exametrika
A test-theory package that grew into a graphical-model toolkit, now spending its releases paying down the API debt that growth created.
Comparison · Infra & APIs
dqcheckr vs vdiffr
A side-by-side editorial comparison of dqcheckr and vdiffr — release velocity, themes, recent moves, and the top alternatives to consider.
dqcheckr vs vdiffr: at a glance
What is dqcheckr?
dqcheckr adds drift analysis, then removes the YAML a user had to hand-write.
dqcheckr runs configurable data-quality checks over files and DuckDB tables, driven by YAML dataset configs and recording results as snapshots. The 0.2.0 release added the ability to compare two historical snapshots and report per-column statistical drift, schema changes and trend charts, extending the tool from point-in-time checking into change over time. The most recent tag, 0.3.0, attacks the other friction point by generating the config itself from a sniff pass over the data.
What is vdiffr?
vdiffr finished its job in 2021 and has been tracking compilers ever since.
vdiffr generates deterministic SVG snapshots so plot changes show up as test failures. Its recent history is almost entirely toolchain: UCRT Windows compatibility twice, a revert to C++11 to work around a GCC issue, and renaming the internal SVG device so it stops colliding with svglite. The only functional additions in view are snapshot variants in 1.0.8 and a testthat fix so snapshots are no longer auto-deleted when a test errors or skips. The last release was October 2024.
dqcheckr vs vdiffr: editorial side-by-side
dqcheckr
2.5INFRA · APIS
dqcheckr adds drift analysis, then removes the YAML a user had to hand-write.
◆ Current state
dqcheckr runs configurable data-quality checks over files and DuckDB tables, driven by YAML dataset configs and recording results as snapshots. The 0.2.0 release added the ability to compare two historical snapshots and report per-column statistical drift, schema changes and trend charts, extending the tool from point-in-time checking into change over time. The most recent tag, 0.3.0, attacks the other friction point by generating the config itself from a sniff pass over the data.
◆ Where it's heading
Both moves point the same way: reduce what the operator has to write and know. Config generation removes the hand-authored YAML that gated first use, list_runs() and validate_config() make an existing setup inspectable, and the snapshot comparison turns accumulated run history into a second product surface. Check coverage keeps widening underneath — outlier detection, composite keys, row-count and file-size ceilings — and the reporting layer moved from rmarkdown to Quarto, with existing 0.1.x databases auto-migrated on first run.
◆ Prediction
Expect the generated configs and the drift reports to converge, so a sniffed config can seed thresholds from the snapshot history rather than from defaults, plus continued growth in the numbered QC check catalogue.
vdiffr
0.0INFRA · APIS
vdiffr finished its job in 2021 and has been tracking compilers ever since.
◆ Current state
vdiffr generates deterministic SVG snapshots so plot changes show up as test failures. Its recent history is almost entirely toolchain: UCRT Windows compatibility twice, a revert to C++11 to work around a GCC issue, and renaming the internal SVG device so it stops colliding with svglite. The only functional additions in view are snapshot variants in 1.0.8 and a testthat fix so snapshots are no longer auto-deleted when a test errors or skips. The last release was October 2024.
◆ Where it's heading
The package reached its intended shape at 1.0.0, when snapshot management moved to testthat and vdiffr shed most of its own R and JavaScript code to become a reproducible SVG engine and nothing more. There is not much left to add to that, and the release stream since reads accordingly: it moves when a compiler, an R version, or testthat moves. For a testing dependency this is a healthy end state, though it does mean the package inherits whatever the graphics engine does to snapshot stability.
◆ Prediction
The entries do not support predicting a feature release. The likely next change is a compatibility fix prompted by a compiler or a testthat change, as every release since 1.0.2 has been.
Alternatives to dqcheckr and vdiffr
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 dqcheckr or vdiffr.
nuggets
nuggets keeps compounding on the 2.0 rewrite — more pattern families, lighter install.
projoint
projoint spent a year on CRAN paperwork, then shipped a correctness fix it flagged itself.
eratosthenes
eratosthenes spends 0.1.0 hardening inputs rather than adding chronology methods.
lifecontingencies
An actuarial mainstay spends its releases on CI plumbing, not on new mathematics.
EDAForge
EDAForge is a data-quality auditor renamed mid-flight, still finding its CRAN footing.
See all dqcheckr alternatives → · See all vdiffr alternatives →
Recent activity from dqcheckr and vdiffr
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 24d agodqcheckrConfig generation from data sniffing; run listing added
- 2mo agodqcheckrDuckDB CSV ingestion fixed for undetectable delimiters
- 2mo agodqcheckrSnapshot drift analysis arrives; reports move to Quarto ⚡
- 1y agovdiffrSnapshot variants supported
- 2y agovdiffrRevert to C++11 for a GCC workaround
- 2y agovdiffrRename internal SVG device to avoid svglite collision
- 4y agovdiffrUCRT Windows compatibility under Rtools42
- 4y agovdiffrUCRT Windows compatibility
- 5y agovdiffrSnapshots survive errored and skipped tests
Frequently asked questions
What is the difference between dqcheckr and vdiffr?
They serve adjacent needs but don't currently overlap on shipped themes. dqcheckr 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 dqcheckr better than vdiffr?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. dqcheckr 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 Infra & APIs products to evaluate alongside.
What are the best alternatives to dqcheckr?
Top dqcheckr alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "dqcheckr alternatives" section above for the current picks, or visit /alternatives/dqcheckr for the full list with editorial commentary on each.
What are the best alternatives to vdiffr?
Top vdiffr alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "vdiffr alternatives" section above for the current picks, or visit /alternatives/vdiffr for the full list with editorial commentary on each.