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Table of Contents
Email Authentication and Transport Security
This page is about measuring what mail servers and mail clients have actually deployed — SPF, DKIM, DMARC, ARC, DANE, MTA-STS, STARTTLS, S/MIME and OpenPGP — and about the delivery path a message really takes. It is a methods page: which instrument answers which question, what the denominator has to be, what the field has already built, and which of its methods are current in 2026.
It is not an explanation of the protocols. RFC 7208 (SPF), RFC 6376 (DKIM), RFC 9989 (DMARC), RFC 7672 (DANE for SMTP) and RFC 8461 (MTA-STS) define them, and a fresh student can read those faster than any wiki paraphrase. What the RFCs do not tell you is that “60.9% of domains have SPF” and “56.5% of domains have SPF” are both true, in the same year, of the same protocol — because they are different populations, and the difference is bigger than most of the effects people publish.
The evidence base is 31 papers from the publication corpus — CCS, IMC, NDSS, PETS, USENIX Security, TheWebConf and IEEE S&P, 2010–2026, 5,859 extracted papers. Those seven venues are where this subfield publishes, but they are not all of it: EuroS&P, ACSAC, RAID, AsiaCCS, TMA and the CCR/ANRW line are absent, so every count below is a count over those seven. How the 31 were selected is in Use in Publications and the full query log is on email_authentication.
Where this page stops.
- Phishing — mail as the vector for a credential attack, phishing feeds, spearphishing detection: phishing. 28 papers in the same candidate pool went there.
- Email tracking — pixels, opens, the address as an identifier, marketing mail, opting out, spam as content: email_tracking. That page scopes this one out explicitly and links here.
- TLS and certificates in general — CT logs, the web PKI, scanning HTTPS: tls_certificates. Only the SMTP-facing parts are here.
- Ethics of active probing and disclosure: ethics and notifying_websites. Both matter a great deal for this topic — see Ethics: You Are Sending Real Mail to Real People — and neither is restated here.
What to Read First
Four papers, and you have the shape of the field:
- [1Durumeric, Zakir; Adrian, David; Mirian, Ariana; Kasten, James; Bursztein, Elie; Lidzborski, Nicolas; Thomas, Kurt; Eranti, Vijay; Bailey, Michael D.; Halderman, J. Alex (2015): "Neither Snow Nor Rain Nor MITM...: An Empirical Analysis of Email Delivery Security", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] — Neither Snow Nor Rain Nor MITM, IMC 2015. The founding measurement: Alexa Top Million MX scan, an IPv4-wide SMTP scan, and a year of Gmail's own SMTP handshake logs, in one paper. Read it for the three-instrument design, and for the STARTTLS-stripping result that no purely passive study could have found.
- [2Hu, Hang; Wang, Gang (2018): "End-to-End Measurements of Email Spoofing Attacks", in: Proceedings of the USENIX Security Symposium. (Link)] — End-to-End Measurements of Email Spoofing Attacks, USENIX Security 2018. The paper that moved the question from “who publishes a record” to “what arrives in the inbox”. Registers accounts at 35 providers and sends forged mail to itself. Every account-based delivery paper since is a variant of this.
- [3Ashiq, Md. Ishtiaq; Li, Weitong; Fiebig, Tobias; Chung, Taejoong (2024): "SPF Beyond the Standard: Management and Operational Challenges in Practice and Practical Recommendations", in: Proceedings of the USENIX Security Symposium. (Link)] — SPF Beyond the Standard, USENIX Security 2024. Seventeen months of weekly zone-file scans over 176 million domains, plus an inbound probe that asks whether receiving MTAs validate SPF at all, plus an operator survey. The best current example of the three-sided design this topic now expects.
- [4Wang, Chuhan; Kuranaga, Yasuhiro; Wang, Yihang; Zhang, Mingming; Zheng, Linkai; Li, Xiang; Chen, Jianjun; Duan, Haixin; Lin, Yanzhong; Pan, Qingfeng (2024): "BreakSPF: How Shared Infrastructures Magnify SPF Vulnerabilities Across the Internet", in: Proceedings of the Network and Distributed System Security Symposium. (Link)] — BreakSPF, NDSS 2024. The 2024–2026 turn: the interesting object is no longer the record but the shared infrastructure the record authorises. 23,916 Tranco-top-million domains are spoofable because their SPF includes a cloud, CDN or CI/CD range an attacker can rent.
If your object is end-to-end encryption rather than transport, start at [5Poddebniak, Damian; Dresen, Christian; Müller, Jens; Ising, Fabian; Schinzel, Sebastian; Friedberger, Simon; Somorovsky, Juraj; Schwenk, Jörg (2018): "Efail: Breaking S/MIME and OpenPGP Email Encryption using Exfiltration Channels", in: Proceedings of the USENIX Security Symposium. (Link)] (Efail) and [6Öndarö, Gurur; Kaspereit, Jonas; Umezulike, Samson; Saatjohann, Christoph; Ising, Fabian; Schinzel, Sebastian (2025): "S/MINE: Collecting and Analyzing S/MIME Certificates at Scale", in: Proceedings of the USENIX Security Symposium. (Link)] (S/MINE: 41.7 million X.509 certificates crawled from public LDAP address books, of which 38 million are S/MIME-capable).
The Six Instruments
The 31 papers use twelve identifiable instruments. The median paper runs three, the mean is 2.74, and the range is one to five; four papers run only one instrument and one runs five. Pick before you write the scanner, because the instrument decides which of the four different questions you are answering.
| Instrument | The question it answers | What it cannot see | Papers (of 31) |
|---|---|---|---|
| DNS record scan — resolve TXT/MX/TLSA/``_mta-sts`` over a domain list | Does this domain publish a policy? | Whether anyone honours it; whether the domain sends mail at all; DKIM, unless you already know the selector | 18 |
| Account-based delivery test — register at real providers, send crafted mail, look at the inbox | What does a receiver actually do with a message that fails? | Anything about the long tail: you can afford 20–50 providers, not a million | 14 |
| SMTP probe — connect to MTAs and drive the protocol | Does this server offer STARTTLS, present a valid certificate, query SPF before DATA? | Intent; policy; anything above the connection | 13 |
| Client (MUA) matrix — test N mail clients by hand | Does the software a human uses show the truth? | Prevalence — 49 clients is not a population | 11 |
| Provider logs — headers, delivery logs or mailboxes from a real operator | What happens to mail at scale, including what never arrives? | Reproducibility. You cannot get the dataset, and neither can your reviewer | 6 |
| Operator survey — ask the administrators | Why is it configured that way? | Everything a self-selected sample of list-subscribing operators is not | 5 |
The remaining six, thinner but not marginal: software testbed (7 papers — run Postfix, Exim, libspf2 in a lab and see which is wrong), code analysis (3), notification experiment (3 — tell the operators and rescan, see notifying_websites), passive DNS (2), user study (2), honey domain (1).
Two instruments are new. Neither the operator survey nor the software testbed appears at all before 2020 in this population; between them they are run by eight of the sixteen 2023–2026 papers and none of the six from 2015–2019. If you are designing a study now and your only instrument is a DNS scan, you are designing a 2015 paper.
Denominators: the Thing That Will Sink Your Paper
This is the whole reason the page exists. Below are adoption figures for the same five mechanisms, from papers in the same corpus, each correct in its own paper and none comparable with any other.
