mlr3mbo
mlr3mbo picked its defaults from a benchmark study, not from taste
Comparison · Analytics
dbt Core vs desirability2
A side-by-side editorial comparison of dbt Core and desirability2 — release velocity, themes, recent moves, and the top alternatives to consider.
dbt Core vs desirability2: 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 desirability2?
desirability2 is making multi-metric model selection a first-class tidymodels step.
desirability2 implements desirability functions, which map several metrics onto a common 0-1 scale so they can be combined into a single objective. The package is young: three releases, the first of which only added a NEWS file. Its substance arrived in 0.1.0 with hooks into tidymodels' tune package.
dbt Core vs desirability2: 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.
desirability2
0.0ANALYTICS
desirability2 is making multi-metric model selection a first-class tidymodels step.
◆ Current state
desirability2 implements desirability functions, which map several metrics onto a common 0-1 scale so they can be combined into a single objective. The package is young: three releases, the first of which only added a NEWS file. Its substance arrived in 0.1.0 with hooks into tidymodels' tune package.
◆ Where it's heading
The direction is integration rather than standalone use. Version 0.1.0 added select_best_desirability() and show_best_desirability() to resolve a tuning run against several metrics at once; 0.2.0 exported make_desirability_cols() so other packages can build on it and made data-driven limits the default, removing the need to state ranges by hand. Both releases move work from the user into the package.
◆ Prediction
The exported helper and the developer-facing desirability() API point to adoption by other tidymodels packages as the next step rather than new functionality here.
Alternatives to dbt Core and desirability2
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 desirability2.
loo
loo keeps rewriting the diagnostics Bayesian modellers read off model comparison
mlr3fselect
mlr3fselect turned feature selection into an asynchronous, distributable job
lime
lime survives on compatibility patches years after its research moment
mlr3measures
mlr3measures is systematically retrofitting sample weights across every metric
mlr3cluster
mlr3cluster went from a handful of clusterers to covering the field
See all dbt Core alternatives → · See all desirability2 alternatives →
Recent activity from dbt Core and desirability2
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
- 11mo agodesirability2make_desirability_cols() exported; data-driven limits on by default
- 1y agodesirability2Desirability-based model selection added for tune ⚡
- 3y agodesirability2NEWS.md added to track package changes
Frequently asked questions
What is the difference between dbt Core and desirability2?
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 desirability2?
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 desirability2?
Top desirability2 alternatives in Analytics are ranked by recent ship velocity. Browse the "desirability2 alternatives" section above for the current picks, or visit /alternatives/desirability2 for the full list with editorial commentary on each.