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Why do email providers make weird filtering decisions, and what are the assumptions behind them?

Summary

Email deliverability can often feel like an unpredictable challenge, with messages landing in spam or going missing entirely despite best efforts. This unpredictability stems from the complex and often opaque filtering decisions made by email providers. These decisions are not always purely technical; they can be influenced by assumptions about user behavior, internal organizational structures, and the perceived value of different email streams. Understanding these underlying assumptions is crucial for senders aiming to improve their inbox placement rates.

What email marketers say

Email marketers frequently express frustration over the seemingly arbitrary filtering decisions made by email service providers (ESPs) and internet service providers (ISPs). There's a common sentiment that these providers often overlook key indicators of legitimate engagement, leading to a significant portion of valuable email traffic being misclassified as spam. This directly impacts campaign performance and subscriber engagement, prompting marketers to constantly adapt their strategies.

Marketer view

Email marketer from Email Geeks suggests that many email providers consistently make filtering decisions that seem illogical or even weird. They often act as if their systems are infallible, even when the outcomes are detrimental to legitimate senders and their engaged subscribers. This leads to a persistent struggle for deliverability.Their assumptions behind these filtering choices are frequently baseless, failing to account for real-world user behavior or the importance of consistent email delivery for daily communications. This disconnect between provider logic and user reality is a significant hurdle for marketers trying to reach their audience.

12 May 2021 - Email Geeks

Marketer view

A marketer on a forum suggests that email providers seem to operate under the flawed assumption that users will diligently search their spam folders for desired emails. This is a critical misunderstanding, as most users are trained to view the spam folder as exclusively for unwanted mail.Furthermore, many users are completely unaware they even have a spam folder, or they lack the knowledge to mark an email as not spam. This disconnect means valuable feedback is rarely provided to improve filtering algorithms, perpetuating the problem.

01 Jan 2024 - StackExchange

What the experts say

Email deliverability experts often highlight that seemingly weird filtering decisions by email providers stem from a combination of complex, often proprietary algorithms, and fundamental misconceptions about user behavior. These experts point to a systemic issue where provider assumptions, rather than real-world data, drive filtering logic, leading to frustrating outcomes for senders.

Expert view

Email expert from Email Geeks notes a recurring frustration that Microsoft often seems to complicate email delivery. The concern is that Microsoft's systems, despite their scale, introduce unforeseen issues that impact deliverability for legitimate senders.This suggests a lack of predictability or stability in their filtering, forcing senders to constantly anticipate potential problems rather than relying on consistent performance. It highlights the significant influence a single large provider can have on the broader email ecosystem.

12 May 2021 - Email Geeks

Expert view

An expert from SpamResource comments that a significant challenge in email filtering is the difficulty in accurately measuring key performance indicators, such as the actual volume of Feedback Loop (FBL) reports. They suggest that some large email providers may not even have a clear internal grasp of these numbers.This organizational ambiguity can lead to flawed filtering decisions, as the systems lack the precise data needed to understand the true impact of their policies on user experience and sender reputation. Without accurate metrics, it's hard to improve.

18 Mar 2024 - SpamResource

What the documentation says

Official documentation and technical guides on email filtering systems often detail a rigorous, multi-layered approach to combating spam and malicious email. While these resources outline the technical frameworks and best practices, they sometimes gloss over the practical complexities and the human-behavior assumptions inherent in such systems. The discrepancy between theoretical design and real-world outcomes can lead to filtering decisions that appear counter-intuitive from a sender's perspective.

Technical article

Documentation from MXLayer explains that email filtering acts as a critical gatekeeper for inboxes, diligently analyzing incoming mail for anything suspicious. This process involves a range of techniques, from basic blocklisting to more advanced content and behavioral analysis, designed to protect users from threats like phishing and malware.The underlying assumption is that a comprehensive, multi-layered approach is necessary to ensure inbox security, even if it occasionally leads to legitimate emails being misclassified. The primary goal remains user protection against evolving cyber threats.

05 Mar 2024 - mxlayer.com

Technical article

Documentation from IT Companies Network describes email filtering as a process used to sort emails and identify unwanted messages, such as spam, malware, and phishing attempts. This definition highlights the core function of filtering as a defensive mechanism.The implied assumption is that without robust filtering, email would be unusable due to the overwhelming volume of unsolicited and malicious content. Therefore, aggressive filtering is a necessary measure, prioritizing the user's security over the sender's deliverability in ambiguous cases.

10 Apr 2024 - itcompanies.net

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