Detection rules โบ Sublime MQL
Sublime MQL rules: paypal
| Rule | Severity |
|---|---|
| PayPal invoice abuse | medium |
PayPal invoice abuse
#A fraudulent invoice/receipt found in the body of the message sent by exploiting Paypal's invoicing service. Callback Phishing is an attempt by an attacker to solicit the victim (recipient) to call a phone number. The resulting interaction could lead to a multitude of attacks ranging from Financial theft, Remote Access Trojan (RAT) Installation or Ransomware Deployment.
Threat classification
Sublime's own taxonomy (not MITRE ATT&CK).
| Category | Values |
|---|---|
| Attack types | BEC/Fraud, Callback Phishing |
| Tactics and techniques | Evasion, Social engineering |
Telemetry coverage
| Platform | Record / event type |
|---|---|
| Sublime | Inbound email message |
Message attributes
Rule body
type.inbound
and length(attachments) == 0
and sender.email.domain.root_domain in (
"paypal.com",
"paypal.com.mx",
"paypal.com.br",
"paypal.com.ar",
"paypal.co.uk"
)
and (
any(filter(html.xpath(body.html,
// all the tables, which don't have descendant tables, after the first image and before a hr with a footerDivider class that appears after the current table.
// using //text()[normalize-space()] allows us to split each table up by line breaks, so each line can be inspected uniquely
'//img[@alt="PayPal"]/following::table[not(descendant::table) and count(following::hr[@class="footerDivider"]) > 0]//text()[normalize-space()]'
).nodes,
(
// icontains a phone number
(
regex.icontains(strings.replace_confusables(.display_text),
'\b\+?([ilo0-9]{1}.)?\(?[ilo0-9]{3}?\)?.[ilo0-9]{3}.?[ilo0-9]{4}\b'
)
or regex.icontains(strings.replace_confusables(.display_text),
'\+[ilo0-9]{1,3}[ilo0-9]{10}'
)
// +12028001238
or regex.icontains(strings.replace_confusables(.display_text),
'[ilo0-9]{3}\.[ilo0-9]{3}\.[ilo0-9]{4}'
)
// 202-800-1238
or regex.icontains(strings.replace_confusables(.display_text),
'[ilo0-9]{3}-[ilo0-9]{3}-[ilo0-9]{4}'
)
// (202) 800-1238
// (202) -800 -1238
// (202) 800 1238
// (202)-800-1238
or regex.icontains(strings.replace_confusables(.display_text),
'\([ilo0-9]{3}\)[\s-]+[ilo0-9]{3}[\s-]+[ilo0-9]{4}'
)
// (202)-800-1238
or regex.icontains(strings.replace_confusables(.display_text),
'\([ilo0-9]{3}\)-[ilo0-9]{3}-[ilo0-9]{4}'
)
or ( // 8123456789
regex.icontains(strings.replace_confusables(.display_text),
'8[ilo0-9]{9}'
)
and regex.icontains(strings.replace_confusables(.display_text
),
'\+[1l]'
)
)
)
)
// filter out elements which contain non actor controlled details
// this often wording from paypal templates that might contain phone numbers
// but are not elements that are actor controlled.
// main customer service number
and not strings.icontains(.display_text, '888-221-1161')
// credit services number
and not strings.icontains(.display_text, '844-896-4937')
// pay in 4 number
and not strings.icontains(.display_text, '(800) 504-7534')
// debt collection for pay later
and not strings.icontains(.display_text, '877-589-5171')
// debt collections for PayPal
and not strings.icontains(.display_text, '866-380-1798')
// card activation
and not strings.icontains(.display_text, '800-314-8298')
// often the transcation id looks like a phone number and matches the regex
and not regex.icontains(.display_text, "Transaction (date|ID)\n")
// this segment can include phone numbers, but the wording is not actor controlled and shows up "under the fold" in the templates
and not strings.istarts_with(.display_text,
"If you have any questions about this payment, you can"
)
),
strings.icontains(.display_text, "you did not")
or strings.icontains(.display_text, "Critical Alert")
or strings.icontains(.display_text, "is not for")
or strings.icontains(.display_text, "done by you")
or regex.icontains(.display_text, "don['โ]t recognize")
or regex.icontains(.display_text, "didn['โ]t (?:ma[kd]e|place) this")
or regex.icontains(.display_text, "[wh]as.*placed by you")
or strings.icontains(.display_text, "issue with")
or regex.icontains(.display_text, "was.*made by you")
or (
