7.45Structured logging
Bad:
ERROR SOMETHING FAILED
Better:
{
"level": "ERROR",
"event": "salesforce_upsert_failed",
"customerId": "C001",
"correlationId": "7f82...",
"errorType": "SALESFORCE:CONNECTIVITY",
"retryAttempt": 2
}
Then Datadog/Splunk/ELK can answer:
How many Salesforce timeouts today?
Which customer IDs were affected?
Which failures exhausted retries?
This connects strongly to quality engineering.