Dataset Viewer
Auto-converted to Parquet Duplicate
Popularity Rank
int64
1
125M
Domain
stringlengths
4
44
Company Name
stringlengths
1
153
Company Size
stringclasses
2 values
Year Founded
float64
1.05k
2.03k
Industry
stringclasses
147 values
Locality
stringlengths
2
103
Country
stringclasses
202 values
TLD
stringclasses
795 values
SPF
stringclasses
2 values
DMARC
stringclasses
2 values
BIMI
stringclasses
2 values
MTA-STS
stringclasses
2 values
Posture
stringclasses
3 values
1
google.com
google
10001+
1,998
Internet
mountain view
United States
com
yes
yes
no
no
SPF + DMARC
3
microsoft.com
microsoft
10001+
1,975
Computer Software
redmond
United States
com
yes
yes
no
no
SPF + DMARC
4
facebook.com
facebook
10001+
2,004
Computer Software
menlo park
United States
com
yes
yes
no
no
SPF + DMARC
5
mail.ru
mail.ru group
5001-10000
1,998
Internet
null
Russia
ru
yes
no
no
no
SPF only
8
apple.com
apple
10001+
1,976
Consumer Electronics
cupertino
United States
com
yes
no
no
no
SPF only
12
instagram.com
instagram
10001+
2,010
Computer Software
san francisco
United States
com
yes
yes
no
no
SPF + DMARC
16
twitter.com
twitter
5001-10000
2,006
Internet
san francisco
United States
com
yes
yes
no
no
SPF + DMARC
19
linkedin.com
linkedin
10001+
2,003
Internet
sunnyvale
United States
com
yes
yes
no
no
SPF + DMARC
24
amazon.com
amazon
10001+
1,994
Internet
seattle
United States
com
yes
yes
no
no
SPF + DMARC
27
azure.com
microsoft azure devops
10001+
null
Information Technology and Services
null
United States
com
yes
yes
no
no
SPF + DMARC
29
wikipedia.org
wikipedia, the free encyclopedia
10001+
2,001
Internet
san francisco
United States
org
yes
no
no
no
SPF only
33
bing.com
deeper life high school
5001-10000
2,010
Higher Education
null
United States
com
yes
no
no
no
SPF only
37
netflix.com
netflix
10001+
1,997
Entertainment
los gatos
United States
com
yes
yes
no
no
SPF + DMARC
52
yahoo.com
yahoo
10001+
1,994
Internet
sunnyvale
United States
com
yes
yes
no
no
SPF + DMARC
65
tiktok.com
tiktok
10001+
2,012
Marketing and Advertising
los angeles
United States
com
yes
no
no
no
SPF only
68
adobe.com
adobe
10001+
1,982
Computer Software
san jose
United States
com
yes
yes
no
no
SPF + DMARC
84
qq.com
腾讯新闻
5001-10000
null
Internet
null
China
com
yes
no
no
no
SPF only
89
samsung.com
samsung electronics
10001+
1,938
Consumer Electronics
suwon
South Korea
com
yes
yes
no
no
SPF + DMARC
92
baidu.com
baidu, inc.
10001+
2,000
Internet
haidian
China
com
yes
yes
no
no
SPF + DMARC
101
intuit.com
intuit
10001+
1,983
Computer Software
mountain view
United States
com
yes
yes
no
no
SPF + DMARC
107
paypal.com
paypal
10001+
1,998
Internet
san jose
United States
com
yes
yes
no
no
SPF + DMARC
110
blogspot.com
blogspot.com
10001+
1,999
Information Technology and Services
null
United Kingdom
com
yes
yes
no
no
SPF + DMARC
113
europa.eu
european union
10001+
null
International Affairs