strings.icontains(.display_text, "Fraud")
and strings.icontains(.display_text, "Alert")
)
or strings.icontains(.display_text, "fraudulent")
or strings.icontains(.display_text, "using your PayPal")
or strings.icontains(.display_text, "subscription")
or strings.icontains(.display_text, "antivirus")
or strings.icontains(.display_text, "support")
or strings.icontains(.display_text, "sincerely apologize")
or strings.icontains(.display_text, "receipt")
// pull in common wording from transaction types from paypal
// this wording should be part of the template and not actor controlled
// but is generally prepended or appended with actor controlled elements
// such as using the business name to deliver callback details
// when a phone number is present
or strings.icontains(.display_text, "sent you an invoice")
or strings.icontains(.display_text, "a money request")
or strings.icontains(.display_text, "invited you as a developer")
or strings.icontains(.display_text, "Purchase")
or strings.icontains(.display_text, "Market*Value")
or strings.icontains(.display_text, "BTC")
or strings.icontains(.display_text, "Etherium (ETH)")
or strings.icontains(.display_text, "get in touch with our")
or strings.icontains(.display_text, "quickly inform")
or strings.icontains(.display_text, "quickly reach ")
or strings.icontains(.display_text, "detected unusual transactions")
or strings.icontains(.display_text, "without your authorization")
or strings.icontains(.display_text, "unauthorized activitiy")
or strings.icontains(.display_text, "unauthorized transaction")
or strings.icontains(.display_text, "cancel")
or strings.icontains(.display_text, "renew")
or strings.icontains(.display_text, "refund")
or regex.icontains(.display_text, 'help.{0,3}desk')
or strings.icontains(.display_text, " your funds")
or strings.icontains(.display_text, " your checking")
or strings.icontains(.display_text, " your saving")
or strings.icontains(.display_text, "secure your account")
or strings.icontains(.display_text, "recover your")
or strings.icontains(.display_text, "unusual activity")
or strings.icontains(.display_text, "suspicious transaction")
or strings.icontains(.display_text, "transaction history")
or strings.icontains(.display_text, "please ignore this")
or strings.icontains(.display_text, "will be approved")
or strings.icontains(.display_text, "report activity")
or strings.icontains(.display_text, "paypal billing team")
// Unicode confusables words obfuscated in note
or regex.icontains(.display_text,
'\+๐ญ|๐ฝ๐ฎ๐๐บ๐ฒ๐ป๐|๐๐ฒ๐น๐ฝ ๐๐ฒ๐๐ธ|๐ฟ๐ฒ๐ณ๐๐ป๐ฑ|๐ฎ๐ป๐๐ถ๐๐ถ๐ฟ๐๐|๐ฐ๐ฎ๐น๐น|๐ฐ๐ฎ๐ป๐ฐ๐ฒ๐น|๐ฐ๐ผ๐ป๐๐ฎ๐ฐ๐|cแดสส'
)
or strings.icontains(.display_text, "kindly")
or regex.icontains(strings.replace_confusables(.display_text),
'(?:call|cแดสส|reach|contact|get in touch|\binform\b|let us know|coษดแดแดcแด)'
)
)
// message contains phone number regex and dollar ammounts in the subject
or (
regex.icontains(strings.replace_confusables(subject.base),
'\+?(?:[ilo0-9]{1}.)?\(?[ilo0-9]{3}?\)?.[ilo0-9]{3}.?[ilo0-9]{4}',
'\+?(?:[ilo0-9]{1,2})?\s?\(?\d{3}\)?[\s\.\-โ
]{0,5}[ilo0-9]{3}[\s\.\-โ
]{0,5}[ilo0-9]{4}'
)
and (
regex.icontains(subject.base, '(?:USD|\$)\s?\d')
or regex.icontains(subject.base, '\d+\.\d{2}\s?(?:USD|usd)')
)
)
)
// Handle emails for class action settlement refunds. Not official PayPal communications but a common-enough thing where a small refund is sent from a court-appointed settlement administrator
and not (
strings.icontains(body.html.display_text, "settlement")
and (
strings.icontains(body.html.display_text, "court")
or strings.icontains(body.html.display_text, "FTC")
or strings.icontains(body.html.display_text, "administrator")
)
)
Detection logic
Scope: inbound message.
A fraudulent invoice/receipt found in the body of the message sent by exploiting Paypal's invoicing service. Callback Phishing is an attempt by an attacker to solicit the victim (recipient) to call a phone number. The resulting interaction could lead to a multitude of attacks ranging from Financial theft, Remote Access Trojan (RAT) Installation or Ransomware Deployment.
