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Comparison · Analytics
dbt Core vs mlr3measures
A side-by-side editorial comparison of dbt Core and mlr3measures — release velocity, themes, recent moves, and the top alternatives to consider.
dbt Core vs mlr3measures: at a glance
What is dbt Core?
dbt keeps three maintenance branches alive while Fusion 2.0 crosses into beta.
dbt-core is running two lines at once: a Python 1.x maintenance train across 1.10, 1.11 and 1.12, and the Rust Fusion 2.0 rewrite now in its first beta. The August 12 batch pushed the same deprecated-version warning into all three maintenance branches on one day, with the substantive work isolated to 1.12.1 (OpenTelemetry spans for node and hook execution) and 1.11.13 (deterministic unit-test resolution). Fusion is where the capability surface is actually widening.
What is mlr3measures?
mlr3measures is systematically retrofitting sample weights across every metric
mlr3measures is the metric library behind mlr3. Recent releases follow two threads: adding measures — linex, pinball, Mu AUC, gmean, gpr, mcc — and retrofitting sample_weights support across the existing ones, reaching AUC and the confusion-matrix family in 1.3.0. Along the way 1.1.0 deprecated four regression measures and corrected the bias definitions.
dbt Core vs mlr3measures: editorial side-by-side
dbt Core
7.5ANALYTICS
dbt keeps three maintenance branches alive while Fusion 2.0 crosses into beta.
◆ Current state
dbt-core is running two lines at once: a Python 1.x maintenance train across 1.10, 1.11 and 1.12, and the Rust Fusion 2.0 rewrite now in its first beta. The August 12 batch pushed the same deprecated-version warning into all three maintenance branches on one day, with the substantive work isolated to 1.12.1 (OpenTelemetry spans for node and hook execution) and 1.11.13 (deterministic unit-test resolution). Fusion is where the capability surface is actually widening.
◆ Where it's heading
The 1.x branches are converging on housekeeping — deprecation warnings, jsonschema definitions synced down from Fusion, parse-order determinism, adapter config recognition. That is the signature of a codebase being held stable rather than extended. Fusion 2.0 is absorbing the new work: catalog-free binding, a lint rule engine, node selection for lint and format, a self-hostable docs server.
◆ Prediction
Expect the maintenance branches to keep taking cross-branch warnings and adapter-config fixes while Fusion moves through further betas. The OpenTelemetry work in 1.12.1 is flag-gated behind --snowflake-projects-otel, which suggests tracing arrives unflagged in a later release.
mlr3measures
0.0ANALYTICS
mlr3measures is systematically retrofitting sample weights across every metric
◆ Current state
mlr3measures is the metric library behind mlr3. Recent releases follow two threads: adding measures — linex, pinball, Mu AUC, gmean, gpr, mcc — and retrofitting sample_weights support across the existing ones, reaching AUC and the confusion-matrix family in 1.3.0. Along the way 1.1.0 deprecated four regression measures and corrected the bias definitions.
◆ Where it's heading
The library is maturing rather than growing: weighted evaluation and observation-wise loss functions are being brought to metrics that already existed, which is what downstream weighted-resampling and per-observation analysis need. The deprecations suggest the maintainers are willing to remove measures they consider ill-defined rather than keep them for compatibility.
◆ Prediction
Expect sample_weights and observation-wise variants to reach the remaining measures that lack them.
Alternatives to dbt Core and mlr3measures
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 dbt Core or mlr3measures.
textrecipes
Text features finally stay sparse all the way to the model.
probably
The package that made calibration a step instead of an afterthought.
workflowsets
workflowsets keeps widening what counts as a model worth comparing.
workflows
The tidymodels pipeline grew a third stage, and it happens after the model runs.
vetiver
Posit's MLOps package went quiet for two years, then came back to keep up with recipes.
See all dbt Core alternatives → · See all mlr3measures alternatives →
Recent activity from dbt Core and mlr3measures
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 21h agodbt Coredbt 1.12.2 stops flagging Databricks configs as unknown keys
- 1d agodbt Coredbt 1.10.23 backports the deprecated-version warning
- 1d agodbt Coredbt 1.11.13 makes unit-test model resolution parse-order independent
- 1d agodbt Coredbt 1.12.1 adds OpenTelemetry spans for node and hook execution
- 3d agodbt Coredbt Fusion 2.0 reaches its first beta with catalog-free SQL binding ⚡
- 24d agodbt CoreFusion alpha.5 adds catalog_database and Redshift datasharing catalogs
- 3mo agomlr3measuresWeighted AUC and weighted confusion-matrix measures
- 8mo agomlr3measuresObservation-wise loss for bbrier and logloss
- 11mo agomlr3measuresrse, rsq, rrse and rae deprecated; bias measures corrected
- 1y agomlr3measureslinex, pinball and Mu AUC measures added
- 2y agomlr3measuresgmean, gpr and multiclass MCC added
- 4y agomlr3measuresObservation-wise loss functions introduced
Frequently asked questions
What is the difference between dbt Core and mlr3measures?
They serve adjacent needs but don't currently overlap on shipped themes. dbt Core is currently shipping more aggressively (velocity 7.5 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 dbt Core better than mlr3measures?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. dbt Core is currently shipping more aggressively (velocity 7.5 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 dbt Core?
Top dbt Core alternatives in Analytics are ranked by recent ship velocity. Browse the "dbt Core alternatives" section above for the current picks, or visit /alternatives/dbt-core for the full list with editorial commentary on each.
What are the best alternatives to mlr3measures?
Top mlr3measures alternatives in Analytics are ranked by recent ship velocity. Browse the "mlr3measures alternatives" section above for the current picks, or visit /alternatives/mlr3measures for the full list with editorial commentary on each.