null
Belgium
eu
yes
no
no
no
SPF only
122
apache.org
the apache software foundation
5001-10000
1,999
Computer Software
wilmington
United States
org
yes
yes
no
no
SPF + DMARC
137
mulesoft.com
mulesoft
5001-10000
2,006
Computer Software
san francisco
United States
com
yes
yes
no
no
SPF + DMARC
142
nih.gov
the national institutes of health
10001+
1,887
Research
bethesda
United States
gov
yes
no
no
no
SPF only
149
f5.com
f5 networks
5001-10000
1,996
Information Technology and Services
seattle
United States
com
yes
no
no
no
SPF only
150
kaspersky.com
kaspersky
5001-10000
1,997
Computer & Network Security
zürich
Switzerland
com
yes
yes
no
no
SPF + DMARC
167
shopify.com
shopify
10001+
2,006
Internet
ottawa
Canada
com
yes
yes
no
no
SPF + DMARC
171
godaddy.com
godaddy
5001-10000
1,997
Internet
tempe
United States
com
yes
yes
yes
no
SPF + DMARC
193
mts.ru
mts group
10001+
1,993
Telecommunications
moscow
Russia
ru
yes
yes
no
no
SPF + DMARC
195
webex.com
webex
10001+
1,995
Telecommunications
san jose
United States
com
yes
no
no
no
SPF only
208
wildberries.ru
wildberries
10001+
2,004
Retail
moscow
Russia
ru
yes
no
no
no
SPF only
209
bbc.com
bbc news
10001+
1,922
Broadcast Media
london
United Kingdom
com
yes
yes
no
no
SPF + DMARC
211
bbc.co.uk
bbc
10001+
1,922
Broadcast Media
london
United Kingdom
co.uk
yes
yes
no
no
SPF + DMARC
212
uber.com
uber
10001+
2,009
Internet
san francisco
United States
com
yes
yes
no
no
SPF + DMARC
216
oracle.com
oracle
10001+
1,977
Information Technology and Services
austin
United States
com
yes
no
no
no
SPF only
222
cisco.com
cisco
10001+
1,984
Computer Networking
san jose
United States
com
yes
yes
no
no
SPF + DMARC
223
salesforce.com
salesforce
10001+
1,999
Internet
san francisco
United States
com
yes
yes
no
no
SPF + DMARC
226
comcast.net
pt jakarta renkang pharmaceutical
10001+
null
Pharmaceuticals
null
Indonesia
net
yes
no
no
no
SPF only
227
ebay.com
ebay
10001+
1,995
Internet
san jose
United States
com
yes
no
no
no
SPF only
247
hubspot.com
hubspot
5001-10000
2,006
Internet
cambridge
United States
com
yes
yes
no
no
SPF + DMARC
248
prudential.com
prudential financial
10001+
1,875
Financial Services
newark
United States
com
yes
yes
no
no
SPF + DMARC
250
who.int
world health organization
5001-10000
1,948
International Affairs
geneva
Switzerland
int
yes
yes
no
no
SPF + DMARC
253
yandex.com
yandex
10001+
2,000
Internet
moscow
Russia
com
yes
no
no
no
SPF only
254
booking.com
booking.com
10001+
1,996
Internet
amsterdam
Netherlands
com
yes
no
no
no
SPF only
259
hp.com
hp
10001+
null
Information Technology and Services
palo alto
United States
com
yes
yes
no
no
SPF + DMARC
269
wikimedia.org
wikimedia commons
10001+
2,004
Internet
san francisco
United States
org
yes
no
no
no
SPF only
279
ea.com
electronic arts (ea)
10001+
1,982
Entertainment
redwood city
United States
com
yes
yes
no
no
SPF + DMARC
288
reuters.com
