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Incident Lab: on-call training for data engineers Revenue doubled overnight (SEV2, Airflow): Finance: yesterday's revenue on the dashboard is twice what the payment provider settled.Conversion Error: 'N/A' is not a number (SEV2, Snowflake): The stg_payments model has failed three runs in a row. Downstream dashboards are stale.Revenue by segment is 40% too high (SEV2, dbt): Sales: the segment report shows more revenue than we have orders.The churn report is suddenly empty (SEV3, SQL): Customer success: 'customers with no order in 90 days' returned 0 rows this morning. It had 2 yesterday.Binder Error: column "amount" not found (SEV1, Fivetran): Every model downstream of fct_payments failed at 06:00. Executive dashboard is blank.Yesterday's late orders are in today's report (SEV2, Snowflake): Ops: Saturday's sales report is short about $95, and Sunday has orders our New York store says came in Saturday night.Mobile purchases missing from fct_events (SEV2, dbt): Product: a purchase and a signup from yesterday are in the app logs but not in fct_events.Revenue jumped 2,000% after the Japan launch (SEV1, Snowflake): CFO: the board deck shows $15k of revenue for October 1. Settlements say about $430. Which one is right?Conversion rate is 0% every day (SEV3, Postgres): Growth: the funnel dashboard says nobody has converted since we moved it to Postgres. Orders look normal.Midnight renewals missing from every daily load (SEV2, Airflow): Billing: every subscription renewal is missing from the warehouse. Card payments during the day look fine.Products with no March sales vanished from the report (SEV2, dbt): Merchandising: the March product report only lists 3 products. We have 6 in the catalog, and the ones that didn't sell are exactly the ones we need to see.Last year's segment revenue changed overnight (SEV2, dbt): Finance: 2024 business-segment revenue dropped by 400 since last week's board deck. Nobody reloaded 2024 orders.Average order value fell by half with no change in sales (SEV3, SQL): E-commerce lead: the dashboard says AOV dropped from ~$90 to ~$45 since the line-item migration. Revenue and order counts look normal.Delivered shipments showing twice in the tracking table (SEV2, Snowflake): Support: the customer portal shows shipment 1 as both 'out_for_delivery' and 'delivered'. The ops dashboard counts it twice.Revenue per customer short after the "duplicate fix" (SEV2, SQL): Billing: customer 101 paid for three orders (218.00) but the account report shows 169.00.Units shipped doubled for May 1-3 after a backfill (SEV1, Airflow): Ops: the shipments dashboard now shows almost twice the units for May 1-3. Carrier invoices didn't change.Closed accounts showing as suspended (SEV2, Kafka): Support: account 2 was closed on Monday, but the admin panel says it's suspended and billing tried to charge it.Freshness check is green, CRM data is three days old (SEV2, Fivetran): Sales ops: pipeline numbers haven't moved since Sunday, but the data health dashboard is all green.Deleted customers are back in the CRM sync (SEV2, Postgres): Privacy: two customers who had their accounts deleted got this week's marketing email.GMV down 62% today (SEV2, Databricks): Finance: today's GMV tile dropped 62% versus yesterday. Is something wrong with sales or with the data?The Oct 7 revenue figure is above what the payment provider reports (SEV2, Airflow): Finance: the Oct 7 revenue figure on the dashboard is well above the payment provider. The days before match.The daily revenue report doesn't match the New York team's numbers (SEV2, Airflow): Finance (New York): our daily revenue figures never match the dashboard. Totals over the three days agree, single days don't.The segment breakdown of revenue adds up to more than the total (SEV2, Airflow): Finance: the segment breakdown of revenue sums to more than the company total since dim_customers started keeping history.The inactive-customer report is suddenly empty (SEV3, Airflow): Finance: "customers with no orders this week" returned 0 rows this morning. It listed 4 yesterday.stg_orders fails: "Could not convert string 'N/A' to DOUBLE" (SEV2, Airflow): Finance: the revenue dashboard is stale. stg_orders has failed three runs in a row, everything downstream is skipped.Binder Error: column "amount" not found in daily_revenue (SEV1, Airflow): Finance: every revenue report failed at 06:00. Nothing was deployed on our side.Retried batches are doubling orders, and the pipeline is still running (SEV1, Airflow): Finance: the hourly revenue dashboard is above the payment provider and climbing. load_orders retried a batch and keeps running every 2 minutes.The Oct 7 gross bookings figure is above what the driver payout file reports (SEV2, Databricks): Ops: the Oct 7 gross bookings figure on the dashboard is well above the driver payout file. The days before match.The daily gross bookings report doesn't match the Mumbai team's numbers (SEV2, Databricks): Ops (Mumbai): our daily gross bookings figures never match the dashboard. Totals over the three days agree, single days don't.The city breakdown of gross bookings adds up to more than the total (SEV2, Databricks): Ops: the city breakdown of gross bookings sums to more than the company total since dim_drivers started keeping history.The inactive-driver report is suddenly empty (SEV3, Databricks): Ops: "drivers with no trips this week" returned 0 rows this morning. It listed 4 yesterday.stg_trips fails: "Could not convert string 'N/A' to DOUBLE" (SEV2, Databricks): Ops: the gross bookings dashboard is stale. stg_trips has failed three runs in a row, everything downstream is skipped.Binder Error: column "fare" not found in daily_bookings (SEV1, Databricks): Ops: every gross bookings report failed at 06:00. Nothing was deployed on our side.Retried batches are doubling trips, and the pipeline is still running (SEV1, Databricks): Ops: the hourly gross bookings dashboard is above the driver payout file and climbing. load_trips retried a batch and keeps running every 2 minutes.The Oct 7 collected revenue figure is above what Stripe reports (SEV2, dbt): RevOps: the Oct 7 collected revenue figure on the dashboard is well above Stripe. The days before match.The daily collected revenue report doesn't match the Berlin team's numbers (SEV2, dbt): RevOps (Berlin): our daily collected revenue figures never match the dashboard. Totals over the three days agree, single days don't.The plan breakdown of collected revenue adds up to more than the total (SEV2, dbt): RevOps: the plan breakdown of collected revenue sums to more than the company total since dim_accounts started keeping history.The inactive-account report is suddenly empty (SEV3, dbt): RevOps: "accounts with no payments this week" returned 0 rows this morning. It listed 4 yesterday.stg_payments fails: "Could not convert string 'N/A' to DOUBLE" (SEV2, dbt): RevOps: the collected revenue dashboard is stale. stg_payments has failed three runs in a row, everything downstream is skipped.Binder Error: column "amount" not found in daily_collections (SEV1, dbt): RevOps: every collected revenue report failed at 06:00. Nothing was deployed on our side.Retried batches are doubling payments, and the pipeline is still running (SEV1, dbt): RevOps: the hourly collected revenue dashboard is above Stripe and climbing. stripe_payments_sync retried a batch and keeps running every 2 minutes.