event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8
values | source stringclasses 20
values | severity stringclasses 6
values | raw_log stringlengths 91 282 | advanced_metadata dict | user stringlengths 3 22 ⌀ | action stringclasses 55
values | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | additional_info stringlengths 18 148 | description stringlengths 45 225 | behavioral_analytics dict | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values | cloud_service stringclasses 5
values | resource_id stringlengths 12 12 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | protocol stringclasses 10
values | bytes int64 105 1,000k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7
values | mac_address stringlengths 17 17 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
389457b0-c1a0-4000-ae81-5bffa376e434 | 2025-06-04T12:13:03 | iot | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera battery_drain No additional info | {
"geo_location": "Egypt",
"device_hash": "55384d8658a4c2d7efd72eed33c23abaf129ef684b5093aef84fb1af591caa62",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 15_8_2 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/10.2n7689.0 Mobile/31K162 Safari/532.2",
"session_id": "9b6ee436-dbf1-4af8-8ed9-8093b9... | null | battery_drain | null | null | null | No additional info | IoT device Camera battery_drain No additional info | null | Camera | iot-2c6faae9 | 2.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
21f9b9e0-30f0-406a-ae0d-c992bd776c5d | 2025-02-21T23:59:38 | cloud | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in Alibaba by youngamanda No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "0b83395c83076641d7470433f4c9bcfb8e9edbec46a28eb22e7df6d70125af4c",
"user_agent": "Mozilla/5.0 (Android 2.3.3; Mobile; rv:52.0) Gecko/52.0 Firefox/52.0",
"session_id": "91ff29c1-ebdc-4848-905f-afa23959547d",
"risk_score": 32.41,
"confiden... | youngamanda | instance_creation | null | null | null | No additional info | Cloud instance_creation in Alibaba by youngamanda No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-51811448 | null | null | null | null | null | null | null | null | null | null |
26a167e0-f225-45d9-beb5-5c89e3d7481a | 2025-06-17T03:12:17 | auth | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|info| desc=Auth bypass for olivia36 via SAML from 53.252.85.91 No additional info | {
"geo_location": "Peru",
"device_hash": "e0d233d657c2829f6b2820158cf1418362dd5abcc9600f1a2fbed1747050d0ba",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "a066d704-61ef-41d9-93d5-472e4b8b60fe",
"risk_score": 53.4,
"confidence": 0.21
} | olivia36 | bypass | null | null | null | No additional info | Auth bypass for olivia36 via SAML from 53.252.85.91 No additional info | null | null | null | null | 53.252.85.91 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | fa:e8:5d:1f:03:d3 |
b19db3aa-23d2-4b8b-8ece-53097197ba55 | 2025-03-13T00:46:25 | ai | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by danielle00 MITRE Technique: T1078.004 | {
"geo_location": "Congo",
"device_hash": "b03dfc5ddc0e7d5ae4c095df147e63df9744970de658f7163c67fa5cc8d19825",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; eu-ES) AppleWebKit/534.22.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6534.22.7",
"session_id": "e233212e-2471-4ca5-be78... | danielle00 | training_data_poisoning | null | null | null | MITRE Technique: T1078.004 | AI system training_data_poisoning by danielle00 MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | model-a9b9c82b | 716e6201280214c16c606b10ec04f9d14097f02a7d5a505479fa8385a3867c83 | 86863c17e1e38c0ec98e4536b54af7f1f8d69f30d25d00e2007482933320a358 | null | null | null | null | null | null | null |
43024803-1d3d-49cc-9a40-90a91522631a | 2025-01-23T14:54:57 | auth | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for fcraig via MFA from 10.65.195.100 MITRE Technique: T1078.004 noise=cultural|center|focus | {
"geo_location": "Estonia",
"device_hash": "6d59777e22379d9149a5a31d35147ceced0758aa659722d82efd9a12798e58de",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/3.1)",
"session_id": "3d8ea01e-df84-41bf-bd8b-df459304a23a",
"risk_score": 23.45,
"confidence": 0.82
} | fcraig | challenge | null | null | null | MITRE Technique: T1078.004 | Auth challenge for fcraig via MFA from 10.65.195.100 MITRE Technique: T1078.004 | null | null | null | null | 10.65.195.100 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 79:87:0c:73:c3:1b |
6b0b7002-0a65-4517-87d2-272cfe172a93 | 2025-06-01T09:20:22 | auth | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|low| desc=Auth timeout for michael21 via OAuth from 97.196.7.198 MITRE Technique: T1071.001 | {
"geo_location": "Senegal",
"device_hash": "f53ea78308ec9afd76bc1a19700cb46a037aa5f3",
"user_agent": "Opera/8.96.(Windows NT 6.2; sq-AL) Presto/2.9.181 Version/11.00",
"session_id": "2dddc850-7608-49fd-89ce-ad0917b7d3f0",
"risk_score": 32.42,
"confidence": 0.14
} | michael21 | timeout | null | null | null | MITRE Technique: T1071.001 | Auth timeout for michael21 via OAuth from 97.196.7.198 MITRE Technique: T1071.001 | null | null | null | null | 97.196.7.198 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | fb:d9:29:13:34:2d |
42925c65-5900-4505-822c-1ef40364fa30 | 2025-05-15T05:34:55 | cloud | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in Alibaba by nevans Unconventional IOC: ACPI table modifications | {
"geo_location": "Antigua and Barbuda",
"device_hash": "41955c807b5612fe3ea3cdfa73b73043",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/25.0.893.0 Safari/535.1",
"session_id": "528b3155-bba7-4796-bd82-49f2baf25ad8",
"risk_score": 100,
"confidence": 0.7
} | nevans | instance_creation | null | null | null | Unconventional IOC: ACPI table modifications | Cloud instance_creation in Alibaba by nevans Unconventional IOC: ACPI table modifications | null | null | null | null | null | null | null | null | null | Alibaba | res-4b746a51 | null | null | null | null | null | null | null | null | null | null |
51dbad8b-4890-4783-8448-0c8c541401ec | 2025-06-22T15:36:25 | ai | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by pholland No additional info | {
"geo_location": "Spain",
"device_hash": "aa6f4bf13b84277e2e13b0eb266455edeeee3b4245d0f85124392936482ee9e8",
"user_agent": "Opera/8.67.(X11; Linux x86_64; shs-CA) Presto/2.9.188 Version/12.00",
"session_id": "d1dbecb6-47df-424b-b361-29b0a3b2db4b",
"risk_score": 83.64,
"confidence": 0.85
} | pholland | membership_inference | null | null | null | No additional info | AI system membership_inference by pholland No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7968bd6b | eb3eb722ca636b3e4a1b6284a5b49d14 | f2bed7ff3f980dab3dd4c378d47fc136a6219ac2 | null | null | null | null | null | null | null |
e881879f-9a7a-4f85-a941-bfe2ae6f9869 | 2025-04-11T23:02:09 | iot | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical protocol_violation No additional info | {
"geo_location": "Bangladesh",
"device_hash": "24d5e0874dad19576e7b9c65d4a7bdcf69534551",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_7) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/36.0.866.0 Safari/536.2",
"session_id": "9e94a766-6571-41ed-937f-298bcedd2af6",
"risk_score": 91.09,
"confide... | null | protocol_violation | null | null | null | No additional info | IoT device Medical protocol_violation No additional info | null | Medical | iot-2fa6a393 | 10.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6777b16a-ce3a-4e57-965a-6e8ddef30fa0 | 2025-02-07T08:11:24 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth challenge for kenneth30 via MFA from 142.244.64.10 No additional info | {
"geo_location": "Cambodia",
"device_hash": "c17b5038ce36c59fbaf214ec94993674",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_3 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/56.0.863.0 Mobile/33E026 Safari/532.1",
"session_id": "99ec8a51-2010-433b-adaf-486a589ecdaf",
"risk_score": 21.39,
... | kenneth30 | challenge | null | null | null | No additional info | Auth challenge for kenneth30 via MFA from 142.244.64.10 No additional info | null | null | null | null | 142.244.64.10 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 07:78:b5:5b:9e:49 |
8cc8e449-f29f-4f99-b21a-e05cca3b963c | 2025-05-03T02:33:24 | ai | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by carrie66 No additional info | {
"geo_location": "Solomon Islands",
"device_hash": "5846067f6491ec7587fabaa9cfb1f123",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/3.1)",
"session_id": "3c532e23-b198-4c94-9b77-0f25867f35a3",
"risk_score": 37.88,
"confidence": 0.82
} | carrie66 | api_abuse | null | null | null | No additional info | AI system api_abuse by carrie66 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-41f8ab6e | e83869e08abd731c6611590aab0e257dcb6fa7b9 | 6573b17159dd53ddaabf0e2c9a364892ba243a6b | null | null | null | null | null | null | null |