| Mechanism | Figure | Population it is a share of | Source |
|---|---|---|---|
| STARTTLS | 81.8% (648,030) | mail-enabled domains among the Alexa Top Million, 26 April 2015 | [1Durumeric, Zakir; Adrian, David; Mirian, Ariana; Kasten, James; Bursztein, Elie; Lidzborski, Nicolas; Thomas, Kurt; Eranti, Vijay; Bailey, Michael D.; Halderman, J. Alex (2015): "Neither Snow Nor Rain Nor MITM...: An Empirical Analysis of Email Delivery Security", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] |
| DMARC | 1.1% | Alexa Top Million domains with an MX record, April 2015 | [1Durumeric, Zakir; Adrian, David; Mirian, Ariana; Kasten, James; Bursztein, Elie; Lidzborski, Nicolas; Thomas, Kurt; Eranti, Vijay; Bailey, Michael D.; Halderman, J. Alex (2015): "Neither Snow Nor Rain Nor MITM...: An Empirical Analysis of Email Delivery Security", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] |
| SPF | 44.9% | Alexa top 1 million domains, January 2018 snapshot | [2Hu, Hang; Wang, Gang (2018): "End-to-End Measurements of Email Spoofing Attacks", in: Proceedings of the USENIX Security Symposium. (Link)] |
| DKIM | at least 28.1% | Alexa Top 1 million, probed with 40 selectors harvested from passive DNS | [7Wang, Chuhan; Shen, Kaiwen; Guo, Minglei; Zhao, Yuxuan; Zhang, Mingming; Chen, Jianjun; Liu, Baojun; Zheng, Xiaofeng; Duan, Haixin; Lin, Yanzhong; Pan, Qingfeng (2022): "A Large-scale and Longitudinal Measurement Study of DKIM Deployment", in: Proceedings of the USENIX Security Symposium. (Link)] |
| DANE (TLSA) | 0.60%–0.73% | second-level domains with an MX record in .com / .net | [8Lee, Hyeonmin; Girish, Aniketh; Rijswijk-Deij, Roland van; Kwon, Taekyoung "Ted"; Chung, Taejoong (2020): "A Longitudinal and Comprehensive Study of the DANE Ecosystem in Email", in: Proceedings of the USENIX Security Symposium. (Link)] |
| SPF | 4,167,633 domains (41.7%) | Tranco top 10 million, 2023 | [9Blechschmidt, Birk; Stock, Ben (2023): "Extended Hell(o): A Comprehensive Large-Scale Study on Email Confidentiality and Integrity Mechanisms in the Wild", in: Proceedings of the USENIX Security Symposium. (Link)] |
| DMARC | 882,183 domains (8.8%) | Tranco top 10 million, final scan June 2023 | [9Blechschmidt, Birk; Stock, Ben (2023): "Extended Hell(o): A Comprehensive Large-Scale Study on Email Confidentiality and Integrity Mechanisms in the Wild", in: Proceedings of the USENIX Security Symposium. (Link)] |
| MTA-STS | 6,948 records, of which 569 host a policy file | Tranco top 10 million with an MX record, 2023 | [9Blechschmidt, Birk; Stock, Ben (2023): "Extended Hell(o): A Comprehensive Large-Scale Study on Email Confidentiality and Integrity Mechanisms in the Wild", in: Proceedings of the USENIX Security Symposium. (Link)] |
| SPF | 56.5% // 60.2% | 12 million domains // the top 1 million of those 12 million, 2023 | [10Czybik, Stefan; Horlboge, Micha; Rieck, Konrad (2023): "Lazy Gatekeepers: A Large-Scale Study on SPF Configuration in the Wild", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] |
| DMARC | 13.6% // 22.6% | 12 million domains // the top 1 million of those 12 million, 2023 | [10Czybik, Stefan; Horlboge, Micha; Rieck, Konrad (2023): "Lazy Gatekeepers: A Large-Scale Study on SPF Configuration in the Wild", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] |
| SPF | 60.9% published, 55.9% valid | Tranco top million, 2023–24 | [4Wang, Chuhan; Kuranaga, Yasuhiro; Wang, Yihang; Zhang, Mingming; Zheng, Linkai; Li, Xiang; Chen, Jianjun; Duan, Haixin; Lin, Yanzhong; Pan, Qingfeng (2024): "BreakSPF: How Shared Infrastructures Magnify SPF Vulnerabilities Across the Internet", in: Proceedings of the Network and Distributed System Security Symposium. (Link)] |
| MTA-STS | 68,030 domains, 0.07%–0.13% by TLD | domains with MX records in the .com/.net/.org/.se zone files, 29 September 2024 | [11Ashiq, Md. Ishtiaq; Fiebig, Tobias; Chung, Taejoong (2025): "Unraveling the Complexities of MTA-STS Deployment and Management in Securing Email", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] |
Four traps are visible in that table, and all four have been published wrong somewhere:
- “Domains” almost never means domains. Five of the twelve rows restrict to domains that have an MX record — and one of those five says it as “mail-enabled domains” instead, so you cannot even grep for the filter. That filter removes most registered names, and it is the right filter — a domain with no MX receives no mail — but a figure computed with it is not comparable to one computed without it. Say which you did, in the sentence that carries the number.
- A top list is not a sample of the web, and the list changed. Alexa is the frame in 7 of the 31 papers; Tranco in 9; TLD zone files in 3. The last Alexa use in this population is 2023 and no paper from 2024 onwards uses it — Alexa's site shut down on 1 May 2022 and its APIs on 15 December 2022.1) A 2026 paper using an Alexa list is using a four-year-old snapshot of a dead ranking, and reviewers now say so. Use Tranco with a pinned list ID [12Le Pochat, Victor; Van Goethem, Tom; Tajalizadehkhoob, Samaneh; Korczy´nski, Maciej; Joosen, Wouter (2019): "Tranco: A Research-Oriented Top Sites Ranking Hardened Against Manipulation", in: Proceedings of the 26th Annual Network and Distributed System Security Symposium. (DOI)], or a zone file, and see website_selection.
- “Top 1M” and “top 10M” and “all of a zone” give different answers to the same question, in the same year. SPF is 60.2% of the top million and 56.5% of twelve million in one 2023 paper; 41.7% of a top-ten-million list in another 2023 paper. The gradient is real — popular domains deploy more — so a percentage without its rank window says nothing.
- DKIM has no denominator you can enumerate. SPF, DMARC and MTA-STS live at fixed DNS names; DKIM lives at
<selector>._domainkey.<domain>and the selector is arbitrary. [7Wang, Chuhan; Shen, Kaiwen; Guo, Minglei; Zhao, Yuxuan; Zhang, Mingming; Chen, Jianjun; Liu, Baojun; Zheng, Xiaofeng; Duan, Haixin; Lin, Yanzhong; Pan, Qingfeng (2022): "A Large-scale and Longitudinal Measurement Study of DKIM Deployment", in: Proceedings of the USENIX Security Symposium. (Link)] scanned the Alexa top million with 40 selectors harvested from passive DNS and reports 28.1% as an explicit lower bound. Any DKIM deployment number is a lower bound; say what your selector list was and where it came from, or use passive DNS and say the archive's coverage is your denominator.
Publishing a record is not enforcing a policy
The single most consistent finding across eleven years of this literature, and the one a new study most often forgets to measure: the sender side and the receiver side are different populations, and the receiver side is far weaker.
| What was measured | Result | Population | Source |
|---|---|---|---|
| Providers that acted on an SPF failure | 10 | 22 large providers where the authors held an account, 2014–15 | [13Foster, Ian D.; Larson, Jon; Masich, Max; Snoeren, Alex C.; Savage, Stefan; Levchenko, Kirill (2015): "Security by Any Other Name: On the Effectiveness of Provider Based Email Security", in: Proceedings of the ACM SIGSAC Conference on Computer and Communications Security. (DOI)] |
| Providers that let a forged message reach the inbox | 34 of 35 | 35 popular email providers (the paper's own word — selected by user count, not by openness), Dec 2017 – Jan 2018 | [2Hu, Hang; Wang, Gang (2018): "End-to-End Measurements of Email Spoofing Attacks", in: Proceedings of the USENIX Security Symposium. (Link)] |
| Providers that fetch a TLSA record before sending | 4 | 29 providers tested end to end | [8Lee, Hyeonmin; Girish, Aniketh; Rijswijk-Deij, Roland van; Kwon, Taekyoung "Ted"; Chung, Taejoong (2020): "A Longitudinal and Comprehensive Study of the DANE Ecosystem in Email", in: Proceedings of the USENIX Security Symposium. (Link)] |
| Services performing a sender-inconsistency check | 12 | 30 email services and 23 clients | [14Shen, Kaiwen; Wang, Chuhan; Guo, Minglei; Zheng, Xiaofeng; Lu, Chaoyi; Liu, Baojun; Zhao, Yuxuan; Hao, Shuang; Duan, Haixin; Pan, Qingfeng; Yang, Min (2021): "Weak Links in Authentication Chains: A Large-scale Analysis of Email Sender Spoofing Attacks", in: Proceedings of the USENIX Security Symposium. (Link)] |
Reachable SMTP servers that query SPF before DATA | 6.8% (81,843) | the 1.2 million SMTP servers the authors could connect to — 64% of the 1.89 million unique MX servers in four zone files | [3Ashiq, Md. Ishtiaq; Li, Weitong; Fiebig, Tobias; Chung, Taejoong (2024): "SPF Beyond the Standard: Management and Operational Challenges in Practice and Practical Recommendations", in: Proceedings of the USENIX Security Symposium. (Link)] |
| Sender domains that validate MTA-STS when sending | 19.6% (469) | 2,394 sender domains in the authors' deliverability tests | [11Ashiq, Md. Ishtiaq; Fiebig, Tobias; Chung, Taejoong (2025): "Unraveling the Complexities of MTA-STS Deployment and Management in Securing Email", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] |
That 6.8% is the number to remember. It is a 2024 measurement of whether receiving mail servers so much as look SPF up before accepting the message body — and it is the only figure in this whole population that measures inbound enforcement at internet scale rather than at 20–50 hand-picked providers. Deployment-rate papers count the left column of a two-column problem.
