It reads where your data already lives.

Warehouse

• Postgres Read replicas queried on a schedule, never your primary.
• BigQuery Service-account scoped to the datasets you name.
• Snowflake Key-pair auth, per-warehouse compute caps honoured.
• Redshift Unload-free reads through the data API.
• ClickHouse For event tables the others choke on.

Modelling

• dbt Metric definitions imported from your semantic layer.

Source

• Stripe Bookings, expansion and churn resolved to the invoice.
• Segment Event streams for acquisition and activation panels.

Alerting

• Slack A threshold breach posts to the channel that owns it.
• PagerDuty Latency SLO misses page the on-call, not the whole team.
• Webhooks Signed payloads to any endpoint you run.

Export

• Google Sheets A live range for the one stakeholder who wants a grid.