ccfcca73-397d-4a77-8a84-8ba5fb0fa419 | 2025-03-30T11:55:48 | ai | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by zbrown No additional info | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "a71abe3b67f34b950b101807865e935053c5c641",
"user_agent": "Opera/8.21.(Windows 98; Win 9x 4.90; gl-ES) Presto/2.9.186 Version/12.00",
"session_id": "c4d9bc4f-27ff-4fed-bef3-4ff16dd6abfd",
"risk_score": 52.73,
"confidence": 0.31
} | zbrown | membership_inference | null | null | null | No additional info | AI system membership_inference by zbrown No additional info | null | null | null | null | null | null | null | null | null | null | null | model-1baa349f | 46dc08edba40a0eb2db5feda979aaeddb689e79ec49e9e7156f99fb5820ac67e | afad0457ae9f7aa595213568a86d709525a4e8035f50ced1d81aa324421964ba | null | null | null | null | null | null | null |
5dd5c9db-6d38-4f0a-8168-a62624ab384e | 2029-07-28T13:26:31 | ai | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by rogerscynthia MITRE Technique: T1110.003 | {
"geo_location": "Austria",
"device_hash": "0c38fb066de7040b7caaafad23a37a4c39e175a929dbb3f3d32fe19467b5d5c6",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; lb-LU) AppleWebKit/535.23.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6535.23.1",
"session_id": "d09704e2-a80d-4abc-aa... | rogerscynthia | adversarial_input | null | null | null | MITRE Technique: T1110.003 | AI system adversarial_input by rogerscynthia MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | model-94ea6d54 | 55640581f6f390b2aaa68171f38e515c9e3c58d9 | ab7b47f2a8a80cda98b2549ca383507ddd26ed7e2c7dfdbce3dfb79306116ded | null | null | null | null | null | null | null |
7f1024eb-9add-4eac-be12-3998c8807de0 | 2025-02-22T13:13:14 | firewall | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect DNS traffic from 172.12.25.41:593 to 185.155.52.184:54786 MITRE Technique: T1134.001 | {
"geo_location": "Niue",
"device_hash": "b9d79d31ea31344f35d994c1ad7d404a",
"user_agent": "Opera/9.54.(X11; Linux i686; ms-MY) Presto/2.9.166 Version/10.00",
"session_id": "88621039-63d4-41c4-a90a-dfb60f16c702",
"risk_score": 52.92,
"confidence": 0.98
} | null | inspect | null | null | null | MITRE Technique: T1134.001 | Firewall inspect DNS traffic from 172.12.25.41:593 to 185.155.52.184:54786 MITRE Technique: T1134.001 | null | null | null | null | 172.12.25.41 | 185.155.52.184 | null | null | null | null | null | null | null | null | 593 | 54,786 | DNS | 855,335 | 623 | null | null |
85072f52-5a2a-436c-9aca-6fa99b6d9265 | 2025-04-26T00:17:53 | endpoint | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec /else/structure.png by steven85 No additional info noise=so|their|address | {
"geo_location": "Gambia",
"device_hash": "a59115b4063f9c1cf55328cbd6ac8c0abbbfa3ae",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/4.0)",
"session_id": "06f8c489-5af9-41a8-b847-bbfbdf00dde5",
"risk_score": 57.94,
"confidence": 0.03
} | steven85 | wmi_exec | /else/structure.png | 8,006 | svchost.exe | No additional info | Endpoint wmi_exec /else/structure.png by steven85 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3d523d79-0e75-4063-9432-41b223938feb | 2025-03-17T10:27:56 | network | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 124.197.159.7 to 163.223.160.42 No additional info noise=QmVoaW5kLg== | {
"geo_location": "Netherlands Antilles",
"device_hash": "b453d13bcd73d44f6e8910ad562a1904405a1358e7349c70fc12f0230addded2",
"user_agent": "Opera/9.30.(Windows NT 4.0; lzh-TW) Presto/2.9.172 Version/12.00",
"session_id": "a60df1f5-47be-4aa5-9629-1d9bfe4fc633",
"risk_score": 58.33,
"confidence": 0.05
} | null | beaconing | null | null | null | No additional info | Network beaconing from 124.197.159.7 to 163.223.160.42 No additional info | null | null | null | null | 124.197.159.7 | 163.223.160.42 | null | null | null | null | null | null | null | null | null | null | TCP | 854,518 | null | null | null |
17dc8b8e-af2c-432d-a125-5143823cb6bf | 2025-04-03T16:37:37 | endpoint | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint wmi_exec /whatever/full.css by bellsamuel MITRE Technique: T1110.003 | Unconventional IOC: Quantum random number deviations | {
"geo_location": "Korea",
"device_hash": "b734675473f1b8b3621af6b144a7b05c04ac8425",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_1_3 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/13.4x0472.0 Mobile/68I022 Safari/532.1",
"session_id": "663fc02e-317f-4eea-b227-042362361c10",
"risk_score": 62.7... | bellsamuel | wmi_exec | /whatever/full.css | 9,088 | powershell.exe | MITRE Technique: T1110.003 | Unconventional IOC: Quantum random number deviations | Endpoint wmi_exec /whatever/full.css by bellsamuel MITRE Technique: T1110.003 | Unconventional IOC: Quantum random number deviations | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b1846e9c-c9f8-4314-a922-4866836f18a6 | 2025-02-11T10:48:23 | iot | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical unusual_activity No additional info noise=1E652995 | {
"geo_location": "Gabon",
"device_hash": "a3ccb5b10f6121ef8010f6c9ac16557ec82bb41081e0b65913cb294773cc2832",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/534.13.3 (KHTML, like Gecko) Version/5.0.1 Safari/534.13.3",
"session_id": "1ce74135-a2b2-47d9-ba84-7c05bdc2e6fb",
"risk_score": 72.... | null | unusual_activity | null | null | null | No additional info | IoT device Medical unusual_activity No additional info | null | Medical | iot-d9d5f503 | 7.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
298fd0e9-fb10-4619-a389-4027feee73cf | 2025-01-22T20:09:16 | iot | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat physical_tamper No additional info | {
"geo_location": "Benin",
"device_hash": "1dd7e94c4580473ab9a371d03744ede96c448b237ae81f90d436023eca30f4be",
"user_agent": "Opera/8.22.(Windows 95; pt-BR) Presto/2.9.190 Version/12.00",
"session_id": "64498731-7ed2-40f4-a47c-953d72c17d89",
"risk_score": 57.12,
"confidence": 0.16
} | null | physical_tamper | null | null | null | No additional info | IoT device Thermostat physical_tamper No additional info | null | Thermostat | iot-77e2c094 | 1.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cedc687f-ecea-4b18-8a51-07de61b7d537 | 2025-04-02T07:43:42 | iot | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "New Zealand",
"device_hash": "70bde337543a83d4f0830df8e6534300",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_8) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/45.0.850.0 Safari/531.2",
"session_id": "c811837d-65d5-4451-ab24-f3d3cd417daf",
"risk_score": 47.33,
"confidence": 0.16... | null | side_channel | null | null | null | No additional info | IoT device HVAC side_channel No additional info | null | HVAC | iot-e5468b7f | 7.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
70aa5801-6abd-4781-b926-05204953918d | 2025-02-08T20:33:00 | ids_alert | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=ArcSight Alert: Fileless Attack detected from 222.44.14.19 targeting 214.19.113.101 MITRE Technique: T1053.005 | {
"geo_location": "Tajikistan",
"device_hash": "6601fc58d3c7dcd426cd8895faaed17bbd2ff21c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/535.27.1 (KHTML, like Gecko) Version/4.0 Safari/535.27.1",
"session_id": "2f752d57-5c2b-4396-91b2-4cfbc015c5d0",
"risk_score": 62.46,
"confidence": 0... | null | null | null | null | null | MITRE Technique: T1053.005 | ArcSight Alert: Fileless Attack detected from 222.44.14.19 targeting 214.19.113.101 MITRE Technique: T1053.005 | null | null | null | null | 222.44.14.19 | 214.19.113.101 | Fileless Attack | SIG-8444 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
33d0a76a-1b87-46d5-b42c-afbdfdf48e15 | 2025-02-18T21:56:51 | iot | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC sensor_spoofing Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Macao",
"device_hash": "15fdc1ffdd68d2316cceac23c426e903",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/34.0.886.0 Safari/536.2",
"session_id": "b4e80184-53a2-4fd6-a4f3-2b890ae2137c",
"risk_score": 37.36,
"confidence": 0.74
} | null | sensor_spoofing | null | null | null | Unconventional IOC: Bios timestamp anomalies | IoT device HVAC sensor_spoofing Unconventional IOC: Bios timestamp anomalies | null | HVAC | iot-090311c9 | 4.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fbe3386e-18b6-4454-a328-bb08cd19ea76 | 2025-01-26T01:17:42 | ai | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by colemanjon MITRE Technique: T1566.001 noise=RmluYWwu | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "950ea1e7a11048307ba40147dffc2381433125e9",
"user_agent": "Opera/9.87.(Windows NT 11.0; ln-CD) Presto/2.9.168 Version/11.00",
"session_id": "d0deb5dd-3352-44b8-a727-2f289e27d29d",
"risk_score": 27.76,
"confidence": 0.46
} | colemanjon | training_data_poisoning | null | null | null | MITRE Technique: T1566.001 | AI system training_data_poisoning by colemanjon MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | model-b731a3e7 | e724eb83e6ef3b130abf2526351698d77adefe84ebedc252db0fc319dcc4e58b | 41e7049ea1151de25d4d01fd798d38b8d7bac30aa06951f01ddea9bb19639668 | null | null | null | null | null | null | null |