Methods, and Which Ones Are Current
The corpus spans 2015–2026 for this topic. It is unusually well-distributed for a corpus-derived page — 21 of the 31 papers are 2022 or later, so “what the literature did” and “what is current” are closer here than on most pages. Still, date them.
Current, and what a 2026 study is expected to do
- Zone-file scanning rather than a top list. First appears in this population in 2023 and is in three papers by 2025 ([15Ashiq, Md. Ishtiaq; Li, Weitong; Fiebig, Tobias; Chung, Taejoong (2023): "You've Got Report: Measurement and Security Implications of DMARC Reporting", in: Proceedings of the USENIX Security Symposium. (Link)], [3Ashiq, Md. Ishtiaq; Li, Weitong; Fiebig, Tobias; Chung, Taejoong (2024): "SPF Beyond the Standard: Management and Operational Challenges in Practice and Practical Recommendations", in: Proceedings of the USENIX Security Symposium. (Link)], [11Ashiq, Md. Ishtiaq; Fiebig, Tobias; Chung, Taejoong (2025): "Unraveling the Complexities of MTA-STS Deployment and Management in Securing Email", in: Proceedings of the ACM Internet Measurement Conference. (DOI)]). It converts “the top N domains” into “every second-level domain in
.com/.net/.org/.se” — 176 million in [3Ashiq, Md. Ishtiaq; Li, Weitong; Fiebig, Tobias; Chung, Taejoong (2024): "SPF Beyond the Standard: Management and Operational Challenges in Practice and Practical Recommendations", in: Proceedings of the USENIX Security Symposium. (Link)] — which removes the rank-window problem entirely. Access is through ICANN's Centralized Zone Data Service; Verisign now directs .com/.net requests there rather than running its own process.2) - Measuring the receiver, not the sender. The inbound-validation probe of [3Ashiq, Md. Ishtiaq; Li, Weitong; Fiebig, Tobias; Chung, Taejoong (2024): "SPF Beyond the Standard: Management and Operational Challenges in Practice and Practical Recommendations", in: Proceedings of the USENIX Security Symposium. (Link)] and the sender-side MTA-STS test of [11Ashiq, Md. Ishtiaq; Fiebig, Tobias; Chung, Taejoong (2025): "Unraveling the Complexities of MTA-STS Deployment and Management in Securing Email", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] are the current frontier, and both are under-used.
- Shared infrastructure as the unit of analysis. [4Wang, Chuhan; Kuranaga, Yasuhiro; Wang, Yihang; Zhang, Mingming; Zheng, Linkai; Li, Xiang; Chen, Jianjun; Duan, Haixin; Lin, Yanzhong; Pan, Qingfeng (2024): "BreakSPF: How Shared Infrastructures Magnify SPF Vulnerabilities Across the Internet", in: Proceedings of the Network and Distributed System Security Symposium. (Link)] (2024), [16Wang, Chuhan; Wang, Chenkai; Yang, Songyi; Liu, Sophia; Chen, Jianjun; Duan, Haixin; Wang, Gang (2025): "Email Spoofing with SMTP Smuggling: How the Shared Email Infrastructures Magnify this Vulnerability", in: Proceedings of the USENIX Security Symposium. (Link)] (SMTP smuggling, 2025) and [17Li, Ruixuan; Lu, Chaoyi; Liu, Baojun; Lin, Yanzhong; Pan, Qingfeng; Shao, Jun (2026): "CoordMail: Exploiting SMTP Timeout and Command Interaction to Coordinate Email Middleware for Convergence Amplification Attack", in: Proceedings of the Network and Distributed System Security Symposium. (Link)] (2026) all ask what an attacker can do by renting a piece of infrastructure that thousands of domains have already authorised. This is the newest coherent line in the population and it is three papers old.
- Operator surveys alongside the scan. None before 2020; five by 2025, with 39, 74, 16, 95 and 117 respondents ([18Lee, Hyeonmin; Ashiq, Md. Ishtiaq; Müller, Moritz; Rijswijk-Deij, Roland van; Kwon, Taekyoung "Ted"; Chung, Taejoong (2022): "Under the Hood of DANE Mismanagement in SMTP", in: Proceedings of the USENIX Security Symposium. (Link)], [15Ashiq, Md. Ishtiaq; Li, Weitong; Fiebig, Tobias; Chung, Taejoong (2023): "You've Got Report: Measurement and Security Implications of DMARC Reporting", in: Proceedings of the USENIX Security Symposium. (Link)], [9Blechschmidt, Birk; Stock, Ben (2023): "Extended Hell(o): A Comprehensive Large-Scale Study on Email Confidentiality and Integrity Mechanisms in the Wild", in: Proceedings of the USENIX Security Symposium. (Link)], [3Ashiq, Md. Ishtiaq; Li, Weitong; Fiebig, Tobias; Chung, Taejoong (2024): "SPF Beyond the Standard: Management and Operational Challenges in Practice and Practical Recommendations", in: Proceedings of the USENIX Security Symposium. (Link)], [11Ashiq, Md. Ishtiaq; Fiebig, Tobias; Chung, Taejoong (2025): "Unraveling the Complexities of MTA-STS Deployment and Management in Securing Email", in: Proceedings of the ACM Internet Measurement Conference. (DOI)]). Recruitment is from MailOP, NANOG, DENOG, NLNOG and MESSEU in every case where it is stated — a specific, self-selecting, unusually competent population. Report it as such; it is not a sample of operators.
- Notification-and-rescan as a built-in second phase. [19Bennett, Nathaniel; Sowards, Rebekah; Deccio, Casey T. (2022): "SPFail: Discovering, Measuring, and Remediating Vulnerabilities in Email Sender Validation", in: Proceedings of the ACM Internet Measurement Conference. (DOI)], [10Czybik, Stefan; Horlboge, Micha; Rieck, Konrad (2023): "Lazy Gatekeepers: A Large-Scale Study on SPF Configuration in the Wild", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] and [9Blechschmidt, Birk; Stock, Ben (2023): "Extended Hell(o): A Comprehensive Large-Scale Study on Email Confidentiality and Integrity Mechanisms in the Wild", in: Proceedings of the USENIX Security Symposium. (Link)] all notify and remeasure. Only [9Blechschmidt, Birk; Stock, Ben (2023): "Extended Hell(o): A Comprehensive Large-Scale Study on Email Confidentiality and Integrity Mechanisms in the Wild", in: Proceedings of the USENIX Security Symposium. (Link)] has a comparison arm: domains whose notification bounced remediated at 20.7% against 39.7% for domains that were reached (Fisher exact p = 7.8 × 10-43). That arm is what makes the result more than a trend — but it is not a randomised control, and the authors say so themselves: “we cannot conclude a causal relation since the lack of deliverable emails may be a hidden variable which influences fix rates”. Undeliverable postmaster addresses are plausibly a proxy for an unattended domain. If you run a notification experiment, randomise.
- Client matrices. Still current — [20Tang, Ka Fun; Tu, Che Wei; Mak, Sui Ling Angela; Chau, Sze Yiu (2025): "A Multifaceted Study on the Use of TLS and Auto-detect in Email Ecosystems", in: Proceedings of the Network and Distributed System Security Symposium. (Link)] (49 clients, 2025) and [21Wen, Shushang; Zhang, Yiming; Shen, Yuxiang; Li, Bingyu; Duan, Haixin; Lin, Jingqiang (2025): "Automatic Insecurity: Exploring Email Auto-configuration in the Wild", in: Proceedings of the Network and Distributed System Security Symposium. (Link)] (29 clients, 2025) are recent — but they are a vulnerability census, not a prevalence measurement, and should not be written as one.
Historical: still worth reading, do not copy the design
- A single DNS snapshot over Alexa, reported as a deployment rate. This is the 2015–2018 design and it is what a naive 2026 study reproduces. It survives only as one panel of a larger study.
- The Adobe 2013 breach address list as a popularity proxy for mail providers. Used by [13Foster, Ian D.; Larson, Jon; Masich, Max; Snoeren, Alex C.; Savage, Stefan; Levchenko, Kirill (2015): "Security by Any Other Name: On the Effectiveness of Provider Based Email Security", in: Proceedings of the ACM SIGSAC Conference on Computer and Communications Security. (DOI)] and [2Hu, Hang; Wang, Gang (2018): "End-to-End Measurements of Email Spoofing Attacks", in: Proceedings of the USENIX Security Symposium. (Link)] to rank providers by user count, and genuinely clever in 2015. It is now a thirteen-year-old snapshot of one company's users; five of the 31 papers still lean on it.
- “X% of domains publish a record” as the headline. It was the finding in 2015. It is background in 2026.
