the "MotherDuck alternatives" section above for the current picks, or visit /alternatives/motherduck for the full list with editorial commentary on each.