Data Quality Dashbaord - I have a requirement to build a custom designed quality dashboard in dbx

Databricks2206 — Thu, 23 Jul 2026 05:54:52 GMT

I have a requirement to build a custom designed quality dashboard in dbx. The requirement is like user have to view the quality of data metrics in a single dahsboard for many tables, irrespective of viewing it via inbuilt data quality option available in every table. what is the best design approcah .please explain.

Re: Data Quality Dashbaord - I have a requirement to build a custom designed quality dashboard in db

DoTA — Thu, 23 Jul 2026 12:41:12 GMT

Hi @Databricks2206,

For us we have try a couple of approaches

Option 1: DQX (Databricks Labs Data Quality Framework) - this is purpose-built for what you're describing. It ships a pre-built dashboard with three tabs, including a "Data Quality Summary" tab that gives aggregated quality statistics across all monitored tables, giving you a high-level view of your data quality status - plus a time-series tab and a full-snapshot tab per table. It deploys automatically when you install DQX via the Databricks CLI, or you can import the dashboard directly from the GitHub repo. See: https://databrickslabs.github.io/dqx/docs/guide/quality_dashboard/

Option 2: Native Lakehouse Monitoring - if you'd rather not add a labs/third-party framework, Databricks' built-in monitoring creates two Delta tables per monitored table: {output_schema}.{table_name}_profile_metrics and {output_schema}.{table_name}_drift_metrics (docs: https://docs.databricks.com/aws/en/lakehouse-monitoring/monitor-output). If you point every table's monitor at the same output_schema_name, all your tables' metrics land in one schema, namespaced by table name - so you can build a single UNION ALL view across them and put a regular AI/BI Dashboard on top. More manual than DQX's dashboard, but zero extra dependencies.

For "many tables, one view" specifically, I'd start with DQX's dashboard since that's exactly the gap it's built to fill - worth checking if the Data Quality Summary tab already covers your metrics before building something custom on Lakehouse Monitoring.

We are now basically forking the DQX, and customizing it ourself.

topic Data Quality Dashbaord - I have a requirement to build a custom designed quality dashboard in dbx in Warehousing & Analytics

Data Quality Dashbaord - I have a requirement to build a custom designed quality dashboard in dbx

Re: Data Quality Dashbaord - I have a requirement to build a custom designed quality dashboard in db