What the corpus cannot tell you
- BIMI is measured by nobody in these seven venues. A full-text probe over all 5,859 papers finds BIMI named in exactly 5, all of them in this population's 31, and all five are related-work sentences (“BIMI is built on DMARC and has not …”). Read by hand on 2026-09-09: zero measure it. [15Ashiq, Md. Ishtiaq; Li, Weitong; Fiebig, Tobias; Chung, Taejoong (2023): "You've Got Report: Measurement and Security Implications of DMARC Reporting", in: Proceedings of the USENIX Security Symposium. (Link)] points outside the corpus, to Yajima et al.'s BIMI study, for a 19%-of-Tranco DMARC figure. SMTP REQUIRETLS (RFC 8689) is named in zero papers, corpus-wide. If you want a first measurement paper, those are two.
- TLS-RPT is named in 3 of the 31, and only one of them measures it. [15Ashiq, Md. Ishtiaq; Li, Weitong; Fiebig, Tobias; Chung, Taejoong (2023): "You've Got Report: Measurement and Security Implications of DMARC Reporting", in: Proceedings of the USENIX Security Symposium. (Link)] does three things with it: exploits it (a crafted TLS-RPT record is half of its 1,460× reflection attack), asks its surveyed operators whether they send reports, and measures provider support directly — its Table 4 finds 2 of 8 email hosting providers support TLS-RPT reporting, and “no open-source software” at all. What nobody has done is scan a domain population for
_smtp._tlsrecords, the way four papers here scan for SPF. Provider-granularity and population-granularity are different claims and this is a clean example of the difference. - The corpus stops at the venues it stops at. Long-running national measurement programmes — SIDN Labs'
.nlstatistics, the Dutch government'sinternet.nl-based compliance survey — publish deployment series these seven venues do not, and are cited below rather than in the tables above, because they are not part of the population this page counts.
What Changed Under You in 2025–2026
The corpus cannot know any of this: the newest paper in it went to press before most of it happened. Every item here was fetched on 2026-09-09, not recalled.
- DMARC is no longer RFC 7489. It was republished on the standards track in May 2026 as RFC 9989 (protocol), RFC 9990 (aggregate reporting) and RFC 9991 (failure reporting). RFC 9989 states “Obsoletes: 7489, 9091” and “Category: Standards Track” on its title page.3) Every paper in this population cites the Informational RFC 7489. If you are writing now, cite 9989.
- The
pct=tag is gone. RFC 9989 §A.6, “Removal of the 'pct' Tag”: “Operational experience showed that the 'pct' tag was usually not accurately applied … This version of the DMARC mechanism, therefore, introduces the 't' tag as shorthand for 'testing'”. The DMARC tag registry now markspcthistoric. A 2026 parser that treatspct=0as a valid partial-rollout signal is parsing a dead tag; a 2026 measurement that reportspctdistributions is measuring a legacy artefact, which is a legitimate thing to do provided you say so.p=noneis unchanged and is still where the RFC tells domain owners to start. - ARC (RFC 8617) is still Experimental, and an IETF DMARC working-group document is moving it to Historic.4) [22Wang, Chenkai; Wang, Gang (2022): "Revisiting Email Forwarding Security under the Authenticated Received Chain Protocol", in: Proceedings of the ACM Web Conference. (DOI)] is the only ARC measurement in this population.
- A DKIM revision is in progress.
draft-ietf-dkim-dkim2-specis an Active Internet-Draft in the rechartered IETFdkimworking group, last revised 2026-08-28. The driver is DKIM replay — the weakness [23Chen, Jianjun; Paxson, Vern; Jiang, Jian (2020): "Composition Kills: A Case Study of Email Sender Authentication", in: Proceedings of the USENIX Security Symposium. (Link)] demonstrated in 2020 with thel=tag and message re-signing. - BIMI is still not an RFC.
draft-brand-indicators-for-message-identificationis an Active Internet-Draft with no working-group ownership, last updated 2026-05-01. Anything describing BIMI as a standard is wrong. - The three largest consumer mailbox providers now mandate authentication, on different terms. Google has required SPF, DKIM and DMARC of senders above 5,000 messages a day since 1 February 2024, and its page now adds that “Starting November 2025, Gmail is ramping up its enforcement on non-compliant traffic. Messages that fail to meet the email sender requirements will experience disruptions, including temporary and permanent rejections.” Yahoo mirrors the same requirements and the same February 2024 date but never states a numeric volume threshold anywhere on its senders page. Microsoft's Outlook.com requirement took effect 5 May 2025 above 5,000 messages a day, and as of today Microsoft still describes outright rejection as pending a future date rather than in force.5) This matters to your sampling: since 2024 the incentive to publish a DMARC record depends on how much mail a domain sends to Gmail, which is not a variable any of the 31 papers controls for. A post-2024 adoption series that does not separate bulk senders from everyone else is measuring a policy change, not a security trend.
Tools, and Whether They Are Alive
Checked 2026-09-09. Version and date come from the project's own release feed, not from memory.
| Tool | What it is for | State |
|---|---|---|
checkdmarc | parse and validate SPF/DMARC/MTA-STS/BIMI records from Python; used directly by [10Czybik, Stefan; Horlboge, Micha; Rieck, Konrad (2023): "Lazy Gatekeepers: A Large-Scale Study on SPF Configuration in the Wild", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] | alive — 6.0.1, released 2026-09-04 |
parsedmarc | parse DMARC aggregate (rua) XML reports | alive — 11.0.1, released 2026-09-03 |
| ZMap / ZGrab2 / ZDNS | the internet-wide scanning stack; ZMap is how [1Durumeric, Zakir; Adrian, David; Mirian, Ariana; Kasten, James; Bursztein, Elie; Lidzborski, Nicolas; Thomas, Kurt; Eranti, Vijay; Bailey, Michael D.; Halderman, J. Alex (2015): "Neither Snow Nor Rain Nor MITM...: An Empirical Analysis of Email Delivery Security", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] found STARTTLS stripping | alive — ZDNS v2.1.1 (2026-05-28); ZGrab2 last tagged v1.0.0 (Dec 2025) but committing through 2026 |
libspf2 | the C SPF validator embedded in several MTAs; the subject of [19Bennett, Nathaniel; Sowards, Rebekah; Deccio, Casey T. (2022): "SPFail: Discovering, Measuring, and Remediating Vulnerabilities in Email Sender Validation", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] | stalled and this is a finding. No tag in the repository at all; the last version bump was 1.2.11 on 2021-06-09, and a commit titled “Fix integer underflow” landed 2023-10-04 and has never been released. Anyone measuring SPF-validator versions in the wild is measuring 2021 code. |
| OpenDKIM / OpenDMARC | the reference milters | OpenDKIM dormant (last commit 2018-02-25); OpenDMARC last tagged 1.4.2 (2021) with bugfix commits into 2026 |
| OpenARC | ARC milter. [22Wang, Chenkai; Wang, Gang (2022): "Revisiting Email Forwarding Security under the Authenticated Received Chain Protocol", in: Proceedings of the ACM Web Conference. (DOI)] wrote in 2022 that “The OpenARC code has not been actively maintained since 2018.” | Broadly true of the repository they meant, but a year off, and the sentence is now the wrong one to cite. trusteddomainproject/OpenARC: master last committed 2018-09-21, develop last committed 2020-10-16, newest tag rel-openarc-1-0-0-Beta3 pointing at a commit of 2019-08-08 — still a beta, seven years on. The maintained code is a fork under a different owner: flowerysong/OpenARC, v1.3.0 released 2025-10-29, seven releases since October 2024. Cite the fork. |
pkilint | X.509 profile linting; how [6Öndarö, Gurur; Kaspereit, Jonas; Umezulike, Samson; Saatjohann, Christoph; Ising, Fabian; Schinzel, Sebastian (2025): "S/MINE: Collecting and Analyzing S/MIME Certificates at Scale", in: Proceedings of the USENIX Security Symposium. (Link)] found S/MIME Baseline Requirements violations | alive — v0.13.3 (2026-04-23), now under the DigiCert org |
dnstwist | typo-domain generation; used by [24Li, Ruixuan; Xiao, Shaodong; Liu, Baojun; Lin, Yanzhong; Duan, Haixin; Pan, Qingfeng; Chen, Jianjun; Zhang, Jia; Liu, Ximeng; Lu, Xiuqi; Shao, Jun (2024): "Bounce in the Wild: A Deep Dive into Email Delivery Failures from a Large Email Service Provider", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] for receiver-typo bounces | going quiet — last tag 20250130, last push April 2025 |
internet.nl | the Dutch public test. Its mail test covers IPv6, DNSSEC, SPF, DKIM, DMARC, STARTTLS, DANE and RPKI — it does not test MTA-STS, so it cannot be your MTA-STS instrument. Batch API for researchers, gated on contacting the team | alive; its public /statistics/ page is gone (404, last archived 2022-08-16) and the dashboard now needs an account |
| MECSA (EC JRC) | email-security self-assessment | still online |
| Farsight SIE / DNSDB | the passive-DNS archive behind [7Wang, Chuhan; Shen, Kaiwen; Guo, Minglei; Zhao, Yuxuan; Zhang, Mingming; Chen, Jianjun; Liu, Baojun; Zheng, Xiaofeng; Duan, Haixin; Lin, Yanzhong; Pan, Qingfeng (2022): "A Large-scale and Longitudinal Measurement Study of DKIM Deployment", in: Proceedings of the USENIX Security Symposium. (Link)] and [15Ashiq, Md. Ishtiaq; Li, Weitong; Fiebig, Tobias; Chung, Taejoong (2023): "You've Got Report: Measurement and Security Implications of DMARC Reporting", in: Proceedings of the USENIX Security Symposium. (Link)] | renamed — now DomainTools; farsightsecurity.com no longer resolves. An academic access programme is documented but the application link in DomainTools' own material points at the dead domain. Budget time for this. |
| OpenINTEL | large-scale active DNS measurement, source for several DANE/SPF studies | alive, but there is no packaged “email dataset”: MX/SPF/DMARC are a by-product of the forward-DNS crawl and access is by contacting the team |
Rejected as citable sources of deployment statistics, after checking each: dmarcian, Valimail (acquired by DigiCert in September 2025), EasyDMARC, Red Sift OnDMARC, PowerDMARC, DuoCircle and dmarcreport.com. All are commercially alive; none publishes a deployment figure with a stated population and method. Valimail's “2026 State of DMARC Report” puts its methodology behind a lead-capture form. A vendor blog post with a percentage and no denominator is not a citation, and this literature is unusually well supplied with them.