reuters
10001+
1,851
Media Production
new york
United States
com
yes
yes
no
no
SPF + DMARC
298
ibm.com
ibm
10001+
1,911
Information Technology and Services
new york
United States
com
yes
no
no
no
SPF only
299
autodesk.com
autodesk
10001+
1,982
Computer Software
san francisco
United States
com
yes
yes
no
no
SPF + DMARC
316
ezvizlife.com
ezviz inc.
5001-10000
2,013
Consumer Electronics
el monte
United States
com
yes
no
no
no
SPF only
317
wiley.com
wiley
5001-10000
1,807
Publishing
hoboken
United States
com
yes
no
no
no
SPF only
332
checkpoint.com
check point software technologies, ltd.
5001-10000
1,993
Computer & Network Security
redwood city
United States
com
yes
yes
no
no
SPF + DMARC
334
cdc.gov
centers for disease control and prevention
10001+
1,946
Government Administration
atlanta
United States
gov
yes
yes
no
no
SPF + DMARC
343
mi.com
xiaomi technology
10001+
2,010
Internet
xi’erqi
China
com
yes
no
no
no
SPF only
345
un.org
united nations
10001+
1,945
International Affairs
new york
United States
org
yes
no
no
no
SPF only
354
bloomberg.com
bloomberg
10001+
1,981
Financial Services
new york
United States
com
yes
no
no
no
SPF only
364
nvidia.com
nvidia
10001+
1,993
Computer Hardware
santa clara
United States
com
yes
yes
no
no
SPF + DMARC
367
dell.com
dell technologies
10001+
1,984
Information Technology and Services
round rock
United States
com
yes
yes
no
no
SPF + DMARC
370
tp-link.com
tp-link
10001+
1,996
Information Technology and Services
singapore
Singapore
com
yes
yes
no
no
SPF + DMARC
382
espn.com
espn
5001-10000
1,979
Broadcast Media
bristol
United States
com
yes
yes
no
no
SPF + DMARC
393
nasa.gov
nasa - national aeronautics and space administration
10001+
1,958
Aviation & Aerospace
washington
United States
gov
yes
no
no
no
SPF only
398
indeed.com
indeed
10001+
2,004
Internet
austin
United States
com
yes
yes
no
no
SPF + DMARC
412
huawei.com
huawei
10001+
1,987
Telecommunications
shenzhen
China
com
yes
yes
no
no
SPF + DMARC
420
taobao.com
taobao marketplace
10001+
2,003
Internet
null
China
com
yes
no
no
no
SPF only
440
staples.com
staples
10001+
1,986
Business Supplies and Equipment
framingham
United States
com
yes
no
no
no
SPF only
445
walmart.com
walmart
10001+
1,962
Retail
bentonville
United States
com
yes
no
no
no
SPF only
454
sberbank.ru
sberbank
10001+
1,841
Banking
null
Russia
ru
yes
yes
yes
no
SPF + DMARC
458
zendesk.com
zendesk
5001-10000
2,007
Computer Software
san francisco
United States
com
yes
yes
no
no
SPF + DMARC
461
mediatek.com
mediatek
10001+
1,997
Semiconductors
hsinchu
Taiwan
com
yes
no
no
no
SPF only
462
yahoo.co.jp
yahoo! japan
5001-10000
2,019
Internet
tokyo
Japan
co.jp
yes
yes
no
no
SPF + DMARC
487
okta.com
okta, inc.
5001-10000
2,009
Computer Software
san francisco
United States
com
yes
yes
yes
no
SPF + DMARC
522
paloaltonetworks.com
palo alto networks
10001+
2,005
Computer & Network Security