72588953-f55d-4e0f-8311-670e3ae0728a | 2025-03-24T11:25:02 | iot | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor sensor_spoofing MITRE Technique: T1566.001 | Associated Threat Actor: TA505 | {
"geo_location": "Turkmenistan",
"device_hash": "094b92fc5954b847821bfd93fc04d31d",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; lt-LT; rv:1.9.2.20) Gecko/7871-05-20 08:30:35 Firefox/3.8",
"session_id": "89d71f55-d895-4ffe-9c3f-73297e600d40",
"risk_score": 65.43,
"confidence": 0.36
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1566.001 | Associated Threat Actor: TA505 | IoT device Sensor sensor_spoofing MITRE Technique: T1566.001 | Associated Threat Actor: TA505 | null | Sensor | iot-f20f14c6 | 6.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
43f14c7f-7999-4e75-a867-5146a5f0109d | 2025-02-05T05:20:52 | network | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 217.144.110.190 to 107.134.246.202 No additional info noise=main | {
"geo_location": "Palestinian Territory",
"device_hash": "1cec833b38900abf521c13bd94572747c38a9b34",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/5.0)",
"session_id": "89ce5a61-6f64-40c1-91b7-5f3ac04cea87",
"risk_score": 60.14,
"confidence": 0.48
} | null | beaconing | null | null | null | No additional info | Network beaconing from 217.144.110.190 to 107.134.246.202 No additional info | null | null | null | null | 217.144.110.190 | 107.134.246.202 | null | null | null | null | null | null | null | null | null | null | HTTPS | 822,895 | null | null | null |
17dc8b91-6fbb-433a-82ce-6c9c8f15d638 | 2025-04-27T12:08:49 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by drodriguez MITRE Technique: T1218.011 | {
"geo_location": "Belarus",
"device_hash": "4a4dddc523086e3709be7214b027d77e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; nl-BE) AppleWebKit/533.9.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6533.9.3",
"session_id": "fadd45e8-b6cb-4199-9fd1-a7fead117e36",
"risk_score": ... | drodriguez | fine_tuning | null | null | null | MITRE Technique: T1218.011 | AI system fine_tuning by drodriguez MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | model-bbca1cd5 | f2b06a12cb95a50126f055b3c8264d93daf4de5f | 0251820bca986cf81b32637e01d22c6f170f276680bb41eb42e0b49b47caf398 | null | null | null | null | null | null | null |
625ab4bd-60bf-4284-986b-35d0b5491e0a | 2025-03-31T09:43:16 | ai | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by catherinemendez MITRE Technique: T1486 | {
"geo_location": "Nauru",
"device_hash": "9f0d2cd71bda0fb0f2820e6dedf0cff9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/3.0)",
"session_id": "3007945b-bfff-4e31-8e99-964857f5c00c",
"risk_score": 72.99,
"confidence": 0.07
} | catherinemendez | training_data_poisoning | null | null | null | MITRE Technique: T1486 | AI system training_data_poisoning by catherinemendez MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | model-9dd2b0d8 | e9c426c90d4cbb0826d8a45132f8efcea897a67f480395ef9a62c51e327bb02b | eb3d1b29a7bc6d03878044346d9c26e4cbbe4f4e | null | null | null | null | null | null | null |
06fb6af3-7a17-4c5b-abda-3c3f299fba4f | 2025-04-17T23:58:42 | ids_alert | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|critical| desc=Darktrace Alert: Container Escape detected from 43.27.220.53 targeting 1.171.67.147 Unconventional IOC: Power consumption spikes noise=app/list/category | {
"geo_location": "Mozambique",
"device_hash": "cc7f1bba5eeaf452d4c95240e32514401621826c",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_7 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/16.7s5994.0 Mobile/38U886 Safari/532.1",
"session_id": "a1b64653-46e9-4a91-b506-805f19b2afaa",
"risk_scor... | null | null | null | null | null | Unconventional IOC: Power consumption spikes | Darktrace Alert: Container Escape detected from 43.27.220.53 targeting 1.171.67.147 Unconventional IOC: Power consumption spikes | null | null | null | null | 43.27.220.53 | 1.171.67.147 | Container Escape | SIG-6211 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
16ecff5c-79ae-4bc8-9e0a-13bf417e63f2 | 2025-06-29T11:39:29 | network | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|high| desc=Network beaconing from 69.120.89.35 to 88.62.197.170 No additional info | {
"geo_location": "Russia",
"device_hash": "1e1b13edeae1de882e09a41355ebaac7f35b8d5b382353662d99c1e84aabdd63",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/532.10.7 (KHTML, like Gecko) Version/5.0.4 Safari/532.10.7",
"session_id": "b394b891-0b10-4716-8567-c352a40105db",
"risk_score": 41... | null | beaconing | null | null | null | No additional info | Network beaconing from 69.120.89.35 to 88.62.197.170 No additional info | null | null | null | null | 69.120.89.35 | 88.62.197.170 | null | null | null | null | null | null | null | null | null | null | TCP | 313,367 | null | null | null |
ae2ef576-c783-41b2-927b-28d4e09ec1d8 | 2025-03-02T08:05:16 | ids_alert | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Zeek Alert: Living-off-the-Land detected from 27.224.197.244 targeting 50.157.8.129 No additional info | {
"geo_location": "Palau",
"device_hash": "cb2827dbafbca3ed967bf7f9c4cf782c",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_9) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/55.0.883.0 Safari/531.0",
"session_id": "bd7cfbca-3a6c-4d38-9c3b-4895d47e7ae4",
"risk_score": 50.5,
"confidence": 0.89
} | null | null | null | null | null | No additional info | Zeek Alert: Living-off-the-Land detected from 27.224.197.244 targeting 50.157.8.129 No additional info | null | null | null | null | 27.224.197.244 | 50.157.8.129 | Living-off-the-Land | SIG-9090 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
c4fa7304-53ee-47be-8311-d4dcf187779e | 2025-03-04T00:01:42 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth challenge for chamberscharles via key from 201.121.145.175 No additional info | {
"geo_location": "Mauritania",
"device_hash": "746b2ec26c157d358bb581a3531ca44af1553c76010d1710015c40f99a582d53",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/2267-06-27 22:36:43 Firefox/3.8",
"session_id": "885c2879-54b4-4a25-a8f5-2e238b8330b4",
"risk_score": 58.79,
"confidence": 0.56
} | chamberscharles | challenge | null | null | null | No additional info | Auth challenge for chamberscharles via key from 201.121.145.175 No additional info | null | null | null | null | 201.121.145.175 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | be:45:b1:ec:41:cd |
9055afb4-a74b-417c-abc9-8ce7a732c024 | 2025-05-28T12:52:05 | firewall | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only SSH traffic from 58.240.200.247:458 to 192.61.164.140:103 No additional info | {
"geo_location": "Western Sahara",
"device_hash": "ee30f6e2b3db2e8f360b7c03fad54db9",
"user_agent": "Opera/9.68.(Windows NT 6.0; mi-NZ) Presto/2.9.174 Version/10.00",
"session_id": "67cdf28e-0efc-4a48-9595-bf51b3e622e2",
"risk_score": 30.72,
"confidence": 0.63
} | null | log-only | null | null | null | No additional info | Firewall log-only SSH traffic from 58.240.200.247:458 to 192.61.164.140:103 No additional info | null | null | null | null | 58.240.200.247 | 192.61.164.140 | null | null | null | null | null | null | null | null | 458 | 103 | SSH | 123,384 | 969 | null | null |
df290b63-3e1a-4c8a-b4f6-9ba4bd10085f | 2025-01-29T20:47:56 | iot | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor firmware_update MITRE Technique: T1486 noise=safe|without|whole | {
"geo_location": "Korea",
"device_hash": "aa441c0d0c7426413149b5f6f87d15b16ef4a82dd1c80ba3d0ac3ece6b4a4997",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/4.1)",
"session_id": "7e4ec61c-825a-4be4-b24c-57c0b8a13647",
"risk_score": 19.45,
"confidence": 0.1
} | null | firmware_update | null | null | null | MITRE Technique: T1486 | IoT device Sensor firmware_update MITRE Technique: T1486 | null | Sensor | iot-bcab1bc4 | 4.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e20bc24b-ae81-47cb-b1bf-a07ae5ece0ed | 2025-03-24T22:00:53 | endpoint | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism add by uschmitt MITRE Technique: T1134.001 | {
"geo_location": "Tokelau",
"device_hash": "8755772c5d6f1096f7202739706b8650efa1b635",
"user_agent": "Opera/8.73.(X11; Linux i686; ur-PK) Presto/2.9.190 Version/11.00",
"session_id": "fd1cae5e-85d3-4dde-a635-b2641c5859d2",
"risk_score": 64.81,
"confidence": 0.61
} | uschmitt | persistence_mechanism | add | 4,506 | explorer.exe | MITRE Technique: T1134.001 | Endpoint persistence_mechanism add by uschmitt MITRE Technique: T1134.001 | {
"baseline_deviation": 1.2,
"entropy": 2.27,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
58964cf1-5373-436b-a5c4-754551d8b16c | 2025-04-04T17:54:16 | cloud | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in Alibaba by rbradley MITRE Technique: T1059.005 | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "c6947a19493fca191b7b25fdc4051960e642e145",
"user_agent": "Opera/9.68.(X11; Linux x86_64; gv-GB) Presto/2.9.161 Version/11.00",
"session_id": "26e4a484-eeec-4e80-8634-d8655d87e019",
"risk_score": 46.48,