Usable instead, with stated methods:
- SIDN Labs,
stats.sidnlabs.nl/en/mail.html— a full census of.nlvia OpenINTEL, updated roughly monthly. At the 2026-09-01 data point, 84.24% of.nldomains with MX publish DMARC, and 37.24% publish a TLSA record for mail. Sanity-check the DANE figure before citing it: it moved from 26.57% to 37.24% in a single month, which is either a real registrar-driven jump or a methodology change, and the page does not say which. - Forum Standaardisatie, Meting Informatieveiligheidstandaarden overheid begin 2026 (12 May 2026) — a bulk
internet.nltest over Dutch government domain registers (n = 12,116 / 3,038 depending on the standard): DKIM 66%, DMARC at quarantine or reject 86%, strict SPF 69%, STARTTLS 92%, DANE 56%. - Both are national censuses of unusually well-governed populations. They are the ceiling, not the world.
Ethics: You Are Sending Real Mail to Real People
This topic has a harder ethics profile than most web measurement, because half its instruments touch third-party production infrastructure and one of them delivers a forged message to a real mailbox. What the 31 papers report about themselves:
- 12 of 31 mention no ethics review at all; 6 explicitly discuss the question and state that no review was sought or required; only 5 report an approval. That is 38.7% silent against 64.2% corpus-wide (of the 4,965 papers carrying an ethics object) — so this population is better than the corpus, not worse, and 5 report an approval against 20.1% corpus-wide. n = 31, so read neither gap as a difference. Better than a low bar is still not good enough for an instrument that delivers forged mail to a live provider.
- 19 of 31 notified affected parties, 6 partially, 2 not, 3 do not say. Disclosure is the norm in this population — usefully so, since these are protocol and implementation flaws with named vendors.
- 20 of 31 report a public artifact and 18 give a code URL, including several long-lived project sites (
dane-study.github.io,spf-measurement.github.io,mta-sts.netsecurelab.org,github.com/chenjj/espoofer). By the standards of this corpus that is good practice.
Four decisions you will have to make and defend:
- Spoofed mail is delivered to a real inbox. Every account-based delivery paper sends messages that fail authentication into a live provider. Send only to accounts you control, register them yourself, and say how many messages you sent and over what period. [2Hu, Hang; Wang, Gang (2018): "End-to-End Measurements of Email Spoofing Attacks", in: Proceedings of the USENIX Security Symposium. (Link)] additionally ran a deceptive user study with 488 MTurk participants; if you do that, the bar is ethics, not a footnote.
- Probing inbound validation means completing an SMTP conversation with a stranger's server. [3Ashiq, Md. Ishtiaq; Li, Weitong; Fiebig, Tobias; Chung, Taejoong (2024): "SPF Beyond the Standard: Management and Operational Challenges in Practice and Practical Recommendations", in: Proceedings of the USENIX Security Symposium. (Link)] stops before
DATAprecisely so that no message is ever accepted, and says so. That design choice is the ethical argument; make it explicit. - Notification is a research intervention on 20,000 unwitting operators. [11Ashiq, Md. Ishtiaq; Fiebig, Tobias; Chung, Taejoong (2025): "Unraveling the Complexities of MTA-STS Deployment and Management in Securing Email", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] mailed 20,144 postmaster addresses and had over 5,000 bounce. See notifying_websites for what the response rates actually look like and how to phrase it.
- Amplification and reflection research is live-fire. [17Li, Ruixuan; Lu, Chaoyi; Liu, Baojun; Lin, Yanzhong; Pan, Qingfeng; Shao, Jun (2026): "CoordMail: Exploiting SMTP Timeout and Command Interaction to Coordinate Email Middleware for Convergence Amplification Attack", in: Proceedings of the Network and Distributed System Security Symposium. (Link)] coordinates real bounce servers to a 3,801× bandwidth concentration. If your target is a DoS primitive, the disclosure and rate-limiting plan is part of the method section, not an afterthought.
What to Report
A reviewer who works in this area will look for these. Most rejected drafts are missing three or more.
- The frame, versioned. Which list, which day, which version. A Tranco list ID, a zone-file date, a passive-DNS window. “The Alexa top 1M” is not a frame in 2026.
- Whether you filtered to domains with an MX record, and how many that removed. State the numerator and both candidate denominators.
- The resolver and where it sat. Recursive or authoritative, your own or the provider's, and from what network. DNS answers to SPF
includechains are geo- and resolver-dependent. - For DKIM: the selector list and its provenance. And the words “lower bound”.
- For SPF: whether you recursively expanded
includeandredirect, whether you counted the 10-lookup limit, and what you did withPermError. [10Czybik, Stefan; Horlboge, Micha; Rieck, Konrad (2023): "Lazy Gatekeepers: A Large-Scale Study on SPF Configuration in the Wild", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] found 34.7% of SPF-publishing domains authorise more than 100,000 IPv4 addresses and [4Wang, Chuhan; Kuranaga, Yasuhiro; Wang, Yihang; Zhang, Mingming; Zheng, Linkai; Li, Xiang; Chen, Jianjun; Duan, Haixin; Lin, Yanzhong; Pan, Qingfeng (2024): "BreakSPF: How Shared Infrastructures Magnify SPF Vulnerabilities Across the Internet", in: Proceedings of the Network and Distributed System Security Symposium. (Link)] found 51.7% cover more than 65,536 — both figures exist only because the record was expanded, not just parsed. - Sender-side or receiver-side. Say which one your number is about, in the sentence with the number.
- Snapshot or series, and the cadence. DANE and MTA-STS misconfiguration is largely a rollover problem — [18Lee, Hyeonmin; Ashiq, Md. Ishtiaq; Müller, Moritz; Rijswijk-Deij, Roland van; Kwon, Taekyoung "Ted"; Chung, Taejoong (2022): "Under the Hood of DANE Mismanagement in SMTP", in: Proceedings of the USENIX Security Symposium. (Link)] needed hourly snapshots to see that, of the 2,569 DANE SMTP servers whose certificates were ever valid, more than 87% in each management category botch at least one key rollover — and a single snapshot cannot see it at all.
- What you did to the servers you probed, and your opt-out. See ethics.
- The software versions in your own testbed. Postfix, Exim,
libspf2, OpenDKIM: name them and pin them, because the interesting results in this literature are usually one implementation disagreeing with another.
Use in Publications
The population is a hand map, not a query
The 31 papers are the INFRA verdict of scripts/msg_fold.mjs, the published hand map behind email_tracking (2026-09-02). That map screened a 354-paper candidate pool built from message-channel vocabulary and split it by what the paper measures: tracking inside a message, the address as an identifier, marketing mail, spam, SMS abuse, the mailbox as an instrument — and this page's slice, the machinery that carries the message. Each of the 31 carries its one-line reason in the map. The population is not re-derived here: this page's report script imports the map and throws if the INFRA slice is no longer 31 papers, so changing the map breaks the report rather than silently moving the denominator.