santa clara
United States
com
yes
yes
no
no
SPF + DMARC
534
intel.com
intel corporation
10001+
1,968
Semiconductors
santa clara
United States
com
yes
yes
no
no
SPF + DMARC
542
t-mobile.com
t-mobile
10001+
2,002
Telecommunications
bellevue
United States
com
yes
yes
no
no
SPF + DMARC
554
trendmicro.com
trend micro
5001-10000
1,988
Computer Software
yoyogi
Japan
com
yes
yes
no
no
SPF + DMARC
559
target.com
target
10001+
1,962
Retail
minneapolis
United States
com
yes
yes
no
no
SPF + DMARC
563
rt.ru
ростелеком макрорегион волга, пао
10001+
null
Telecommunications
null
Russia
ru
yes
yes
no
no
SPF + DMARC
565
berkeley.edu
uc berkeley
10001+
1,868
Higher Education
berkeley
United States
edu
yes
yes
no
no
SPF + DMARC
566
sina.com.cn
sina com technology (china) co. ltd
5001-10000
null
Internet
beijing
China
com.cn
yes
no
no
no
SPF only
567
noaa.gov
noaa: national oceanic & atmospheric administration
10001+
1,807
Government Administration
washington
United States
gov
yes
no
no
no
SPF only
570
playstation.com
playstation
5001-10000
1,994
Entertainment
san mateo
United States
com
yes
yes
no
no
SPF + DMARC
573
atlassian.com
atlassian
10001+
2,002
Computer Software
sydney
Australia
com
yes
yes
no
no
SPF + DMARC
576
ca.gov
state of california
10001+
1,850
Government Administration
sacramento
United States
gov
yes
no
no
no
SPF only
583
360safe.com
360 security
5001-10000
2,005
Computer Software
null
China
com
yes
no
no
no
SPF only
584
comcast.com
comcast
10001+
1,963
Telecommunications
new york
United States
com
yes
yes
no
no
SPF + DMARC
595
free.fr
free ( sas )
5001-10000
1,999
Telecommunications
paris
France
fr
yes
yes
no
no
SPF + DMARC
597
ikea.com
ikea
10001+
1,943
Retail
delft
Netherlands
com
yes
no
no
no
SPF only
620
avito.ru
avito.ru
5001-10000
2,007
Internet
null
Russia
ru
yes
no
no
no
SPF only
629
nike.com
nike
10001+
1,972
Retail
beaverton
United States
com
yes
no
no
no
SPF only
631
cbsnews.com
cbs news
10001+
1,927
Broadcast Media
new york
United States
com
yes
yes
no
no
SPF + DMARC
633
arubanetworks.com
aruba, a hewlett packard enterprise company
5001-10000
null
Computer Networking
san jose
United States
com
yes
yes
no
no
SPF + DMARC
635
marriott.com
marriott international
10001+
1,927
Hospitality
bethesda
United States
com
yes
yes
no
no
SPF + DMARC
645
redhat.com
red hat
10001+
1,993
Computer Software
raleigh
United States
com
yes
no
no
no
SPF only
653
ups.com
ups
10001+
1,907
Logistics and Supply Chain
atlanta
United States
com
yes
yes
no
no
SPF + DMARC
663
google.co.uk
nuclear industry
5001-10000
null
Oil & Energy
barrow in furness
United Kingdom
co.uk
yes
yes
no
no
SPF + DMARC
666
dns-shop.ru
цифровой супермаркет dns
10001+
1,998
Retail
vladivostok
Russia
ru
yes
yes
no
no
SPF + DMARC
674
mdpi.com
mdpi
5001-10000
1,996
Publishing
basel
Switzerland
com
yes
yes
no
no
SPF + DMARC
End of preview. Expand in Data Studio

