RStudio
RStudio's first October patch is a branch merge, extending a long run of release-train upkeep.
Comparison · Analytics
dbt Core vs ThingsBoard
A side-by-side editorial comparison of dbt Core and ThingsBoard — release velocity, themes, recent moves, and the top alternatives to consider.
dbt Core vs ThingsBoard: at a glance
What is dbt Core?
dbt's 1.x releases now point users at v2 straight from the command line.
dbt 2.0 GA split the project into a proprietary 'dbt' binary and dbt-oss, and the 2.0 dev channel has since added read-only Databricks Unity Catalog access through Lake Compute. The 1.x line is still shipping: 1.13.0b1 adds an opt-in --use-v2-parser that hands parsing to the Fusion parser, and today's 1.12.6 prints a v2 availability notice on dbt --version and relays Fusion parser logs through the otel log format.
What is ThingsBoard?
ThingsBoard closes a script-sandbox file write and dozens of CVEs on its 4.3 and 4.2 lines.
ThingsBoard keeps three lines patched in parallel: 4.4, 4.3.1 and the 4.2 LTS. On October 27, 4.3.1.8 and 4.2.2.8 shipped a large security batch: dozens of dependency CVEs, a fix for arbitrary file writes from the TBEL script sandbox, and tamper protection for the OAuth2 authorization cookie. They also fix partitions lost after a ZooKeeper session expiry and unbounded Kafka topic growth from RPC and REST replies, and add IoT Hub search and filter changes.
dbt Core vs ThingsBoard: editorial side-by-side
dbt Core
6.3ANALYTICS
dbt's 1.x releases now point users at v2 straight from the command line.
◆ Current state
dbt 2.0 GA split the project into a proprietary 'dbt' binary and dbt-oss, and the 2.0 dev channel has since added read-only Databricks Unity Catalog access through Lake Compute. The 1.x line is still shipping: 1.13.0b1 adds an opt-in --use-v2-parser that hands parsing to the Fusion parser, and today's 1.12.6 prints a v2 availability notice on dbt --version and relays Fusion parser logs through the otel log format.
◆ Where it's heading
The 1.x branch is being turned into an on-ramp for v2: a PyPI banner in 1.12.5, a CLI notice in 1.12.6, deprecated-version warnings and the Fusion parser opt-in in 1.13. Meanwhile 2.0 work concentrates on adapter parity (ClickHouse, Databricks) and Lake Compute.
◆ Prediction
Expect 1.13 to reach GA with the v2 parser opt-in and more migration prompts, and 2.0.x to extend Lake Compute past read-only Unity access. The entries don't show an end-of-life date for 1.x.
ThingsBoard
5.0ANALYTICS
ThingsBoard closes a script-sandbox file write and dozens of CVEs on its 4.3 and 4.2 lines.
◆ Current state
ThingsBoard keeps three lines patched in parallel: 4.4, 4.3.1 and the 4.2 LTS. On October 27, 4.3.1.8 and 4.2.2.8 shipped a large security batch: dozens of dependency CVEs, a fix for arbitrary file writes from the TBEL script sandbox, and tamper protection for the OAuth2 authorization cookie. They also fix partitions lost after a ZooKeeper session expiry and unbounded Kafka topic growth from RPC and REST replies, and add IoT Hub search and filter changes.
◆ Where it's heading
After the 4.4 feature release the project is back to maintenance on all supported lines, mostly security and runtime fixes, with the IoT Hub catalogue getting steady UI work alongside. Feature work arrives in larger, infrequent releases.
◆ Prediction
A matching 4.4.0.x patch with the same security batch is the likely next entry; 4.4 got no patch in this batch.
Alternatives to dbt Core and ThingsBoard
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 ThingsBoard.
OpenReplay
OpenReplay moves its Go backend to pgx v5 and patches vulnerable deps across 1.25–1.27.
Basedash
Basedash automations can now attach scheduled CSV exports to Slack and email.
OpenPanel
OpenPanel tags three more note-free builds in one evening, reaching 3.16.4.
Fulcrum
Fulcrum turns on Insights, its AI assistant for field data, for every customer.
Holistics
Holistics lets admins put a key dashboard on everyone's Home page.
See all dbt Core alternatives → · See all ThingsBoard alternatives →
Recent activity from dbt Core and ThingsBoard
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2d agoThingsBoardThingsBoard 4.3.1.8 fixes TBEL sandbox file write and CVE batch
- 2d agoThingsBoardThingsBoard 4.2.2.8: LTS security backport
- 7d agoThingsBoardThingsBoard 4.4.0.1: 2026 time zone data update
- 7d agoThingsBoardThingsBoard 4.3.1.7: 2026 time zone data update
- 7d agoThingsBoardThingsBoard 4.2.2.7: 2026 time zone data update
- 15d agodbt Coredbt 1.12.6 points users to v2 and fixes Fusion parser logging
- 15d agodbt Coredbt 1.11.16 fixes nested wildcard selectors, adds tarball path check
- 15d agodbt Coredbt-core 1.13 beta adds opt-in Fusion parser and dbt login
- 1mo agoThingsBoardThingsBoard 4.4 Release
- 1mo agodbt CoreLake Compute gains Databricks Unity Catalog read access
- 1mo agodbt Coredbt v2.0.0 ⚡
- 1mo agodbt Coredbt v1.12.5
Frequently asked questions
What is the difference between dbt Core and ThingsBoard?
They serve adjacent needs but don't currently overlap on shipped themes. dbt Core is currently shipping more aggressively (velocity 6.3 vs 5.0), 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 ThingsBoard?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. dbt Core is currently shipping more aggressively (velocity 6.3 vs 5.0), 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 ThingsBoard?
Top ThingsBoard alternatives in Analytics are ranked by recent ship velocity. Browse the "ThingsBoard alternatives" section above for the current picks, or visit /alternatives/thingsboard for the full list with editorial commentary on each.