31 of 5,859 is not a rate. It is a hand-mapped topical slice, and the only honest denominator for it is the candidate pool it came out of.
The 31 papers
Generated from the report script's own citekey map, oldest first. The one-line description is the reason recorded in msg_fold.mjs when the paper was admitted.
| Year | Venue | Paper | What it measures |
|---|---|---|---|
| 2015 | CCS | [13Foster, Ian D.; Larson, Jon; Masich, Max; Snoeren, Alex C.; Savage, Stefan; Levchenko, Kirill (2015): "Security by Any Other Name: On the Effectiveness of Provider Based Email Security", in: Proceedings of the ACM SIGSAC Conference on Computer and Communications Security. (DOI)] | provider-side mail security |
| 2015 | IMC | [1Durumeric, Zakir; Adrian, David; Mirian, Ariana; Kasten, James; Bursztein, Elie; Lidzborski, Nicolas; Thomas, Kurt; Eranti, Vijay; Bailey, Michael D.; Halderman, J. Alex (2015): "Neither Snow Nor Rain Nor MITM...: An Empirical Analysis of Email Delivery Security", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] | STARTTLS / SPF / DKIM / DMARC deployment |
| 2017 | IMC | [25Szurdi, Janos; Christin, Nicolas (2017): "Email Typosquatting", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] | doppelganger mail domains catching misdirected mail |
| 2018 | USENIX Sec | [5Poddebniak, Damian; Dresen, Christian; Müller, Jens; Ising, Fabian; Schinzel, Sebastian; Friedberger, Simon; Somorovsky, Juraj; Schwenk, Jörg (2018): "Efail: Breaking S/MIME and OpenPGP Email Encryption using Exfiltration Channels", in: Proceedings of the USENIX Security Symposium. (Link)] | S/MIME and OpenPGP exfiltration channels |
| 2018 | USENIX Sec | [2Hu, Hang; Wang, Gang (2018): "End-to-End Measurements of Email Spoofing Attacks", in: Proceedings of the USENIX Security Symposium. (Link)] | spoofing reaching the inbox and what the UI shows |
| 2019 | USENIX Sec | [26Müller, Jens; Brinkmann, Marcus; Poddebniak, Damian; Böck, Hanno; Schinzel, Sebastian; Somorovsky, Juraj; Schwenk, Jörg (2019): "“Johnny, you are fired!” – Spoofing OpenPGP and S/MIME Signatures in Emails", in: Proceedings of the USENIX Security Symposium. (Link)] | signature spoofing in mail clients |
| 2020 | USENIX Sec | [8Lee, Hyeonmin; Girish, Aniketh; Rijswijk-Deij, Roland van; Kwon, Taekyoung "Ted"; Chung, Taejoong (2020): "A Longitudinal and Comprehensive Study of the DANE Ecosystem in Email", in: Proceedings of the USENIX Security Symposium. (Link)] | DANE for SMTP |
| 2020 | USENIX Sec | [23Chen, Jianjun; Paxson, Vern; Jiang, Jian (2020): "Composition Kills: A Case Study of Email Sender Authentication", in: Proceedings of the USENIX Security Symposium. (Link)] | sender-authentication composition flaws |
| 2021 | USENIX Sec | [14Shen, Kaiwen; Wang, Chuhan; Guo, Minglei; Zheng, Xiaofeng; Lu, Chaoyi; Liu, Baojun; Zhao, Yuxuan; Hao, Shuang; Duan, Haixin; Pan, Qingfeng; Yang, Min (2021): "Weak Links in Authentication Chains: A Large-scale Analysis of Email Sender Spoofing Attacks", in: Proceedings of the USENIX Security Symposium. (Link)] | sender spoofing across 30 providers |
| 2021 | USENIX Sec | [27Poddebniak, Damian; Ising, Fabian; Böck, Hanno; Schinzel, Sebastian (2021): "Why TLS is better without STARTTLS: A Security Analysis of STARTTLS in the Email Context", in: Proceedings of the USENIX Security Symposium. (Link)] | STARTTLS |
| 2022 | IEEE S&P | [28Stransky, Christian; Wiese, Oliver; Roth, Volker; Acar, Yasemin; Fahl, Sascha (2022): "27 Years and 81 Million Opportunities Later: Investigating the Use of Email Encryption for an Entire University", in: Proceedings of the IEEE Symposium on Security and Privacy. (DOI)] | 27 years of mail encryption at one university |
| 2022 | IMC | [19Bennett, Nathaniel; Sowards, Rebekah; Deccio, Casey T. (2022): "SPFail: Discovering, Measuring, and Remediating Vulnerabilities in Email Sender Validation", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] | SPF implementation vulnerabilities |
| 2022 | USENIX Sec | [7Wang, Chuhan; Shen, Kaiwen; Guo, Minglei; Zhao, Yuxuan; Zhang, Mingming; Chen, Jianjun; Liu, Baojun; Zheng, Xiaofeng; Duan, Haixin; Lin, Yanzhong; Pan, Qingfeng (2022): "A Large-scale and Longitudinal Measurement Study of DKIM Deployment", in: Proceedings of the USENIX Security Symposium. (Link)] | DKIM deployment |
| 2022 | USENIX Sec | [18Lee, Hyeonmin; Ashiq, Md. Ishtiaq; Müller, Moritz; Rijswijk-Deij, Roland van; Kwon, Taekyoung "Ted"; Chung, Taejoong (2022): "Under the Hood of DANE Mismanagement in SMTP", in: Proceedings of the USENIX Security Symposium. (Link)] | DANE mismanagement |
| 2022 | TheWebConf | [22Wang, Chenkai; Wang, Gang (2022): "Revisiting Email Forwarding Security under the Authenticated Received Chain Protocol", in: Proceedings of the ACM Web Conference. (DOI)] | ARC and forwarding |
| 2023 | IMC | [10Czybik, Stefan; Horlboge, Micha; Rieck, Konrad (2023): "Lazy Gatekeepers: A Large-Scale Study on SPF Configuration in the Wild", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] | SPF configuration |
| 2023 | PETS | [29Fiebig, Tobias; Gürses, Seda; Gañán, Carlos H.; Kotkamp, Erna; Kuipers, Fernando; Lindorfer, Martina; Prisse, Menghua; Sari, Taritha (2023): "Heads in the Clouds? Measuring Universities’ Migration to Public Clouds: Implications for Privacy & Academic Freedom", in: Proceedings on Privacy Enhancing Technologies. (DOI)] | MX-record concentration as the measurement |
| 2023 | USENIX Sec | [15Ashiq, Md. Ishtiaq; Li, Weitong; Fiebig, Tobias; Chung, Taejoong (2023): "You've Got Report: Measurement and Security Implications of DMARC Reporting", in: Proceedings of the USENIX Security Symposium. (Link)] | DMARC aggregate reporting |
| 2023 | USENIX Sec | [30Ising, Fabian; Poddebniak, Damian; Kappert, Tobias; Saatjohann, Christoph; Schinzel, Sebastian (2023): "Content-Type: multipart/oracle - Tapping into Format Oracles in Email End-to-End Encryption", in: Proceedings of the USENIX Security Symposium. (Link)] | format oracles in mail end-to-end encryption |
| 2023 | USENIX Sec | [9Blechschmidt, Birk; Stock, Ben (2023): "Extended Hell(o): A Comprehensive Large-Scale Study on Email Confidentiality and Integrity Mechanisms in the Wild", in: Proceedings of the USENIX Security Symposium. (Link)] | confidentiality and integrity mechanisms in the wild |
| 2024 | IMC | [24Li, Ruixuan; Xiao, Shaodong; Liu, Baojun; Lin, Yanzhong; Duan, Haixin; Pan, Qingfeng; Chen, Jianjun; Zhang, Jia; Liu, Ximeng; Lu, Xiuqi; Shao, Jun (2024): "Bounce in the Wild: A Deep Dive into Email Delivery Failures from a Large Email Service Provider", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] | delivery failures at a large ESP |
| 2024 | NDSS | [4Wang, Chuhan; Kuranaga, Yasuhiro; Wang, Yihang; Zhang, Mingming; Zheng, Linkai; Li, Xiang; Chen, Jianjun; Duan, Haixin; Lin, Yanzhong; Pan, Qingfeng (2024): "BreakSPF: How Shared Infrastructures Magnify SPF Vulnerabilities Across the Internet", in: Proceedings of the Network and Distributed System Security Symposium. (Link)] | SPF at shared infrastructure |
| 2024 | USENIX Sec | [31Ma, Jinrui; Chen, Lutong; Xue, Kaiping; Luo, Bo; Huang, Xuanbo; Ai, Mingrui; Zhang, Huanjie; Wei, David S.L.; Zhuang, Yan (2024): "FakeBehalf: Imperceptible Email Spoofing Attacks against the Delegation Mechanism in Email Systems", in: Proceedings of the USENIX Security Symposium. (Link)] | spoofing via the on-behalf-of delegation |