- inbound message
- length(attachments) is 0
- sender.email.domain.root_domain in ('paypal.com', 'paypal.com.mx', 'paypal.com.br', 'paypal.com.ar', 'paypal.co.uk')
any of:
any of
filter(...)where any holds:- .display_text contains 'you did not'
- .display_text contains 'Critical Alert'
- .display_text contains 'is not for'
- .display_text contains 'done by you'
- .display_text matches "don['โ]t recognize"
- .display_text matches "didn['โ]t (?:ma[kd]e|place) this"
- .display_text matches '[wh]as.*placed by you'
- .display_text contains 'issue with'
- .display_text matches 'was.*made by you'
all of:
- .display_text contains 'Fraud'
- .display_text contains 'Alert'
- .display_text contains 'fraudulent'
- .display_text contains 'using your PayPal'
- .display_text contains 'subscription'
- .display_text contains 'antivirus'
- .display_text contains 'support'
- .display_text contains 'sincerely apologize'
- .display_text contains 'receipt'
- .display_text contains 'sent you an invoice'
- .display_text contains 'a money request'
- .display_text contains 'invited you as a developer'
- .display_text contains 'Purchase'
- .display_text contains 'Market*Value'
- .display_text contains 'BTC'
- .display_text contains 'Etherium (ETH)'
- .display_text contains 'get in touch with our'
- .display_text contains 'quickly inform'
- .display_text contains 'quickly reach '
- .display_text contains 'detected unusual transactions'
- .display_text contains 'without your authorization'
- .display_text contains 'unauthorized activitiy'
- .display_text contains 'unauthorized transaction'
- .display_text contains 'cancel'
- .display_text contains 'renew'
- .display_text contains 'refund'
- .display_text matches 'help.{0,3}desk'
- .display_text contains ' your funds'
- .display_text contains ' your checking'
- .display_text contains ' your saving'
- .display_text contains 'secure your account'
- .display_text contains 'recover your'
- .display_text contains 'unusual activity'
- .display_text contains 'suspicious transaction'
- .display_text contains 'transaction history'
- .display_text contains 'please ignore this'
- .display_text contains 'will be approved'
- .display_text contains 'report activity'
- .display_text contains 'paypal billing team'
- .display_text matches '\\+๐ญ|๐ฝ๐ฎ๐๐บ๐ฒ๐ป๐|๐๐ฒ๐น๐ฝ ๐๐ฒ๐๐ธ|๐ฟ๐ฒ๐ณ๐๐ป๐ฑ|๐ฎ๐ป๐๐ถ๐๐ถ๐ฟ๐๐|๐ฐ๐ฎ๐น๐น|๐ฐ๐ฎ๐ป๐ฐ๐ฒ๐น|๐ฐ๐ผ๐ป๐๐ฎ๐ฐ๐|cแดสส'
- .display_text contains 'kindly'
- strings.replace_confusables(.display_text) matches '(?:call|cแดสส|reach|contact|get in touch|\\binform\\b|let us know|coษดแดแดcแด)'
all of:
strings.replace_confusables(subject.base) matches any of 2 patterns
\+?(?:[ilo0-9]{1}.)?\(?[ilo0-9]{3}?\)?.[ilo0-9]{3}.?[ilo0-9]{4}\+?(?:[ilo0-9]{1,2})?\s?\(?\d{3}\)?[\s\.\-โ ]{0,5}[ilo0-9]{3}[\s\.\-โ ]{0,5}[ilo0-9]{4}
any of:
- subject.base matches '(?:USD|\\$)\\s?\\d'
- subject.base matches '\\d+\\.\\d{2}\\s?(?:USD|usd)'
not:
all of:
- body.html.display_text contains 'settlement'
any of:
- body.html.display_text contains 'court'
- body.html.display_text contains 'FTC'
- body.html.display_text contains 'administrator'
Inspects: body.html, body.html.display_text, sender.email.domain.root_domain, subject.base, type.inbound. Sensors: html.xpath, regex.icontains, strings.icontains, strings.istarts_with, strings.replace_confusables.
