All clear — monitoring lineagemodel healthy
Watching churn_predictor lineage · checked just now · every 3s
Detect
Analyze
Remediate
Write-back
DriftGuard watches DataHub continuously. Change a source column (make schema-change) and the pipeline above fires on its own — no clicks.
Lineage · blast radius
dataset
customer_orders
purchase_amount_cents · cents→dollars
DerivedFrom
mlFeature
avg_purchase_value
avg spend / customer
Consumes
mlModel
churn_predictor
v3 · production
deployment
churn-scoring-prod
live endpoint
Impact
Waiting for a change — the blast radius and AUC damage appear here automatically.
Remediation
When a change is detected, the auto-generated fix — a fail-loud guard against the drift — appears here.
Write-back → DataHub
contributes to the graphOn each detection, DriftGuard tags the model, raises a deprecation banner, and records the incident in DataHub — visible in the catalog and fully reversible.
Graph audit · standing risks
Scanning the graph…