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Practical field notes for teams diagnosing email deliverability, DNS authentication, sender reputation, Linux, MTA, cloud, monitoring, and DevOps failures.

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Technical notes

Articles on email deliverability, DNS, Linux, MTA operations, DevOps, monitoring, and incident recovery.

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Short, practical guidance for teams that need to diagnose, repair, and run production email systems.

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Email measurement funnel showing delivered recipients open observations qualified clicks and conversions with CTR and CTOR denominator boundariesAnalytics & Optimization · Mar 19, 2026 · 12 min read

CTR vs CTOR: Calculate and Diagnose Email Engagement

A measurement guide that keeps click-through and click-to-open denominators explicit and prevents privacy-distorted opens from producing false creative conclusions.