"confidence": 0.46
} | rbradley | shadow_it | null | null | null | MITRE Technique: T1059.005 | Cloud shadow_it in Alibaba by rbradley MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | Alibaba | res-2d89ec28 | null | null | null | null | null | null | null | null | null | null |
b3c50430-cae6-4ee2-8c17-b12f3fc5bf71 | 2025-01-16T19:30:32 | iot | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|high| desc=IoT device Medical firmware_update No additional info | {
"geo_location": "Congo",
"device_hash": "ce68f62e8510eb0ce9d4f6968bb8494447433aa2",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/28.0.826.0 Safari/531.1",
"session_id": "154fe608-7196-4596-af29-4f08ba8640b2",
"risk_score": 91.9,
"confidence": 0.4
} | null | firmware_update | null | null | null | No additional info | IoT device Medical firmware_update No additional info | {
"baseline_deviation": 1.93,
"entropy": 2.84,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Medical | iot-2f9fe1db | 9.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c374b55a-4f03-43bc-b1b4-3be3cc9dbef1 | 2028-12-13T20:07:54 | cloud | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in Alibaba by robertwalker MITRE Technique: T1547.001 noise=month|spend|green | {
"geo_location": "Faroe Islands",
"device_hash": "ec5e379c581430b29779e5e69f707f0263dd1afb37b17a5cb59f68ec7f8e45c8",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/18.0.839.0 Safari/536.0",
"session_id": "df3abf50-b6ca-42ce-b013-32cb6b907322",
"risk_score": 45.43,
... | robertwalker | crypto_mining | null | null | null | MITRE Technique: T1547.001 | Cloud crypto_mining in Alibaba by robertwalker MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | Alibaba | res-f6725860 | null | null | null | null | null | null | null | null | null | null |
95e3d6bc-dd95-446b-8b7f-99380f66d729 | 2025-05-20T17:41:23 | firewall | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|high| desc=Firewall drop UDP traffic from 138.84.236.78:156 to 199.195.44.206:458 No additional info noise=SGVhdnku | {
"geo_location": "Bangladesh",
"device_hash": "6f0f9541479b9b7ad03c6f76d1779e6482e2ce5ff42701223275f8cb80b783a6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.0)",
"session_id": "2cf18715-e8c0-4bc8-8fe1-73f69062bab6",
"risk_score": 50.89,
"confidence": 0.7
} | null | drop | null | null | null | No additional info | Firewall drop UDP traffic from 138.84.236.78:156 to 199.195.44.206:458 No additional info | null | null | null | null | 138.84.236.78 | 199.195.44.206 | null | null | null | null | null | null | null | null | 156 | 458 | UDP | 570,889 | 2,061 | null | null |
a87d0116-08ac-49db-9522-0aee3b3399d5 | 2025-06-13T01:27:11 | ids_alert | FireEye HX v4.5.0 | emergency | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=FireEye HX Alert: Zero-Day Exploit detected from 62.113.151.138 targeting 169.57.209.78 MITRE Technique: T1078.004 | {
"geo_location": "Palau",
"device_hash": "075a53892c98797a1713185b5f558f4ea4f871a9",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_2) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/33.0.813.0 Safari/531.0",
"session_id": "256ec534-5d2e-41d6-b717-d68f72087152",
"risk_score": 57.24,
"confidence": 0... | null | null | null | null | null | MITRE Technique: T1078.004 | FireEye HX Alert: Zero-Day Exploit detected from 62.113.151.138 targeting 169.57.209.78 MITRE Technique: T1078.004 | null | null | null | null | 62.113.151.138 | 169.57.209.78 | Zero-Day Exploit | SIG-6064 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
6acc3f44-1778-462f-953b-fa43684bcc9f | 2025-03-05T15:56:12 | endpoint | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change fish by solisvanessa MITRE Technique: T1190 | Unconventional IOC: GPU memory artifacts | Fileless execution detected noise=0E3B98AE | {
"geo_location": "Nicaragua",
"device_hash": "a6760f173218272657ea1842c134ec11",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/534.24.5 (KHTML, like Gecko) Version/4.1 Safari/534.24.5",
"session_id": "21497f13-01df-4c8b-aeca-d8c825cfd378",
"risk_score": 80.93,
"confidence": 0.42
} | solisvanessa | registry_change | fish | 3,458 | powershell.exe | MITRE Technique: T1190 | Unconventional IOC: GPU memory artifacts | Fileless execution detected | Endpoint registry_change fish by solisvanessa MITRE Technique: T1190 | Unconventional IOC: GPU memory artifacts | Fileless execution detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0891b187-a6e4-48a9-a88f-fa5a5a2d7b74 | 2025-06-03T18:37:24 | ids_alert | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|critical| desc=Palo Alto Cortex Alert: XSS detected from 10.50.66.138 targeting N/A MITRE Technique: T1134.001 | {
"geo_location": "Argentina",
"device_hash": "b869e388a239002093eb36aa2117bcecfe0d582ee8e49ad2d3b91ff72a5d97c9",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 5_1_1 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/22.0.833.0 Mobile/93S517 Safari/535.0",
"session_id": "d71d027f-7838-4979-8d90-dbfe434f... | null | null | null | null | null | MITRE Technique: T1134.001 | Palo Alto Cortex Alert: XSS detected from 10.50.66.138 targeting N/A MITRE Technique: T1134.001 | null | null | null | null | 10.50.66.138 | N/A | XSS | SIG-8027 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
b14b94e5-ddb9-4bb9-94f9-852e5136a75b | 2025-06-20T14:42:05 | auth | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|info| desc=Auth locked for edward77 via key from 1.58.70.210 MITRE Technique: T1547.001 | {
"geo_location": "Norway",
"device_hash": "66ed69f43c6791e86f1d2a2387abe88fba1330b2a601064b7a071be3b2dd56e9",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.3) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/62.0.894.0 Safari/535.1",
"session_id": "4c1d3037-1742-4b82-abb9-6cc8867456b9",
"risk_score": 35.79,
"... | edward77 | locked | null | null | null | MITRE Technique: T1547.001 | Auth locked for edward77 via key from 1.58.70.210 MITRE Technique: T1547.001 | null | null | null | null | 1.58.70.210 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | f0:c6:9a:68:58:49 |
4fa21504-017d-4875-9cc2-085adf481272 | 2025-01-13T08:35:49 | ai | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by anna48 MITRE Technique: T1059.005 noise=Q2FyIHRoZXJlLg== | {
"geo_location": "Mauritius",
"device_hash": "ccaaf2318048ac85a512dc0aaeab9c5ee662d01a4af29d9e933f452cd1beaa50",
"user_agent": "Opera/8.56.(X11; Linux i686; sv-FI) Presto/2.9.188 Version/10.00",
"session_id": "ae6224ae-1dbc-4dd5-af82-0a2c34ea7ca5",
"risk_score": 47.76,
"confidence": 0.59
} | anna48 | adversarial_input | null | null | null | MITRE Technique: T1059.005 | AI system adversarial_input by anna48 MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | model-9c1f3866 | 9a26576d639de8e16f5d73d01861b1a7 | ccccbef8effe735cade823c6cd43b3c327252b32d341f3885561e7ee8fc0ed7c | null | null | null | null | null | null | null |
63d70562-753f-4e45-8b82-48c4f8047f3b | 2025-04-01T07:03:06 | network | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|info| desc=Network disconnection from 180.226.147.6 to 42.162.143.69 MITRE Technique: T1110.003 | {
"geo_location": "France",
"device_hash": "3999b6a1a8886dc85803cf59a504259e23b0e0ef",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/532.5.5 (KHTML, like Gecko) Version/4.1 Safari/532.5.5",
"session_id": "2fcabe72-9e2c-440a-b624-d517f97693fe",
"risk_score": 54.07,
"confidence": 0.44
} | null | disconnection | null | null | null | MITRE Technique: T1110.003 | Network disconnection from 180.226.147.6 to 42.162.143.69 MITRE Technique: T1110.003 | null | null | null | null | 180.226.147.6 | 42.162.143.69 | null | null | null | null | null | null | null | null | null | null | TCP | 257,825 | null | null | null |
66fd4c42-1b2f-4c33-829f-a44c9977f507 | 2025-01-31T04:31:57 | auth | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|medium| desc=Auth success for rcrawford via password from 2.67.23.133 MITRE Technique: T1486 | Credential stuffing pattern detected | {
"geo_location": "Indonesia",
"device_hash": "fde9c64236d1ef62d3bad14957ef48415231387b1b29922aff6783a6b3d5bde0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/4.0)",
"session_id": "0dfe137f-26fd-478b-8800-c9db2a6f47b2",
"risk_score": 54.8,
"confidence": 0.65
} | rcrawford | success | null | null | null | MITRE Technique: T1486 | Credential stuffing pattern detected | Auth success for rcrawford via password from 2.67.23.133 MITRE Technique: T1486 | Credential stuffing pattern detected | null | null | null | null | 2.67.23.133 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | e4:01:57:2e:72:11 |
e3aac8f7-cf7d-432c-9c93-e6007f6fefa5 | 2025-05-08T14:37:49 | network | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 201.136.93.8 to 10.167.235.68 No additional info noise=tag | {
"geo_location": "Ethiopia",
"device_hash": "625ba185ae02fef9ea4db91fdc90fa2bf4839a870bca07d13281f409112e4f53",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; mni-IN) AppleWebKit/531.11.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6531.11.3",