Indicators matched (68)
| Field | Match | Value |
|---|---|---|
sender.email.domain.root_domain | member | paypal.com |
sender.email.domain.root_domain | member | paypal.com.mx |
sender.email.domain.root_domain | member | paypal.com.br |
sender.email.domain.root_domain | member | paypal.com.ar |
sender.email.domain.root_domain | member | paypal.co.uk |
regex.icontains | regex | \b\+?([ilo0-9]{1}.)?\(?[ilo0-9]{3}?\)?.[ilo0-9]{3}.?[ilo0-9]{4}\b |
regex.icontains | regex | \+[ilo0-9]{1,3}[ilo0-9]{10} |
regex.icontains | regex | [ilo0-9]{3}\.[ilo0-9]{3}\.[ilo0-9]{4} |
regex.icontains | regex | [ilo0-9]{3}-[ilo0-9]{3}-[ilo0-9]{4} |
regex.icontains | regex | \([ilo0-9]{3}\)[\s-]+[ilo0-9]{3}[\s-]+[ilo0-9]{4} |
regex.icontains | regex | \([ilo0-9]{3}\)-[ilo0-9]{3}-[ilo0-9]{4} |
regex.icontains | regex | 8[ilo0-9]{9} |
56 more
regex.icontains | regex | \+[1l] |
strings.icontains | substring | you did not |
strings.icontains | substring | Critical Alert |
strings.icontains | substring | is not for |
strings.icontains | substring | done by you |
regex.icontains | regex | don['โ]t recognize |
regex.icontains | regex | didn['โ]t (?:ma[kd]e|place) this |
regex.icontains | regex | [wh]as.*placed by you |
strings.icontains | substring | issue with |
regex.icontains | regex | was.*made by you |
strings.icontains | substring | Fraud |
strings.icontains | substring | Alert |
strings.icontains | substring | fraudulent |
strings.icontains | substring | using your PayPal |
strings.icontains | substring | subscription |
strings.icontains | substring | antivirus |
strings.icontains | substring | support |
strings.icontains | substring | sincerely apologize |
strings.icontains | substring | receipt |
strings.icontains | substring | sent you an invoice |
strings.icontains | substring | a money request |
strings.icontains | substring | invited you as a developer |
strings.icontains | substring | Purchase |
strings.icontains | substring | Market*Value |
strings.icontains | substring | BTC |
strings.icontains | substring | Etherium (ETH) |
strings.icontains | substring | get in touch with our |
strings.icontains | substring | quickly inform |
strings.icontains | substring | quickly reach |
strings.icontains | substring | detected unusual transactions |
strings.icontains | substring | without your authorization |
strings.icontains | substring | unauthorized activitiy |
strings.icontains | substring | unauthorized transaction |
strings.icontains | substring | cancel |
strings.icontains | substring | renew |
strings.icontains | substring | refund |
regex.icontains | regex | help.{0,3}desk |
strings.icontains | substring | your funds |
strings.icontains | substring | your checking |
strings.icontains | substring | your saving |
strings.icontains | substring | secure your account |
strings.icontains | substring | recover your |
strings.icontains | substring | unusual activity |
strings.icontains | substring | suspicious transaction |
strings.icontains | substring | transaction history |
strings.icontains | substring | please ignore this |
strings.icontains | substring | will be approved |
strings.icontains | substring | report activity |
strings.icontains | substring | paypal billing team |
regex.icontains | regex | \+๐ญ|๐ฝ๐ฎ๐๐บ๐ฒ๐ป๐|๐๐ฒ๐น๐ฝ ๐๐ฒ๐๐ธ|๐ฟ๐ฒ๐ณ๐๐ป๐ฑ|๐ฎ๐ป๐๐ถ๐๐ถ๐ฟ๐๐|๐ฐ๐ฎ๐น๐น|๐ฐ๐ฎ๐ป๐ฐ๐ฒ๐น|๐ฐ๐ผ๐ป๐๐ฎ๐ฐ๐|cแดสส |
strings.icontains | substring | kindly |
regex.icontains | regex | (?:call|cแดสส|reach|contact|get in touch|\binform\b|let us know|coษดแดแดcแด) |
regex.icontains | regex | \+?(?:[ilo0-9]{1}.)?\(?[ilo0-9]{3}?\)?.[ilo0-9]{3}.?[ilo0-9]{4} |
regex.icontains | regex | \+?(?:[ilo0-9]{1,2})?\s?\(?\d{3}\)?[\s\.\-โ
]{0,5}[ilo0-9]{3}[\s\.\-โ
]{0,5}[ilo0-9]{4} |
regex.icontains | regex | (?:USD|\$)\s?\d |
regex.icontains | regex | \d+\.\d{2}\s?(?:USD|usd) |
Stages and Predicates
Stage 1: mql_rule
and
or
any(filter(...))
