Automation without losing control.

DataX applies approved optimizations within policies you define — and logs every action for audit and rollback.

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Automation is about DataX behavior — not your pipelines.

Opt-in policies and scoped permissions
Confidence scoring gates execution
Approval workflows for higher-risk changes
Every action logged with reason, impact, rollback readiness
Observe only
Recommend only
Auto-apply safe
Approval required

If it wasn’t logged, it didn’t happen.

Audit Event DetailsExecuted
DetectedWarehouse Oversizing (Snowflake)
Flagged Reason95th percentile utilization < 15% for 7 days
Action TakenResized Medium → Small
Approved ByAuto-Apply (Policy: Safe Optimization)

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Read-only default

Explicit opt-in

Scoped permissions

Full audit trail

Reversible actions