DMARC and SPF Adoption Among Large Organizations

Overview

This dataset records which of 36,120 large organizations publish SPF and DMARC records on their primary domain, with firmographic context for each: industry, employee band, country, locality and founding year.

SPF lists the servers allowed to send mail for a domain. DMARC tells receiving servers what to do with mail that fails that check, and where to send reports. A domain with SPF but no DMARC has published the list without publishing an instruction, so receivers are left to decide for themselves.

Collected in August 2026. DNS records change, so treat the data as a snapshot of that month rather than a current state.

SPF and DMARC Coverage

Of the 35,563 large organizations that publish SPF, 45.7% also publish DMARC. The other 19,315 publish SPF alone.

Posture Organizations
SPF only 19,315
SPF + DMARC 16,248
DMARC without SPF 557

SPF is close to universal among organizations that send mail, so the SPF group serves as a denominator and the percentage above is a rate rather than a raw count.

Adoption by Country and Industry

DMARC adoption among SPF publishers, by country. Groups with fewer than 150 organizations are omitted.

Country Organizations DMARC
Sweden 305 59.7%
Argentina 219 56.6%
Denmark 188 56.4%
Belgium 305 53.4%
United Kingdom 1,733 51.9%
Australia 596 51.8%
South Korea 199 34.2%
Vietnam 268 34.3%
China 1,456 30.2%

By industry, same threshold:

Industry Organizations DMARC
Defense & Space 168 56.5%
Medical Devices 197 55.8%
Banking 650 55.5%
Airlines/Aviation 252 54.0%
Insurance 638 53.4%
Security and Investigations 318 35.5%
Professional Training & Coaching 150 28.7%

Employee band makes little difference. Organizations with 5,001 to 10,000 employees reach 46.7%, and those with more than 10,000 reach 44.9%.

BIMI and MTA-STS are rare in this population. Across all 36,120 organizations, 17 publish BIMI and 5 publish MTA-STS.

Dataset Fields

Email-Authentication.csv, 36,120 rows, 14 columns. Coverage is the share of rows where the field is populated.

Column Type Coverage Description
Popularity Rank int64 95.1% Website popularity rank, lower being more popular. Rows are stored in ascending rank order
Domain string 100.0% Primary website domain. Unique across the file
Company Name string 100.0% Organization name, lowercased
Company Size string 100.0% Employee band. Two values: 5001-10000 and 10001+
Year Founded float64 71.2% Founding year
Industry string 99.1% Industry label
Locality string 79.7% City or region, where available
Country string 100.0% Organization or website country
TLD string 100.0% Top-level domain
SPF string 100.0% yes or no
DMARC string 100.0% yes or no
BIMI string 100.0% yes or no
MTA-STS string 100.0% yes or no
Posture string 100.0% SPF only, SPF + DMARC or DMARC without SPF

Methodology

Domains were checked for published SPF, DMARC, BIMI and MTA-STS records in August 2026. An organization is included when at least one of SPF or DMARC was found on its primary domain.

The population is large organizations, meaning 5,001 or more employees, for which company information could be resolved.

Important Notes

  • DMARC means a DMARC record was found. It does not mean the policy is enforced. A policy of p=none requests monitoring only and is common, and the policy value is not recorded here, so DMARC = yes should not be read as protection.
  • DKIM is not included. Detecting a DKIM record requires knowing the DNS selector in advance, so any count would understate adoption by orders of magnitude.
  • The 557 organizations with DMARC but no SPF are unusual and often misconfigured. DMARC relies on SPF or DKIM alignment, so a DMARC record with neither does little.
  • Records are read from the primary domain only. Large organizations send from many domains and subdomains, and those are not covered.
  • Rates are calculated against organizations publishing SPF, not against all large organizations.
  • Results represent observations made in August 2026.

Use Cases

  • Email security and anti-phishing research
  • Benchmarking an organization or sector against its peers
  • Public sector and regulatory policy analysis
  • Journalism on email security preparedness
  • Technographic and market research
  • Data science and machine learning

Citation

If you use this dataset, please credit StackScan and link to the source page.

Plain text:

StackScan. (2026). DMARC and SPF Adoption Among Large Organizations (data collected August 2026) [Data set]. StackScan. https://www.stackscan.com/technology/dmarc

BibTeX:

@misc{stackscan_email_authentication_2026,
  author       = {{StackScan}},
  title        = {DMARC and SPF Adoption Among Large Organizations},
  year         = {2026},
  month        = {aug},
  publisher    = {StackScan},
  howpublished = {\url{https://www.stackscan.com/technology/dmarc}},
  note         = {Data collected August 2026. Dataset: \url{https://huggingface.co/datasets/stackscan/email-authentication}}
}

Related

stackscan/lets-encrypt uses the same population definition and collection period, so the two can be joined on Domain.

Access to More Data

The files in this repository are CC BY 4.0 and free for anyone to use, including commercially. No request or permission is needed.

StackScan also provides free access to larger and custom datasets for data journalists, academic researchers, non-profits and other organizations working on non-commercial projects. Ask through stackscan.com.

License

Released under Creative Commons Attribution 4.0 International (CC BY 4.0). You are free to share and adapt the data, including commercially, provided you give appropriate credit.

Attribution must name StackScan and link to the source page:

Data from StackScan, licensed under CC BY 4.0.

For academic or published work, use the citation above.

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