| 2024 | USENIX Sec | [3Ashiq, Md. Ishtiaq; Li, Weitong; Fiebig, Tobias; Chung, Taejoong (2024): "SPF Beyond the Standard: Management and Operational Challenges in Practice and Practical Recommendations", in: Proceedings of the USENIX Security Symposium. (Link)] | SPF operations |
| 2025 | IMC | [11Ashiq, Md. Ishtiaq; Fiebig, Tobias; Chung, Taejoong (2025): "Unraveling the Complexities of MTA-STS Deployment and Management in Securing Email", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] | MTA-STS deployment |
| 2025 | IMC | [32Li, Ruixuan; Lu, Chaoyi; Liu, Baojun; Lin, Yanzhong; Duan, Haixin; Pan, Qingfeng; Shao, Jun (2025): "Understanding and Characterizing Intermediate Paths of Email Delivery: The Hidden Dependencies", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] | the hops between sender and recipient |
| 2025 | NDSS | [20Tang, Ka Fun; Tu, Che Wei; Mak, Sui Ling Angela; Chau, Sze Yiu (2025): "A Multifaceted Study on the Use of TLS and Auto-detect in Email Ecosystems", in: Proceedings of the Network and Distributed System Security Symposium. (Link)] | TLS and autoconfiguration in mail clients |
| 2025 | NDSS | [21Wen, Shushang; Zhang, Yiming; Shen, Yuxiang; Li, Bingyu; Duan, Haixin; Lin, Jingqiang (2025): "Automatic Insecurity: Exploring Email Auto-configuration in the Wild", in: Proceedings of the Network and Distributed System Security Symposium. (Link)] | mail autoconfiguration |
| 2025 | USENIX Sec | [16Wang, Chuhan; Wang, Chenkai; Yang, Songyi; Liu, Sophia; Chen, Jianjun; Duan, Haixin; Wang, Gang (2025): "Email Spoofing with SMTP Smuggling: How the Shared Email Infrastructures Magnify this Vulnerability", in: Proceedings of the USENIX Security Symposium. (Link)] | SMTP smuggling |
| 2025 | USENIX Sec | [6Öndarö, Gurur; Kaspereit, Jonas; Umezulike, Samson; Saatjohann, Christoph; Ising, Fabian; Schinzel, Sebastian (2025): "S/MINE: Collecting and Analyzing S/MIME Certificates at Scale", in: Proceedings of the USENIX Security Symposium. (Link)] | S/MIME certificates at scale |
| 2026 | NDSS | [17Li, Ruixuan; Lu, Chaoyi; Liu, Baojun; Lin, Yanzhong; Pan, Qingfeng; Shao, Jun (2026): "CoordMail: Exploiting SMTP Timeout and Command Interaction to Coordinate Email Middleware for Convergence Amplification Attack", in: Proceedings of the Network and Distributed System Security Symposium. (Link)] | SMTP middleware amplification |
Where the papers are
| Year | 2015 | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | 2024 | 2025 | 2026 |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Papers | 2 | 1 | 2 | 1 | 2 | 2 | 5 | 5 | 4 | 6 | 1 |
2025–2026 are provisional — CCS 2026 and IMC 2026 have not been held and two other 2026 venue-years are under-represented by construction (see corpus), so read the 2026 cell as a floor. 28 of 31 are 2018 or later; 21 are 2022 or later.
By venue: USENIX Security 16, IMC 7, NDSS 4, and one each from CCS, IEEE S&P, TheWebConf and PETS. This is a USENIX-and-IMC topic, more concentrated than almost anything else on this wiki, and that concentration is itself a caveat: three of the 31 share a first author and several share a lab.
What they measure
Mechanism, hand-mapped from each paper's own results section. Multi-valued; denominator 31 papers.
| Mechanism | Papers | Share of 31 |
|---|---|---|
| SPF | 16 | 51.6% |
| DKIM | 12 | 38.7% |
| DMARC | 12 | 38.7% |
| STARTTLS | 9 | 29.0% |
| delivery path (no single mechanism is the subject) | 6 | 19.4% |
| S/MIME and OpenPGP | 6 | 19.4% |
| DANE / TLSA | 4 | 12.9% |
| DNSSEC (as a DANE dependency) | 3 | 9.7% |
| MTA-STS | 2 | 6.5% |
| auto-configuration (Autodiscover / Autoconfig / SRV) | 2 | 6.5% |
| ARC | 1 | 3.2% |
| BIMI, REQUIRETLS — no paper measures either | 0 | — |
| (TLS-RPT is not in this table: [15Ashiq, Md. Ishtiaq; Li, Weitong; Fiebig, Tobias; Chung, Taejoong (2023): "You've Got Report: Measurement and Security Implications of DMARC Reporting", in: Proceedings of the USENIX Security Symposium. (Link)] measures provider support for it but its object of measurement is DMARC reporting. See What the corpus cannot tell you.) |
Instruments, folded
| Instrument | Papers | 2015–2019 | 2020–2022 | 2023–2026 |
|---|---|---|---|---|
| DNS record scan | 18 | 4/6 | 3/9 | 11/16 |
| account-based delivery test | 14 | 2/6 | 4/9 | 8/16 |
| SMTP probe | 13 | 2/6 | 4/9 | 7/16 |
| client (MUA) matrix | 11 | 3/6 | 3/9 | 5/16 |
| software testbed | 7 | 0/6 | 2/9 | 5/16 |
| provider logs | 6 | 1/6 | 3/9 | 2/16 |
| operator survey | 5 | 0/6 | 1/9 | 4/16 |
| code analysis | 3 | 1/6 | 2/9 | 0/16 |
| notification experiment | 3 | 0/6 | 1/9 | 2/16 |
| passive DNS | 2 | 0/6 | 1/9 | 1/16 |
| user study | 2 | 1/6 | 0/9 | 1/16 |
| honey domain | 1 | 1/6 | 0/9 | 0/16 |
Sampling frames, folded from population[].sourceList and paper-counted: hand-built list 13, Tranco 9, Alexa 7, the Adobe 2013 breach address list 5, operator logs 5, passive DNS or OpenINTEL 3, university lists 3, TLD zone files 3, Enron corpus 2, another top list (Majestic / Umbrella / DomCop) 2, IPv4 address space 1. 43 distinct strings did not fold and are printed in full on email_authentication rather than dropped.
Where these papers go quiet
- 29 of 31 report descriptive statistics only. Two run a hypothesis test ([2Hu, Hang; Wang, Gang (2018): "End-to-End Measurements of Email Spoofing Attacks", in: Proceedings of the USENIX Security Symposium. (Link)], [9Blechschmidt, Birk; Stock, Ben (2023): "Extended Hell(o): A Comprehensive Large-Scale Study on Email Confidentiality and Integrity Mechanisms in the Wild", in: Proceedings of the USENIX Security Symposium. (Link)]), one a regression ([25Szurdi, Janos; Christin, Nicolas (2017): "Email Typosquatting", in: Proceedings of the ACM Internet Measurement Conference. (DOI)]). For a literature whose central claims are comparisons — notified against control, this provider against that one, this year against last — that is thin. If your result is a difference, test it; see hypothesis_testing.
- 19 of 31 coded something by hand and not one reports an inter-rater agreement metric. Zero of nineteen. Vulnerability labelling in a client matrix is a coding task, and “we manually analysed the identified behaviours” is not a method. See interrater_agreement.
- 12 of 31 mention no ethics review, against instruments that send forged mail and probe strangers' servers.
- Eight of the 31 recruited people; the five operator surveys carry n of 39, 74, 16, 95 and 117. The extraction records a recruitment channel for only three of the five — but that undercounts by one: [15Ashiq, Md. Ishtiaq; Li, Weitong; Fiebig, Tobias; Chung, Taejoong (2023): "You've Got Report: Measurement and Security Implications of DMARC Reporting", in: Proceedings of the USENIX Security Symposium. (Link)] names MailOP, NANOG and MESSEU in its own text and the extractor recorded
not-stated. Four of five, and the fifth is [9Blechschmidt, Birk; Stock, Ben (2023): "Extended Hell(o): A Comprehensive Large-Scale Study on Email Confidentiality and Integrity Mechanisms in the Wild", in: Proceedings of the USENIX Security Symposium. (Link)], whose 16 respondents are operators who replied to a notification email rather than a recruited sample at all.
