dbt Data Tool
A developer-focused tool to analyze dbt projects, revealing models, tests, lineage, and run outcomes for faster maintenance and pipeline optimization.
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About This Tool
Conceptually, the tool builds a dependency graph from dbt nodes (models, seeds, sources), identifies cycles, and measures depth via the longest path. It cross-maps tests to models to report coverage and flags gaps where tests are missing or outdated. When run results are supplied, it aggregates status across environments and time windows to show recent reliability.
Who Benefits: analytics engineers, data platform teams, and data scientists who maintain dbt pipelines, perform onboarding, or prepare CI/CD checks. Unique differentiator: it combines static artifact analysis with optional run-data to reveal actionable insights like orphan models, dependencies that cause rebuild bottlenecks, and potential run-time issues across environments.
Core features include artifact parsing, graph construction, cycle detection, lineage depth calculation, test-to-model mapping, run-result aggregation, and exportable summaries suitable for dashboards or reports. Use cases include project intake, release readiness, auditing model counts, and validating pipeline health before deployment.
Outputs are designed for automation: a structured metrics object, a human-readable summary, and exportable formats (JSON/CSV). The tool emphasizes deterministic results, reproducibility across environments, and clear signals for optimization tasks.
How to Use
- Provide inputs: project_path, profiles_dir, target, optional model filters.
- Run analysis: the tool reads manifest.json and run_results.json if present.
- Review outputs: examine model_count, lineage_depth, cycles, and test_coverage.
- Identify actions: remove or refactor orphan models, adjust tests, or fix cycles.
- Export results: save as JSON or CSV for CI/CD or dashboards.
Frequently Asked Questions
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Can it handle large dbt projects?
What metrics are produced?
Is localization supported?
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