Data quality monitoring ensures incoming data meets standards before it reaches dashboards and reports. Manual validation is slow, error-prone, and delays detection of problems by hours or days.
Automation runs validation rules instantly on every data load, calculates quality scores, and alerts teams to issues in minutes. Bad data is caught before it reaches end users.
The full workflow, from trigger to completion.
Automation is triggered when new data arrives in the staging database or a scheduled validation window opens. The trigger captures the dataset name, row count, and timestamp.
The automation platform executes a suite of pre-configured validation rules against the dataset, checking for nulls, duplicates, out-of-range values, schema compliance, and referential integrity. Results are logged with severity levels.
The automation evaluates validation results, calculates a data quality score, identifies patterns in failures, and determines if the issue is critical, warning, or informational.
If issues are found, a formatted alert is sent to the appropriate channel with the quality score, affected fields, record counts, and a link to the detailed report.
All detected issues are automatically logged to a centralized tracking system with metadata, severity, and timestamp, creating an audit trail and historical record.
If data quality score falls below a critical threshold, an incident is automatically created to page the on-call engineer for immediate investigation.
Validation results and quality metrics are pushed, updating a real-time data quality dashboard that shows trends, failure rates, and issue history.
No credit card, no commitment. Map your process and walk away with a full build plan.
A visual process map, automation spec, delivery timelines, and everything needed to build it, customized to your workflow and tools.
Custom pricing, ROI projection, and payback timeline based on your actual process, not industry averages.
Your build plan stays in your workspace with no expiry. Move forward whenever the timing is right.
Other high-impact processes teams commonly map alongside this one.
Everything you need to know before mapping this process.
Map this to your business to get your exact numbers.
Map This AutomationNo credit card required — it's free.