Adjacent, and deliberately not in the 31
These are near-misses the recall probe surfaced. Each carries a different verdict in msg_fold.mjs, and where I think the boundary is genuinely arguable, it says so.
| Paper | Verdict it carries | Why it is not here |
|---|---|---|
| [33Rao, Sumanth; Liu, Enze; Ho, Grant; Voelker, Geoffrey M.; Savage, Stefan (2024): "Unfiltered: Measuring Cloud-based Email Filtering Bypasses", in: Proceedings of the ACM Web Conference. (DOI)] — Unfiltered: Measuring Cloud-based Email Filtering Bypasses, TheWebConf 2024 | spam / filtering | Arguable. The measured object is an MX misconfiguration in the delivery path — 80% of organisations using a cloud filter can be bypassed by delivering straight to the hosting provider — and the instrument is SMTP probing. It is filed with filtering because filtering is what the bypass defeats. If you are working on delivery-path integrity, read it as if it were in this population. |
| [34Li, Ruixuan; Lu, Chaoyi; Liu, Baojun; Zhang, Yunyi; Hong, Geng; Duan, Haixin; Lin, Yanzhong; Pan, Qingfeng; Yang, Min; Shao, Jun (2025): "HADES Attack: Understanding and Evaluating Manipulation Risks of Email Blocklists", in: Proceedings of the Network and Distributed System Security Symposium. (Link)] — HADES Attack, NDSS 2025 | spam | Object is email blocklist manipulation, not an authentication mechanism. |
| [35Wu, Mengying; Hong, Geng; Chen, Jiatao; Liu, Baojun; Liu, Mingxuan; Yang, Min (2026): "One Email, Many Faces: A Deep Dive into Identity Confusion in Email Aliases", in: Proceedings of the Network and Distributed System Security Symposium. (Link)] — One Email, Many Faces, NDSS 2026 | the address as identifier | Alias and identity confusion, which is email_tracking's subject. |
| [36Zhang, Jiahe; Chen, Jianjun; Wang, Qi; Zhang, Hangyu; Wang, Chuhan; Zhuge, Jianwei; Duan, Haixin (2024): "Inbox Invasion: Exploiting MIME Ambiguities to Evade Email Attachment Detectors", in: Proceedings of the ACM SIGSAC Conference on Computer and Communications Security. (DOI)] — Inbox Invasion, 2024 | spam / filtering | MIME ambiguity against attachment scanners: a content-inspection problem. |
| [37Jeitner, Philipp; Shulman, Haya (2021): "Injection Attacks Reloaded: Tunnelling Malicious Payloads over DNS", in: Proceedings of the USENIX Security Symposium. (Link)] — Injection Attacks Reloaded, USENIX Security 2021 | not in the pool | DNS response injection, with SPF validators (libspf2, policyd-spf) among the vulnerable consumers. The direct methodological ancestor of [19Bennett, Nathaniel; Sowards, Rebekah; Deccio, Casey T. (2022): "SPFail: Discovering, Measuring, and Remediating Vulnerabilities in Email Sender Validation", in: Proceedings of the ACM Internet Measurement Conference. (DOI)]; read it, but its object is DNS. |
A widened full-text probe over all 5,859 papers — admitting any paper with four or more mentions summed across SPF, DKIM, DMARC, DANE/TLSA, MTA-STS, BIMI and ARC, or four or more across STARTTLS and S/MIME, or fifteen SMTP mentions with at least two mechanism mentions — admits 77 papers and adds nothing to the population: the extra hits are DANE-for-HTTPS, DNSSEC registrar studies, ALPACA, DROWN and a DNS toolkit paper. The full list, read by hand, is on the provenance page.
Methodology and limitations of these figures
Every count above is a count of papers, never of extraction tuples, with its denominator named in the same sentence or table cell. Free-text fields were folded before aggregating and the unmapped residue is published rather than dropped. The report script that produces every figure on this page is scripts/report_email_authentication.mjs; it hand-keys the mechanism map, the instrument map and all 49 published figures, and it fails if any of those maps stops covering all 31 papers.
Two limitations specific to this page:
- Quote verification hits the two-column problem. All 49 figures above were checked against
paper.cols.txt; 53 quote fragments were needed to do it. Four figures carry a second fragment, and three of those four are genuine splices — a sentence interrupted by a table row, a figure caption or a column break, and unlocatable as one string in any of the three available renderings. The fourth second fragment is an independent corroborating quote, not a split sentence. At least one figure stated in the prose rather than in a table (the DANE rollover figure) sits on a spliced sentence too, so three is a floor for this page, not a total. Across the 31 papers' 206 extracted evidence quotes, 130 locate contiguously and 76 do not; a hand-read sample of the 76 found real sentences broken by page furniture, plus one case where the extractor's quote merges two adjacent sentences. Details and the sample on the provenance page. - The mechanism and instrument maps are mine, not the extraction's. The schema has no field for “which deployed mail mechanism is this paper's object”, so both tables are hand maps over 31 papers, made by reading each results section. They are reproducible in the sense that they are written down in the script; they are not independent of my judgement.
The full query log, the folds, the residue, the quote spot-checks, the external sources that were rejected and the reviewer findings are on email_authentication. Corpus-level caveats — how the 5,859 were selected, why 2025–2026 are provisional — are on corpus.
Open Questions
- BIMI has been measured once, outside these venues, four years ago. [38Yajima, Masanori; Chiba, Daiki; Yoneya, Yoshiro; Mori, Tatsuya (2023): "A First Look at Brand Indicators for Message Identification (BIMI)", in: Proceedings of the 24th International Conference on Passive and Active Measurement, pp. 479-495. Springer Nature Switzerland. (DOI)] scanned the top million in November 2022 and found 3,538 BIMI records, of which only 396 (11%) had a valid Verified Mark Certificate. Nothing in these seven venues measures it — the five papers here that name BIMI all do so in a related-work sentence — and nothing anywhere measures it after the Google and Yahoo mandates made a DMARC policy a delivery precondition. The VMC side is a small, enumerable PKI and nobody has looked at it since 2022.
- SMTP REQUIRETLS (RFC 8689) has no measurement at all. Zero mentions across all 5,859 corpus papers, and a search of PAM, TMA, ANRW and arXiv on 2026-09-09 found none either.
- Inbound enforcement at scale has exactly one measurement. The 6.8% of [3Ashiq, Md. Ishtiaq; Li, Weitong; Fiebig, Tobias; Chung, Taejoong (2024): "SPF Beyond the Standard: Management and Operational Challenges in Practice and Practical Recommendations", in: Proceedings of the USENIX Security Symposium. (Link)] is the only internet-scale figure for whether receivers validate anything. Nothing equivalent exists for DKIM, DMARC alignment, or MTA-STS enforcement on the receiving side.
- The 2024 bulk-sender mandates are unmeasured in the literature. Google, Yahoo and Microsoft made authentication a delivery precondition between February 2024 and May 2025, with a further Gmail enforcement step in November 2025. No paper in this population measures the effect; a search of PAM, TMA, ANRW and arXiv on 2026-09-09 found no before/after study either, only vendor blog figures with no stated method. Any post-2024 adoption series that does not separate high-volume senders is confounded by it.
libspf2has an unreleased security fix from October 2023 and no tagged release since 2021. Which MTAs ship which version, and what that means for the [19Bennett, Nathaniel; Sowards, Rebekah; Deccio, Casey T. (2022): "SPFail: Discovering, Measuring, and Remediating Vulnerabilities in Email Sender Validation", in: Proceedings of the ACM Internet Measurement Conference. (DOI)] finding four years on, is an unanswered and easily answerable question.- No paper in this population reports inter-rater agreement, and 19 of them code by hand. A methods paper on how client-matrix vulnerability labels should be validated would be useful and cheap.
- Almost everything here is IPv4 and gTLD.
.com/.net/.org/.sezone files and IPv4 SMTP scans; ccTLD and IPv6-only mail infrastructure is close to unmeasured in these venues.
Related Pages
- email_tracking — the other half of the message-channel literature: tracking pixels, the address as an identifier, marketing mail and spam. It scopes this page out and links here.
- phishing — mail as an attack vector, and the feeds that label it.
- tls_certificates — the web PKI, CT logs and the scanning instruments this page borrows.
- internet_scanning — ZMap, ZGrab and the ethics and rate limits of internet-wide probing.
- website_selection — Tranco, zone files, and why a top list is not a sample.
- longitudinal — snapshot cadence, which is what DANE and MTA-STS rollover measurement lives or dies by.
- notifying_websites — notification-and-rescan, and what response rates actually look like.
- ethics — active probing, disclosure, and the review question 12 of these 31 papers did not answer.
- email_authentication — the query log behind this page.
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draft-ietf-dmarc-arc-to-historic, IETF DMARC working group. Reported by a currency sub-agent on 2026-09-09 from datatracker.ietf.org and not independently re-fetched — treat the reclassification as in progress, and check the datatracker before relying on it.