"session_id": "36dc8fbd-4ebd-4529-... | null | beaconing | null | null | null | No additional info | Network beaconing from 201.136.93.8 to 10.167.235.68 No additional info | null | null | null | null | 201.136.93.8 | 10.167.235.68 | null | null | null | null | null | null | null | null | null | null | ICMP | 11,290 | null | null | null |
0db4c81d-8f53-4105-b0b1-2ab90e9fca34 | 2029-03-02T01:40:47 | firewall | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|high| desc=Firewall drop RDP traffic from 122.121.235.232:44946 to 60.133.61.150:355 MITRE Technique: T1053.005 | Unconventional IOC: Thermal sensor anomalies | Geo anomaly: Impossible travel detected | {
"geo_location": "Liechtenstein",
"device_hash": "622297d08d890b5d89e108077bccf2ad474d8befee1fffdb97273c3a6ba7caf3",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_2; rv:1.9.2.20) Gecko/7731-12-08 03:39:26 Firefox/3.6.14",
"session_id": "2f8d4150-12a4-4490-af28-8442955151cc",
"risk_score": 48.1... | null | drop | null | null | null | MITRE Technique: T1053.005 | Unconventional IOC: Thermal sensor anomalies | Geo anomaly: Impossible travel detected | Firewall drop RDP traffic from 122.121.235.232:44946 to 60.133.61.150:355 MITRE Technique: T1053.005 | Unconventional IOC: Thermal sensor anomalies | Geo anomaly: Impossible travel detected | null | null | null | null | 122.121.235.232 | 60.133.61.150 | null | null | null | null | null | null | null | null | 44,946 | 355 | RDP | 493,359 | 1,675 | null | null |
97be179c-deba-4e3a-9375-075fbec1be53 | 2025-04-17T22:31:39 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: Domain Fronting detected from 89.237.131.205 targeting 206.20.141.237 No additional info noise=really|modern|enough | {
"geo_location": "China",
"device_hash": "50991310205075a0167506dd9366abbb89ae0edd74546d1b6759b6ec6d4b8698",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_2 rv:2.0; wal-ET) AppleWebKit/533.12.2 (KHTML, like Gecko) Version/4.0.4 Safari/533.12.2",
"session_id": "637857b0-b46a-47e4-aabb-877088572cf... | null | null | null | null | null | No additional info | LogRhythm Alert: Domain Fronting detected from 89.237.131.205 targeting 206.20.141.237 No additional info | null | null | null | null | 89.237.131.205 | 206.20.141.237 | Domain Fronting | SIG-8364 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
e20ea424-7697-49d2-9ca2-07c952ada0e6 | 2021-06-18T20:08:01 | iot | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|high| desc=IoT device HVAC firmware_update MITRE Technique: T1486 noise=7ACC257F | {
"geo_location": "Ethiopia",
"device_hash": "b9cb243085faf566e12d4fb88c108008a38fe2b4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/534.30.4 (KHTML, like Gecko) Version/4.0.1 Safari/534.30.4",
"session_id": "d6744b90-6b6d-48dc-82e4-a04ed6e86bea",
"risk_score": 44.98,
"confidence": ... | null | firmware_update | null | null | null | MITRE Technique: T1486 | IoT device HVAC firmware_update MITRE Technique: T1486 | null | HVAC | iot-1fb83f35 | 4.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
29177623-b7e7-463e-b742-a17ddc3ea76c | 2025-03-12T00:51:24 | endpoint | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access sound by nicole02 No additional info | {
"geo_location": "North Korea",
"device_hash": "454b774aecbebdf4f94bf9ccd0f68a391b36e79dd2cf057e373f32bc97a66f4e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/534.20.1 (KHTML, like Gecko) Version/5.1 Safari/534.20.1",
"session_id": "7afc0459-4951-4c84-81b8-04589f655a10",
"risk_score":... | nicole02 | file_access | sound | 121 | explorer.exe | No additional info | Endpoint file_access sound by nicole02 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2841de3f-1d23-4e79-a04d-5ba4d30e8099 | 2025-03-29T01:24:17 | network | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|medium| desc=Network covert_channel from 10.55.224.154 to 21.182.30.32 MITRE Technique: T1059.001 | {
"geo_location": "Niue",
"device_hash": "4eca6096f046953f28fd172f75e6e6f9cc4beff9",
"user_agent": "Opera/8.82.(Windows NT 6.1; the-NP) Presto/2.9.178 Version/11.00",
"session_id": "aa677d4a-4ce4-4ad8-ab6c-12a993542d30",
"risk_score": 45.57,
"confidence": 0.42
} | null | covert_channel | null | null | null | MITRE Technique: T1059.001 | Network covert_channel from 10.55.224.154 to 21.182.30.32 MITRE Technique: T1059.001 | null | null | null | null | 10.55.224.154 | 21.182.30.32 | null | null | null | null | null | null | null | null | null | null | TCP | 967,177 | null | null | null |
e69bd2b9-8269-4807-96ad-5836c517e3e8 | 2025-04-08T06:28:09 | endpoint | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load traditional by xadams MITRE Technique: T1110.003 | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "555fd1474b8012a346b4af5cf1d5fd79",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_3 rv:3.0; pap-AN) AppleWebKit/531.24.2 (KHTML, like Gecko) Version/5.1 Safari/531.24.2",
"session_id": "663dd0d1-9c19-4c0a-8cb2-d6f8b8482142",
"risk_... | xadams | driver_load | traditional | 7,783 | explorer.exe | MITRE Technique: T1110.003 | Endpoint driver_load traditional by xadams MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e3898b93-1784-42b3-acc6-7026cba2acd9 | 2021-11-19T19:50:19 | auth | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|high| desc=Auth success for paulsmith via SAML from 33.28.11.245 No additional info | {
"geo_location": "Suriname",
"device_hash": "3a474066de83f82d947388d6c6775db9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/5.1)",
"session_id": "9c322b76-ea5d-4b07-977b-89193bb90cd8",
"risk_score": 56.37,
"confidence": 0.72
} | paulsmith | success | null | null | null | No additional info | Auth success for paulsmith via SAML from 33.28.11.245 No additional info | null | null | null | null | 33.28.11.245 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 28:cc:39:7e:54:e0 |
e1fcd0b9-3ee6-46d7-8817-88e350f8643c | 2025-03-26T15:26:43 | ids_alert | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|critical| desc=Microsoft Sentinel Alert: Brute Force detected from 222.28.11.136 targeting N/A No additional info noise=rule|make|area | {
"geo_location": "Tanzania",
"device_hash": "ab0c2c5aae2f9ae32e090d6aa5d5b852",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/4.1)",
"session_id": "7c7295df-ccae-49a3-9df3-d475ddeb04a4",
"risk_score": 70.38,
"confidence": 0.12
} | null | null | null | null | null | No additional info | Microsoft Sentinel Alert: Brute Force detected from 222.28.11.136 targeting N/A No additional info | null | null | null | null | 222.28.11.136 | N/A | Brute Force | SIG-7026 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
8ae0cbdb-7896-49bc-8ce6-96b77b92fc8a | 2025-02-26T10:40:22 | ids_alert | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|low| desc=FireEye HX Alert: DNS Tunneling detected from 73.161.70.237 targeting N/A No additional info noise=TWFjaGluZS4= | {
"geo_location": "Netherlands Antilles",
"device_hash": "3d5e67efebd0f05860108865a13ffbb84d3d311b",
"user_agent": "Opera/9.18.(X11; Linux x86_64; nn-NO) Presto/2.9.167 Version/11.00",
"session_id": "4fc51b1a-7afa-454b-9050-86e35f273491",
"risk_score": 39.25,
"confidence": 0.55
} | null | null | null | null | null | No additional info | FireEye HX Alert: DNS Tunneling detected from 73.161.70.237 targeting N/A No additional info | null | null | null | null | 73.161.70.237 | N/A | DNS Tunneling | SIG-3300 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
a06dee96-9ec3-4ace-9179-e542dac02ecd | 2025-06-27T23:47:42 | ids_alert | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|medium| desc=Snort Alert: Brute Force detected from 125.120.237.71 targeting 90.138.217.120 Obfuscated payload detected | {
"geo_location": "Korea",
"device_hash": "c7e99770ac503fa569c8d7a04cae867f7c1b213f",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/59.0.839.0 Safari/533.1",
"session_id": "dd9b83a4-c999-4c8b-9dfb-f32dd5f26415",
"risk_score": 43.69,
"confidence": 0.37
} | null | null | null | null | null | Obfuscated payload detected | Snort Alert: Brute Force detected from 125.120.237.71 targeting 90.138.217.120 Obfuscated payload detected | null | null | null | null | 125.120.237.71 | 90.138.217.120 | Brute Force | SIG-1396 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
863a859b-ba38-4147-995c-2a22fba29cd4 | 2025-02-11T16:24:39 | firewall | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|high| desc=Firewall quarantine RDP traffic from 94.118.142.26:776 to 116.162.39.239:53 MITRE Technique: T1574.002 | {
"geo_location": "Bhutan",
"device_hash": "033fecdf222f8daec92e38f243a2dadb",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/35.0.813.0 Safari/535.0",
"session_id": "8ae759a5-f182-4534-8eb1-a3d1ba0d98b1",
"risk_score": 41.22,
"confidence": 0.36
} | null | quarantine | null | null | null | MITRE Technique: T1574.002 | Firewall quarantine RDP traffic from 94.118.142.26:776 to 116.162.39.239:53 MITRE Technique: T1574.002 | null | null | null | null | 94.118.142.26 | 116.162.39.239 | null | null | null | null | null | null | null | null | 776 | 53 | RDP | 452,109 | 2,647 | null | null |
