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Notes on email delivery data

Practical writing for delivery and deliverability teams: what receiving mailbox providers are actually telling you, how to read it fast, and how to prove a fix worked.

BigStats vs. the typical deliverability consultant.
·6 min read

BigStats vs. the typical deliverability consultant.

Consultants can be helpful. But advice is stronger when it's backed by the underlying MTA data — and most engagements never get direct access to it. Here's what changes when you do.

DeliverabilityConsultantsMonitoring
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·8 min read

Monitoring KumoMTA: what to watch beyond the logs.

KumoMTA's logs are excellent — and they are not a monitoring strategy. Here's what delivery-health monitoring on KumoMTA actually requires: the log records that matter, the signals that move first, and how to turn TransientFailure noise into an early-warning system.

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·6 min read

Amazon SES is now a first-class source in BigStats.

SES configuration-set events now flow into BigStats over Amazon SNS with verified signatures and automatic subscription confirmation — the same delivery health, retries, alerts and analyst your GreenArrow, KumoMTA and SignalMTA traffic already gets.

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·8 min read

Nobody watches a dashboard at 3am. Alerting is the product.

Deliverability incidents are cheap to fix in the first hour and expensive to fix in the second week. Here's the alerting model BigStats ships — thresholds, per-domain anomalies, escalation, Slack and webhooks, and a daily digest — and why MailOps teams need all five.

AlertingMailOpsDeliverability
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