Data EngineeringSaaSDevTools

SchemaSentinel

Schema change impact analysis to prevent broken dashboards

Problem
When source tables drop or rename columns, data engineers struggle to trace end-to-end impact on dbt transformations and BI reports, often leading to broken dashboards.
Solution
Connects to data warehouses and BI tools, automatically parses schema change impact chains, visualizes downstream affected objects, and generates fix suggestions.
Users
Data engineers and analytics engineers
MVP
Parse dbt project metadata; diff schema changes; show downstream report dependency graph; flag affected fields
Revenue
Subscription at $29/mo per project, or tiered by number of data sources
Why now
Modern data stacks are widespread with frequent changes, existing tools lack end-to-end impact analysis, and indie developers can focus on this niche

Source discussions · 1

  1. Reddit[r/SaaS] Building a SaaS to navigate Schema changes and prevent broken dashboards. Work in progress. Looking for feedback.
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