66fc385f-7eb6-4907-bf4b-6e140efbfaa2 | 2025-06-11T06:18:30 | iot | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|medium| desc=IoT device Camera physical_tamper No additional info noise=categories | {
"geo_location": "Belarus",
"device_hash": "b1750c3f4d8bc8b958634572fb2a9766",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_2_2 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/18.0o1370.0 Mobile/71B123 Safari/531.1",
"session_id": "5327f743-26bd-4931-9ed6-d350349ddb49",
"risk_score": 58.78,... | null | physical_tamper | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | null | Camera | iot-fd3ef17f | 6.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
38a9a6bb-9d02-455b-8c6e-1816b531d9e6 | 2025-06-01T02:11:40 | firewall | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall deny HTTP traffic from 199.27.9.139:358 to 220.31.244.67:730 No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "3f1e74be0f31e87eff6bb4f9b7cdfd9d929308017c4a35b2efddc934c89119b1",
"user_agent": "Opera/8.14.(X11; Linux x86_64; kl-GL) Presto/2.9.183 Version/11.00",
"session_id": "c807d88f-6e1b-4dbe-9002-1a2521c6c4f2",
"risk_score": 67.66,
"confidence": 0.89
} | null | deny | null | null | null | No additional info | Firewall deny HTTP traffic from 199.27.9.139:358 to 220.31.244.67:730 No additional info | null | null | null | null | 199.27.9.139 | 220.31.244.67 | null | null | null | null | null | null | null | null | 358 | 730 | HTTP | 141,707 | 3,331 | null | null |
259bbf5f-dd84-4a39-89e8-663a682c9b0d | 2025-07-07T13:56:04 | auth | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|low| desc=Auth challenge for christopher50 via biometric from 4.63.19.35 No additional info | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "381b9cafaf7c7dc10a7467c960e42fb7569da5f3a45d2ec2baa338c8026d06af",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/3.0)",
"session_id": "45c9ab19-f8b5-407f-8786-dda589f509e7",
"risk_score": 37.1,
"confidence": 0.93
} | christopher50 | challenge | null | null | null | No additional info | Auth challenge for christopher50 via biometric from 4.63.19.35 No additional info | null | null | null | null | 4.63.19.35 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 9a:0c:f5:bc:93:5d |
068ebb5f-8a58-481b-921c-519d9e3f7f9c | 2025-06-19T11:18:55 | firewall | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine TCP traffic from 157.161.218.78:215 to 5.222.254.236:228 No additional info | {
"geo_location": "Eritrea",
"device_hash": "2d9ab45e6fdd0b89d6e0b9ae310bd6e2",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; tl-PH; rv:1.9.2.20) Gecko/9210-02-12 17:32:17 Firefox/3.8",
"session_id": "17eb45a1-db47-4694-b2a9-62fa82f24db3",
"risk_score": 62.39,
"confidence": 0.75
} | null | quarantine | null | null | null | No additional info | Firewall quarantine TCP traffic from 157.161.218.78:215 to 5.222.254.236:228 No additional info | null | null | null | null | 157.161.218.78 | 5.222.254.236 | null | null | null | null | null | null | null | null | 215 | 228 | TCP | 513,806 | 386 | null | null |
2719868f-2649-40d8-859b-c6245ce81d71 | 2025-06-19T13:11:51 | cloud | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in GCP by ronaldjohnson Unconventional IOC: UEFI variable tampering | {
"geo_location": "Armenia",
"device_hash": "a9cda70f342f2d19039b1a28b113923afcb89bfdfc9a0e99a065d1ae9d3d208f",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/13.0.879.0 Safari/532.2",
"session_id": "e6c6fde1-c105-45fe-8593-0a8421ba97c1",
"risk_score": 53.1,
"confid... | ronaldjohnson | permission_escalation | null | null | null | Unconventional IOC: UEFI variable tampering | Cloud permission_escalation in GCP by ronaldjohnson Unconventional IOC: UEFI variable tampering | null | null | null | null | null | null | null | null | null | GCP | res-b52a2b27 | null | null | null | null | null | null | null | null | null | null |
b070ef3a-0103-4cf4-b6c6-4db6ff8a78c5 | 2025-05-27T07:18:18 | ids_alert | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|high| desc=Trellix Alert: Living-off-the-Land detected from 122.200.204.136 targeting 211.97.97.237 No additional info | {
"geo_location": "United Kingdom",
"device_hash": "acad9b28da6ce03270512a2dedeb8558294ebeba",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_1 rv:2.0; ce-RU) AppleWebKit/532.8.6 (KHTML, like Gecko) Version/4.0.5 Safari/532.8.6",
"session_id": "d6df0051-fb2e-4b4e-a96a-953f4913201b",
"risk_scor... | null | null | null | null | null | No additional info | Trellix Alert: Living-off-the-Land detected from 122.200.204.136 targeting 211.97.97.237 No additional info | null | null | null | null | 122.200.204.136 | 211.97.97.237 | Living-off-the-Land | SIG-3131 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
c8381d14-1b6c-43c8-a67f-49a5f5838576 | 2022-02-13T01:22:35 | auth | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|info| desc=Auth challenge for dadkins via OAuth from 12.160.214.118 No additional info noise=U3VyZmFjZS4= | {
"geo_location": "Tajikistan",
"device_hash": "0183c9b8d48b68eff051671bcb8a645f9ea3146d5cac6cebd31ddc417f66c6d6",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_8; rv:1.9.6.20) Gecko/3498-07-02 09:23:15 Firefox/3.8",
"session_id": "298eee2a-6109-4173-b9c9-c96c165e2c23",
"risk_score": 48.08,
"c... | dadkins | challenge | null | null | null | No additional info | Auth challenge for dadkins via OAuth from 12.160.214.118 No additional info | null | null | null | null | 12.160.214.118 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 42:e3:e4:2b:14:10 |
9a0f9db1-cd3b-4a79-aeac-363b34d03549 | 2025-03-04T06:44:49 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth bypass for ricky30 via key from 95.210.223.69 Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Hong Kong",
"device_hash": "be714e668d6e3c45d16d7438a855078d83c0c86d",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; ig-NG) AppleWebKit/534.44.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6534.44.1",
"session_id": "d9aef5d5-574c-4943-9865-6ab68943cb13",
"r... | ricky30 | bypass | null | null | null | Unconventional IOC: Unusual DNS TXT records | Auth bypass for ricky30 via key from 95.210.223.69 Unconventional IOC: Unusual DNS TXT records | null | null | null | null | 95.210.223.69 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 2f:f1:eb:01:a9:02 |
6e64896a-3cd2-40c5-ab25-f97dd341523a | 2025-02-24T11:26:49 | firewall | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall drop NTP traffic from 94.119.187.15:586 to 114.69.250.162:734 No additional info | {
"geo_location": "Pitcairn Islands",
"device_hash": "1fa61b635f501a8cda158f3ac150c805",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/16.0.828.0 Safari/533.1",
"session_id": "3195d618-e091-428f-a571-4a3cf7171f73",
"risk_score": 89.74,
"confidence": 0.03
} | null | drop | null | null | null | No additional info | Firewall drop NTP traffic from 94.119.187.15:586 to 114.69.250.162:734 No additional info | {
"baseline_deviation": 2.22,
"entropy": 7.97,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 94.119.187.15 | 114.69.250.162 | null | null | null | null | null | null | null | null | 586 | 734 | NTP | 630,369 | 2,569 | null | null |
6063de1c-cbee-43a4-b82d-db949489cb9d | 2025-05-10T21:04:07 | firewall | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect TCP traffic from 193.79.142.149:490 to 155.75.70.85:873 MITRE Technique: T1059.005 | Unconventional IOC: UEFI variable tampering | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "98c371b26630e2e5fb75306133d2bc5ad68f3ccf",
"user_agent": "Opera/8.14.(X11; Linux i686; tcy-IN) Presto/2.9.163 Version/10.00",
"session_id": "7b820184-7261-49c0-8005-06da0803e7af",
"risk_score": 57.9,
"confidence": 0.21
} | null | inspect | null | null | null | MITRE Technique: T1059.005 | Unconventional IOC: UEFI variable tampering | Firewall inspect TCP traffic from 193.79.142.149:490 to 155.75.70.85:873 MITRE Technique: T1059.005 | Unconventional IOC: UEFI variable tampering | null | null | null | null | 193.79.142.149 | 155.75.70.85 | null | null | null | null | null | null | null | null | 490 | 873 | TCP | 942,391 | 636 | null | null |
8291a5a9-75e4-46fd-a4ad-d2348e68fc1c | 2025-06-28T18:44:26 | cloud | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in AWS by kdawson No additional info | {
"geo_location": "Belize",
"device_hash": "a143a32d6399bc3c62ed12a29146c27989e7d878",
"user_agent": "Opera/9.10.(X11; Linux i686; az-AZ) Presto/2.9.183 Version/10.00",
"session_id": "d2d8202c-a26f-49a5-81c0-cd20c0e66e75",
"risk_score": 41.88,
"confidence": 0.73
} | kdawson | container_escape | null | null | null | No additional info | Cloud container_escape in AWS by kdawson No additional info | null | null | null | null | null | null | null | null | null | AWS | res-fdb23463 | null | null | null | null | null | null | null | null | null | null |
1b2b15db-a19d-421b-9ac3-a7d70fd88a26 | 2025-01-21T07:00:31 | firewall | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only HTTPS traffic from 34.40.233.233:225 to 117.157.9.17:334 No additional info | {