or
and
filter(...).display_text contains "Alert"
filter(...).display_text contains "Fraud"
filter(...).display_text contains " your checking"
filter(...).display_text contains " your funds"
filter(...).display_text contains " your saving"
filter(...).display_text contains "BTC"
filter(...).display_text contains "Critical Alert"
filter(...).display_text contains "Etherium (ETH)"
filter(...).display_text contains "Market*Value"
filter(...).display_text contains "Purchase"
filter(...).display_text contains "a money request"
filter(...).display_text contains "antivirus"
filter(...).display_text contains "cancel"
filter(...).display_text contains "detected unusual transactions"
filter(...).display_text contains "done by you"
filter(...).display_text contains "fraudulent"
filter(...).display_text contains "get in touch with our"
filter(...).display_text contains "invited you as a developer"
filter(...).display_text contains "is not for"
filter(...).display_text contains "issue with"
filter(...).display_text contains "kindly"
filter(...).display_text contains "paypal billing team"
filter(...).display_text contains "please ignore this"
filter(...).display_text contains "quickly inform"
filter(...).display_text contains "quickly reach "
filter(...).display_text contains "receipt"
filter(...).display_text contains "recover your"
filter(...).display_text contains "refund"
filter(...).display_text contains "renew"
filter(...).display_text contains "report activity"
filter(...).display_text contains "secure your account"
filter(...).display_text contains "sent you an invoice"
filter(...).display_text contains "sincerely apologize"
filter(...).display_text contains "subscription"
filter(...).display_text contains "support"
filter(...).display_text contains "suspicious transaction"
filter(...).display_text contains "transaction history"
filter(...).display_text contains "unauthorized activitiy"
filter(...).display_text contains "unauthorized transaction"
filter(...).display_text contains "unusual activity"
filter(...).display_text contains "using your PayPal"
filter(...).display_text contains "will be approved"
filter(...).display_text contains "without your authorization"
filter(...).display_text contains "you did not"
filter(...).display_text regex_match "[wh]as.*placed by you"
filter(...).display_text regex_match "\\+๐ญ|๐ฝ๐ฎ๐๐บ๐ฒ๐ป๐|๐๐ฒ๐น๐ฝ ๐๐ฒ๐๐ธ|๐ฟ๐ฒ๐ณ๐๐ป๐ฑ|๐ฎ๐ป๐๐ถ๐๐ถ๐ฟ๐๐|๐ฐ๐ฎ๐น๐น|๐ฐ๐ฎ๐ป๐ฐ๐ฒ๐น|๐ฐ๐ผ๐ป๐๐ฎ๐ฐ๐|cแดสส"
filter(...).display_text regex_match "didn['โ]t (?:ma[kd]e|place) this"
filter(...).display_text regex_match "don['โ]t recognize"
filter(...).display_text regex_match "help.{0,3}desk"
filter(...).display_text regex_match "was.*made by you"
strings.replace_confusables(filter(...)[].display_text) regex_match "(?:call|cแดสส|reach|contact|get in touch|\\binform\\b|let us know|coษดแดแดcแด)"
and
or
strings.replace_confusables(subject.base) regex_match "\\+?(?:[ilo0-9]{1,2})?\\s?\\(?\\d{3}\\)?[\\s\\.\\-โ
]{0,5}[ilo0-9]{3}[\\s\\.\\-โ
]{0,5}[ilo0-9]{4}"
strings.replace_confusables(subject.base) regex_match "\\+?(?:[ilo0-9]{1}.)?\\(?[ilo0-9]{3}?\\)?.[ilo0-9]{3}.?[ilo0-9]{4}"
or
subject.base regex_match "(?:USD|\\$)\\s?\\d"
subject.base regex_match "\\d+\\.\\d{2}\\s?(?:USD|usd)"
not
and
or
body.html.display_text contains "FTC"
body.html.display_text contains "administrator"
body.html.display_text contains "court"
body.html.display_text contains "settlement"
attachments length_compare "0"
sender.email.domain.root_domain in ["paypal.co.uk", "paypal.com", "paypal.com.ar", "paypal.com.br", "paypal.com.mx"]
type.inbound eq "true"Exclusions
The rule actively suppresses these predicates.
| Field | Kind | Excluded values | Search |
|---|---|---|---|
body.html.display_text | contains | FTC | excludes:body.html.display_text field:"body.html.display_text" value:"FTC" |
body.html.display_text | contains | administrator | excludes:body.html.display_text field:"body.html.display_text" value:"administrator" |
body.html.display_text | contains | court | excludes:body.html.display_text field:"body.html.display_text" value:"court" |
body.html.display_text | contains | settlement | excludes:body.html.display_text field:"body.html.display_text" value:"settlement" |
Indicators
These rows show field, operator, and value matches.
| Field | Kind | Values | Search |
|---|---|---|---|
sender.email.domain.root_domain | in |
| field:"sender.email.domain.root_domain" kind:in |
strings.replace_confusables(subject.base) | regex_match |
| field:"strings.replace_confusables(subject.base)" kind:regex_match |
subject.base | regex_match |
| field:"subject.base" kind:regex_match |
type.inbound | eq |
| field:"type.inbound" kind:eq value:"true" |