Lag chart
Stream lag view with demo series.
Redwood City
- Protected this month$1.4M+62%
- Checks run154,280+41%
- Quiet failures247+19%
- Median notice41 sec−38%
New York, NY
Live monitors347
Integration · Streaming
Apache Kafka
Consumer lag and backlog metrics for stream → warehouse pipelines.
The problem
Kafka lag shows up in infra tools but not beside dbt and mart freshness.
The outcome
Lag metrics on the hybrid board correlate stream delay with stale marts.
Ready
Connect UI
Lag
Cursor minutes
Groups
Consumer health
What you get
Correlation
Lag spike + dbt skip templates.
Pub/Sub parity
Same UX for GCP Pub/Sub lag.
WIRE LATER
Kafka JMX / Confluent metrics API.
- ✓View: stream-lag
- ✓Integrations wall: Kafka Ready tile
Related
Integration · Warehouse
Google BigQuery
Freshness and cost from INFORMATION_SCHEMA and JOBS — never result rows.
Integration · Transform
dbt Core
Upload run_results.json or wire a webhook for calm failure triage.
Integration · Transform
dbt Cloud
Same triage path for Cloud runs — artifact-first, rows never exported.
Try VectorData, then decide
Open workspace, or book a Data Stack Health Audit credited toward Managed.