"geo_location": "North Macedonia",
"device_hash": "6b3444b562ab751caf1e64fa9f6cecf3",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_5) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/58.0.854.0 Safari/534.1",
"session_id": "1f61a49d-b9d2-4684-9f6a-27964dffef81",
"risk_score": 23.03,
"confidence"... | null | log-only | null | null | null | No additional info | Firewall log-only HTTPS traffic from 34.40.233.233:225 to 117.157.9.17:334 No additional info | {
"baseline_deviation": 1.82,
"entropy": 6.79,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 34.40.233.233 | 117.157.9.17 | null | null | null | null | null | null | null | null | 225 | 334 | HTTPS | 716,710 | 1,788 | null | null |
25b2552c-0bee-45bf-bc5e-3348c856300b | 2025-04-19T15:37:37 | firewall | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|medium| desc=Firewall log-only RDP traffic from 147.151.177.246:908 to 214.27.200.174:809 MITRE Technique: T1053.005 | {
"geo_location": "Iran",
"device_hash": "f65edebe4ac3c09e56e4e5f4864149642d38b5f6",
"user_agent": "Mozilla/5.0 (Android 4.2; Mobile; rv:41.0) Gecko/41.0 Firefox/41.0",
"session_id": "979b4051-bf0e-4c5f-afe2-c229d010db58",
"risk_score": 19.87,
"confidence": 0.5
} | null | log-only | null | null | null | MITRE Technique: T1053.005 | Firewall log-only RDP traffic from 147.151.177.246:908 to 214.27.200.174:809 MITRE Technique: T1053.005 | null | null | null | null | 147.151.177.246 | 214.27.200.174 | null | null | null | null | null | null | null | null | 908 | 809 | RDP | 354,733 | 2,511 | null | null |
e1d712e3-9ccf-46f1-aa96-1bccaac25c20 | 2025-04-17T15:55:36 | iot | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor protocol_violation MITRE Technique: T1218.011 noise=hold|sister|remember | {
"geo_location": "Ireland",
"device_hash": "bb961e6516b3d632f83c77430dd744e3",
"user_agent": "Opera/9.91.(Windows 95; ckb-IQ) Presto/2.9.162 Version/10.00",
"session_id": "5b63e4fb-c09b-4c5b-8002-5b01da7957c9",
"risk_score": 46.31,
"confidence": 0.71
} | null | protocol_violation | null | null | null | MITRE Technique: T1218.011 | IoT device Sensor protocol_violation MITRE Technique: T1218.011 | null | Sensor | iot-b0e394ea | 7.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b1aea0df-ed65-4c33-beba-283542588be3 | 2025-02-02T00:23:26 | firewall | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|low| desc=Firewall drop ICMP traffic from 216.249.32.101:60708 to 210.27.220.42:25 No additional info | {
"geo_location": "Panama",
"device_hash": "0edf9c289da88ba03052443695fd85c3",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_9) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/22.0.847.0 Safari/535.0",
"session_id": "05f349a7-3f5a-492d-ba30-42c1bae7a0d7",
"risk_score": 54.2,
"confidence": 0.06
} | null | drop | null | null | null | No additional info | Firewall drop ICMP traffic from 216.249.32.101:60708 to 210.27.220.42:25 No additional info | null | null | null | null | 216.249.32.101 | 210.27.220.42 | null | null | null | null | null | null | null | null | 60,708 | 25 | ICMP | 635,700 | 339 | null | null |
060da487-1ac6-443d-ae4d-d513af461cf6 | 2025-03-07T20:06:43 | endpoint | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access southern by kevinbolton No additional info | {
"geo_location": "Namibia",
"device_hash": "d2c4f85d40bdea3b506728df7fe586ce984b64a9d13663f45a400dfe1bfdac7a",
"user_agent": "Mozilla/5.0 (Windows 95; sv-SE; rv:1.9.2.20) Gecko/4320-01-23 16:59:16 Firefox/3.6.4",
"session_id": "30d71dd4-a4fc-421d-9f22-a05c47851154",
"risk_score": 55.21,
"confidence": 0.36
... | kevinbolton | file_access | southern | 1,917 | svchost.exe | No additional info | Endpoint file_access southern by kevinbolton No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
14a82784-94b7-4ff3-bc7b-eaf912bdda8d | 2025-02-07T18:49:52 | ai | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|low| desc=AI system model_access by jasminejones No additional info | {
"geo_location": "Ethiopia",
"device_hash": "09f1b4ef039818351663bcdf5a4162228a6bd457959c499a7eb16e5cccdd8c1c",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/20.0.823.0 Safari/534.2",
"session_id": "7214ee8d-1c23-4586-9e33-5e3663e85e06",
"risk_score": 31.21,
"confiden... | jasminejones | model_access | null | null | null | No additional info | AI system model_access by jasminejones No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ece8f925 | adcd285152cc3e8d8c86af894184a0077da532eb | c4cb3aa2c2874fe262e64ecd51fa4918c605dc99 | null | null | null | null | null | null | null |
d0df863f-0c86-4152-ac63-a8df48c303c0 | 2025-04-11T20:44:16 | ids_alert | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|high| desc=Snort Alert: Cloud API Abuse detected from 155.113.54.206 targeting 155.93.227.77 No additional info noise=church|night|key | {
"geo_location": "Angola",
"device_hash": "1fb4e3de4dea3cacababd48401118bca",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/3.1)",
"session_id": "7a341ce6-1496-4963-93ba-34317089c567",
"risk_score": 35.8,
"confidence": 0.36
} | null | null | null | null | null | No additional info | Snort Alert: Cloud API Abuse detected from 155.113.54.206 targeting 155.93.227.77 No additional info | null | null | null | null | 155.113.54.206 | 155.93.227.77 | Cloud API Abuse | SIG-6589 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
2331d8cd-75d0-42d1-98f9-e490f6eb4984 | 2025-03-29T20:02:53 | iot | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical sensor_spoofing No additional info | {
"geo_location": "Georgia",
"device_hash": "bb9b5e18ef390fc56b8cec5dcc80cf12a9207cbc0e23c1132164418891b161e9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/4.0)",
"session_id": "19433bd0-b01e-40c6-a491-83671b873577",
"risk_score": 23.43,
"confidence": 0.43
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Medical sensor_spoofing No additional info | {
"baseline_deviation": 1.29,
"entropy": 2.34,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Medical | iot-a263feb9 | 9.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7fe86d8a-38cd-47de-ad83-3e1d36fdd157 | 2025-03-25T02:56:12 | iot | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device Medical firmware_update No additional info | {
"geo_location": "Cote d'Ivoire",
"device_hash": "0616810d4ef4885280cb07cfb9cd496f",
"user_agent": "Opera/8.71.(X11; Linux i686; ast-ES) Presto/2.9.183 Version/11.00",
"session_id": "15a980a1-513e-489a-8a3a-02bbc56d159e",
"risk_score": 65.78,
"confidence": 0.65
} | null | firmware_update | null | null | null | No additional info | IoT device Medical firmware_update No additional info | null | Medical | iot-72226430 | 1.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
56077785-6b27-4ae4-8872-1aa14fb89759 | 2025-05-25T12:56:18 | firewall | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|critical| desc=Firewall log-only TCP traffic from 21.16.197.21:74 to 3.231.65.124:504 No additional info | {
"geo_location": "Cambodia",
"device_hash": "3b87210bcf63084b12b6ef370f24cad36df61a7a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/18.2x5181.0 Mobile/03R313 Safari/533.1",
"session_id": "f53ad591-7f1d-45c9-b102-45155baa955b",
"risk_score": 3... | null | log-only | null | null | null | No additional info | Firewall log-only TCP traffic from 21.16.197.21:74 to 3.231.65.124:504 No additional info | null | null | null | null | 21.16.197.21 | 3.231.65.124 | null | null | null | null | null | null | null | null | 74 | 504 | TCP | 879,990 | 1,827 | null | null |
6bcb0928-8505-4371-84ea-cdcd1b7d021b | 2025-03-05T11:23:49 | ids_alert | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|medium| desc=Darktrace Alert: Fileless Attack detected from 58.132.27.178 targeting N/A No additional info | {
"geo_location": "Ukraine",
"device_hash": "0d657c6369232e316a3f1c83c53e0bca708a609a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/3.1)",
"session_id": "d0de6b12-16f4-4ba7-b88f-b71b481586c5",
"risk_score": 41.73,
"confidence": 0.75
} | null | null | null | null | null | No additional info | Darktrace Alert: Fileless Attack detected from 58.132.27.178 targeting N/A No additional info | null | null | null | null | 58.132.27.178 | N/A | Fileless Attack | SIG-2701 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
7922427b-62ac-49f6-9690-d54dc9c514c0 | 2025-01-14T11:06:03 | endpoint | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec /if/view.js by angie85 MITRE Technique: T1110.003 | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "69ec6c9e8b20378b85e812ed674b90fe",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; gu-IN) AppleWebKit/534.12.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6534.12.3",
"session_id": "4031b0d0-1c89-497a-a676-47e5... | angie85 | wmi_exec | /if/view.js | 6,757 | cmd.exe | MITRE Technique: T1110.003 | Endpoint wmi_exec /if/view.js by angie85 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
22f89a12-38f7-41e7-8089-24171e51282f | 2025-03-08T03:28:12 | network | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|low| desc=Network disconnection from 33.60.134.245 to 94.1.105.236 No additional info noise=UG9pbnQu | {
