dbt
dbt is a data transformation tool that enables analytics engineers and data teams to build, test, and document data models in SQL.
About this data
Updated June 29, 2026
Overall Pulse Score
+12 over this period
A 0-100 index summarizing the tone of 2,108 relevant public mentions gathered from public online communities across 23 weeks in the selected period. It measures online sentiment, not a rating of the product's quality.
Weekly Sentiment Trend
Pulse Score by week over the selected period. Each point is one complete week of mentions.
This week in public discussion
Discussion around dbt over the recent period was dominated by bug reports and reliability concerns, which together accounted for the large majority of negative mentions. Commenters flagged issues including dependency conflicts with the dbt-core 2.0 alpha, credential exposure risks, and adapter compatibility problems with platforms like Snowflake and ClickHouse. A smaller but notable thread of praise centered on specific features and integrations. Feature requests were active on both sides, suggesting ongoing engagement despite frustration.
Read the deeper analysisAI-generated summary of public online discussion during this period. It reflects the tone of that discussion, not facts about the product or our views.
Sentiment mix by week
How the tone of public discussion splits each week.
Ringed points mark weeks with unusually high discussion volume, more than double this product's typical week.
Most-discussed praise
Most-discussed complaints
Themes across the selected period, with mention counts.
How dbt compares
Pulse Score over the selected period versus the top tracked competitors in Software.
Where the mentions come from
Share of the 2,108 relevant public mentions in the selected period, by source.
Sample public mentions
Showing 5 of 2,108 analyzed public mentions in this period, with links to the original source. We do not reproduce full threads.
“[Bug] 1.24.0 upgrade breaks dbt run. ### Is this a new bug? - [x] I believe this is a new bug - [x] I have searched the existing issues, and I could not find an existing issue for this bug Which packages are affected? - [x] dbt-adapters - [ ] dbt-tests-adapter - [ ] dbt-athena - ...”
“[Discrepancy] Fusion does ahead of time adapter.get_columns_in_relation() which results in incorrect SQL compilation during build time. ### Before you submit - [x] I have confirmed this behavior works correctly in dbt Core - [x] I have searched the existing issues and could not f...”
“[Feature] Support for UDTFs (Table-Returning Functions) in dbt Core. ### Is this your first time submitting a feature request? - [x] I have read the expectations for open source contributors - [x] I have searched the existing issues, and I could not find an existing issue for thi...”
“Credentials can be viewed by anyone with macro. **Is your feature request related to a problem? Please describe.** I poked around and found out that credentials can be easily viewed with macro This method appeared in commit https://github.com/ClickHouse/dbt-clickhouse/commit/24af...”
“dbt-postgres installation using pip installs dbt-core v2.0.0-alpha.1 leading to "The 'postgres' adapter is not yet supported by dbt Fusion" error on Windows 11. ### Is this a new bug? - [x] I believe this is a new bug - [ ] I have searched the existing issues, and I could not fin...”
9,959+ more analyzed mentions, full history, and theme breakdowns are part of Pro.
Get ProDeeper analysis
- Bugs and reliability complaints dominated discussion by a wide margin, shaping a persistently skeptical tone across the window.
- Sentiment climbed from a low point in early May to a peak in early June before softening slightly in the most recent weeks.
- Opinion was divided between commenters praising new features and integrations and those arguing that core stability problems undercut those additions.
- Dependency and compatibility breakage around a major version transition generated some of the most pointed and widely shared frustration in recent threads.
| Praise theme | Mentions |
|---|---|
| Strong features | 83 |
| Feature requests | 80 |
| Good integrations | 62 |
| New releases | 36 |
| Easy to use | 33 |
| Complaint theme | Mentions |
|---|---|
| Bugs | 1169 |
| Reliability | 674 |
| Missing features | 309 |
| Feature requests | 136 |
| Lacking integrations | 90 |
Public discussion around dbt over the past four weeks was dominated overwhelmingly by frustration, with bugs and reliability concerns accounting for the large majority of complaint-side mentions. Commenters surfaced a recurring pattern of dependency and compatibility breakage, with several mentions pointing specifically to a dbt-core alpha version being pulled in unexpectedly through adapter installs, causing hard errors during normal workflows. The tone in these threads was notably sharp, with contributors characterizing the issues as regressions introduced by versioning constraints rather than edge cases, suggesting a sense among commenters that release hygiene had slipped.
Security-adjacent concerns also surfaced in discussion, with at least one mention describing credential exposure through a macro pathway, a thread that attracted anxious commentary about trust and safe defaults. Integration friction appeared frequently as well, with commenters expressing disappointment that certain adapters and third-party orchestration tools were not handling dbt output statuses gracefully, leading to cascading failures they described as misleading or incorrect.
The score trajectory tells a story of gradual recovery from a notably low baseline in early May, climbing through late May and peaking in the first two weeks of June before easing back slightly. The mention volume spiked sharply in early and mid-June, suggesting a catalyst such as a release or announcement drew a much larger audience into conversation. Sentiment improved during that surge but did not hold fully, retreating modestly in the most recent weeks as bug-related threads continued to accumulate.
Opinion was divided most visibly around the direction of the product. Feature praise and integration appreciation appeared meaningfully in discussion, with commenters expressing genuine enthusiasm for certain new capabilities and requesting expansions. But others countered that foundational reliability issues made new features feel premature, a tension that ran through several threads and kept overall sentiment well below neutral.
AI-generated summary of public online discussion during this period. It reflects the tone of that discussion, not facts about the product or our views.
Member perspectives
Individual opinions from Pro members, posted over time. These are personal member views, not aggregated sentiment data.
Overall Pulse Score
+12 over this period
A 0-100 index summarizing the tone of 2,108 relevant public mentions gathered from public online communities across 23 weeks in the selected period. It measures online sentiment, not a rating of the product's quality.
Data summary
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