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Comparison · Analytics
dbt Core vs inbotheme
A side-by-side editorial comparison of dbt Core and inbotheme — release velocity, themes, recent moves, and the top alternatives to consider.
dbt Core vs inbotheme: at a glance
What is dbt Core?
dbt Fusion's second beta is adapter work: ClickHouse gets materializations, indexes, and catalogs
Fusion 2.0 is in its second beta, and the content has shifted from engine capability to adapter coverage. beta.2 is almost entirely ClickHouse — Dictionary materialization, index definitions, additional settings, a relation-scoped catalog macro that fixes --write-catalog, and a seed nullability fix — plus Entra bearer-token authentication for the Fabric adapter. Behind it sits the August 14 backport wave, which cut releases for 1.1 through 1.8 in a single day to deliver one deprecated-version warning.
What is inbotheme?
An institutional ggplot2 theme in slow maintenance, tracking upstream deprecations.
INBOtheme supplies ggplot2 themes and colour palettes matching the house style of INBO and the Flemish government. The current release is compatibility work: silencing ggplot2 deprecation warnings, quieting an interactive palette message, and refreshing the shared checklist tooling INBO uses across its packages. The substantive palette work happened two years earlier.
dbt Core vs inbotheme: editorial side-by-side
dbt Core
6.3ANALYTICS
dbt Fusion's second beta is adapter work: ClickHouse gets materializations, indexes, and catalogs
◆ Current state
Fusion 2.0 is in its second beta, and the content has shifted from engine capability to adapter coverage. beta.2 is almost entirely ClickHouse — Dictionary materialization, index definitions, additional settings, a relation-scoped catalog macro that fixes --write-catalog, and a seed nullability fix — plus Entra bearer-token authentication for the Fabric adapter. Behind it sits the August 14 backport wave, which cut releases for 1.1 through 1.8 in a single day to deliver one deprecated-version warning.
◆ Where it's heading
The two ends of this project are pulling apart cleanly. Old branches are being prepared for retirement — a deprecation warning fanned across eight of them, Python 3.8 testing dropped from 1.4 through 1.6 — while Fusion accumulates the adapter breadth it needs to be a credible replacement. beta.1 proved the engine could bind without a catalog; beta.2 is the unglamorous follow-through of making a specific warehouse work properly.
◆ Prediction
Expect further beta releases filling in per-adapter gaps rather than new engine capability, and formal end-of-life notices for the branches that just took the deprecation warning.
inbotheme
0.0ANALYTICS
An institutional ggplot2 theme in slow maintenance, tracking upstream deprecations.
◆ Current state
INBOtheme supplies ggplot2 themes and colour palettes matching the house style of INBO and the Flemish government. The current release is compatibility work: silencing ggplot2 deprecation warnings, quieting an interactive palette message, and refreshing the shared checklist tooling INBO uses across its packages. The substantive palette work happened two years earlier.
◆ Where it's heading
Development is reactive rather than directional — the package changes when ggplot2 changes or when institutional branding does. The 0.6.0 release reworked palettes and split the documentation; since then the only movement has been keeping that surface valid against upstream deprecations. Note that the feed is not strictly chronological, with 0.5.7 published after 0.5.8.
◆ Prediction
The next release is most likely another ggplot2 compatibility pass; a branding refresh would be the only plausible trigger for anything larger, and nothing in these entries signals one.
Alternatives to dbt Core and inbotheme
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 inbotheme.
Holistics
Holistics keeps fencing in the AI layer it spent the summer building.
Dovetail
Dovetail spent July opening doors to other tools and August making its own rooms easier to enter.
tulpa
The 0.0.x train stops at CRAN: tulpa's engine ships to the ecosystem it already anchors.
AgencyAnalytics
AgencyAI got skills three weeks ago; everything since has been making them routine.
NocoDB
Interfaces gets the permissions layer it needed, one release after launching.
See all dbt Core alternatives → · See all inbotheme alternatives →
Recent activity from dbt Core and inbotheme
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agodbt CoreFusion beta.2 fills in ClickHouse materializations and catalogs
- 5d agodbt Coredbt 1.2.7 backports the deprecated-version warning and old fixes
- 5d agodbt Coredbt 1.1.6 backports the deprecated-version warning and old fixes
- 5d agodbt Coredbt 1.3.8 backports the deprecated-version warning
- 5d agodbt Coredbt 1.4.10 drops Python 3.8 and warns on deprecated versions
- 5d agodbt Coredbt 1.5.12 drops Python 3.8 and warns on deprecated versions
- 1y agoinbothemeClears ggplot2 deprecation warnings and updates tooling
- 3y agoinbothemePalette overhaul with ordinal and gradient scales
- 4y agoinbothemeRemoves bundled fonts over showtext rendering problems
- 5y agoinbothemeAdds NARA theme; renames objects to snake_case
- 5y agoinbothemetraffic_palette() becomes the default ordinal palette
- 7y agoinbothemeVersion 0.5.5.3
Frequently asked questions
What is the difference between dbt Core and inbotheme?
They serve adjacent needs but don't currently overlap on shipped themes. dbt Core is currently shipping more aggressively (velocity 6.3 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 dbt Core better than inbotheme?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. dbt Core is currently shipping more aggressively (velocity 6.3 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 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 inbotheme?
Top inbotheme alternatives in Analytics are ranked by recent ship velocity. Browse the "inbotheme alternatives" section above for the current picks, or visit /alternatives/inbotheme for the full list with editorial commentary on each.