"geo_location": "Greece",
"device_hash": "c051cc7b0670125558de636dc3366f56",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 16_7_6 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/23.0.854.0 Mobile/12V796 Safari/533.0",
"session_id": "3518c08f-e17f-4efe-a312-393fe99ff295",
"risk_score": 36.41,
"c... | null | disconnection | null | null | null | No additional info | Network disconnection from 33.60.134.245 to 94.1.105.236 No additional info | null | null | null | null | 33.60.134.245 | 94.1.105.236 | null | null | null | null | null | null | null | null | null | null | TCP | 391,695 | null | null | null |
eae55dfe-d59c-482f-a57f-aab9f92703c9 | 2025-04-12T10:00:20 | endpoint | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access affect by qpage No additional info | {
"geo_location": "North Korea",
"device_hash": "2c22cd98f26f8f948d782fee28b6c634",
"user_agent": "Opera/8.39.(X11; Linux x86_64; sv-FI) Presto/2.9.188 Version/10.00",
"session_id": "bf0ff3ad-2cdb-4391-b5d1-2f59d5c7f8fb",
"risk_score": 35.17,
"confidence": 0.89
} | qpage | file_access | affect | 1,137 | powershell.exe | No additional info | Endpoint file_access affect by qpage No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5d6638cc-0e20-4aa5-9b1a-5e29ffbe6e25 | 2025-05-17T07:58:12 | endpoint | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load /sit/strong.webm by michaeldavidson No additional info | {
"geo_location": "Haiti",
"device_hash": "e60c774490ffb9146e4b281b42c61016",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/3.1)",
"session_id": "38bed1bc-8b79-43cc-a86d-7e57f181fda4",
"risk_score": 65.03,
"confidence": 0.23
} | michaeldavidson | driver_load | /sit/strong.webm | 4,927 | svchost.exe | No additional info | Endpoint driver_load /sit/strong.webm by michaeldavidson No additional info | {
"baseline_deviation": 1.27,
"entropy": 7.94,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c655c3be-6b45-49d4-bc83-30baaea75b91 | 2025-04-17T02:40:50 | cloud | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in Alibaba by mmonroe MITRE Technique: T1547.001 | {
"geo_location": "Bolivia",
"device_hash": "d676a81cd862febfde9ed8c56211ac1929757acbc771a75e1944e7ebab3132fa",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/4.1)",
"session_id": "60df7d18-c9e9-4314-88af-6860f284a259",
"risk_score": 50.91,
"confidence": 0.14
} | mmonroe | shadow_it | null | null | null | MITRE Technique: T1547.001 | Cloud shadow_it in Alibaba by mmonroe MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | Alibaba | res-b5ecaa1e | null | null | null | null | null | null | null | null | null | null |
a1d1fee9-d4f5-4219-95da-35c9c7fc7a82 | 2025-04-30T17:18:46 | endpoint | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access /billion/inside.tiff by bryanchristopher No additional info | {
"geo_location": "China",
"device_hash": "1025a1e8530542046e8e4808fa825411",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_5 rv:4.0; ug-CN) AppleWebKit/534.18.1 (KHTML, like Gecko) Version/4.0.1 Safari/534.18.1",
"session_id": "817e09f4-4f98-4959-93b1-c9713de68b86",
"risk_score": 67.88,
"confide... | bryanchristopher | file_access | /billion/inside.tiff | 7,344 | powershell.exe | No additional info | Endpoint file_access /billion/inside.tiff by bryanchristopher No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
69311644-2bda-4322-814a-697e04f8edd1 | 2025-04-10T00:03:37 | ids_alert | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|high| desc=CrowdStrike Alert: XSS detected from 208.192.22.214 targeting 159.106.31.170 MITRE Technique: T1190 noise=VXN1YWxseS4= | {
"geo_location": "Samoa",
"device_hash": "0fb0bbfea0b6a412b22a59fbde10bc13edf352e8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; lij-IT) AppleWebKit/532.12.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6532.12.6",
"session_id": "78b3a453-6587-4405-8e44-e365d285b9fa",
"risk... | null | null | null | null | null | MITRE Technique: T1190 | CrowdStrike Alert: XSS detected from 208.192.22.214 targeting 159.106.31.170 MITRE Technique: T1190 | null | null | null | null | 208.192.22.214 | 159.106.31.170 | XSS | SIG-9325 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
f669d063-0658-4e02-b471-92a79e137c58 | 2025-05-06T06:50:52 | network | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 10.131.195.74 to 214.167.40.18 No additional info | {
"geo_location": "Moldova",
"device_hash": "23c7b0b3eae3d8c611078f30cc80afb7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/5.1)",
"session_id": "cfbc7271-75fa-475e-b329-df2bd01d2801",
"risk_score": 33.15,
"confidence": 0.97
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 10.131.195.74 to 214.167.40.18 No additional info | {
"baseline_deviation": 1.86,
"entropy": 6.71,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 10.131.195.74 | 214.167.40.18 | null | null | null | null | null | null | null | null | null | null | TCP | 77,026 | null | null | null |
e6fc2a91-8487-446d-b354-8000d173d27b | 2025-03-16T23:35:28 | cloud | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in Azure by robert21 Associated Threat Actor: REvil | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "1907c7518f285b4a26379892a83b4450869fba46d2b0d981c08b7ca3f57c9454",
"user_agent": "Opera/8.87.(Windows NT 10.0; lzh-TW) Presto/2.9.181 Version/12.00",
"session_id": "2037cc94-bfa0-46fd-88c6-9231cc2d2f11",
"risk_score": 79.25,
"confidence": 0.74
} | robert21 | api_abuse | null | null | null | Associated Threat Actor: REvil | Cloud api_abuse in Azure by robert21 Associated Threat Actor: REvil | null | null | null | null | null | null | null | null | null | Azure | res-86d04349 | null | null | null | null | null | null | null | null | null | null |
b7aecb5d-2346-4f2f-a8c0-a7603ed99b6b | 2025-07-10T06:44:18 | cloud | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in OCI by martincharles MITRE Technique: T1486 noise=category | {
"geo_location": "China",
"device_hash": "61ab866ed214e849edc9b0aaa93e43e7fbcbd04d",
"user_agent": "Opera/8.76.(X11; Linux i686; ast-ES) Presto/2.9.162 Version/12.00",
"session_id": "a004a992-6602-4494-a4b6-112ab7560f38",
"risk_score": 19.43,
"confidence": 0.81
} | martincharles | permission_escalation | null | null | null | MITRE Technique: T1486 | Cloud permission_escalation in OCI by martincharles MITRE Technique: T1486 | {
"baseline_deviation": 0.62,
"entropy": 3.94,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | OCI | res-0c4122b5 | null | null | null | null | null | null | null | null | null | null |
24fb86b5-fb4d-4f18-98d7-d43b69ada5a7 | 2025-02-24T20:30:28 | cloud | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in Alibaba by webbwilliam MITRE Technique: T1134.001 | {
"geo_location": "French Southern Territories",
"device_hash": "4b819fe81cee6331bcaf3e6f410da7949399172da72ba37326240b2a5342ff46",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_0 rv:2.0; ga-IE) AppleWebKit/534.49.6 (KHTML, like Gecko) Version/5.1 Safari/534.49.6",
"session_id": "cb43eb11-24d6-49... | webbwilliam | lambda_execution | null | null | null | MITRE Technique: T1134.001 | Cloud lambda_execution in Alibaba by webbwilliam MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | Alibaba | res-2e126201 | null | null | null | null | null | null | null | null | null | null |
83a0add9-961c-44ca-b03c-117c6aeac5c9 | 2025-02-08T07:43:44 | auth | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|low| desc=Auth timeout for diazmadison via OAuth from 10.78.12.128 No additional info | {
"geo_location": "Barbados",
"device_hash": "b859744680f7fa555dbb23f17e4c9ec440a97a3323d28e67842cf0d31833d3a3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "7ba65c7b-5eb6-43cf-a319-8b05c8895ed0",
"risk_score": 63.62,
"confidence": 0.76
} | diazmadison | timeout | null | null | null | No additional info | Auth timeout for diazmadison via OAuth from 10.78.12.128 No additional info | null | null | null | null | 10.78.12.128 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | d7:96:2b:be:0c:28 |
fa2bf82b-129d-46fb-b7ee-e8185c8a6c70 | 2025-02-20T02:30:51 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 67.17.251.3 to 213.103.154.166 No additional info | {
"geo_location": "Singapore",
"device_hash": "141edfab7fd6e3082cd1ad2a140fe070",
"user_agent": "Opera/8.87.(Windows 98; Win 9x 4.90; et-EE) Presto/2.9.185 Version/11.00",
"session_id": "e68c36bd-df3c-4391-80ad-f824dd0e14d8",
"risk_score": 55.55,
"confidence": 1
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 67.17.251.3 to 213.103.154.166 No additional info | null | null | null | null | 67.17.251.3 | 213.103.154.166 | null | null | null | null | null | null | null | null | null | null | HTTP | 390,004 | null | null | null |
97c467b1-9d32-4598-b270-72a86d883087 | 2025-06-28T16:08:28 | network | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|low| desc=Network covert_channel from 220.212.204.176 to 54.0.225.50 MITRE Technique: T1059.001 | {
"geo_location": "French Polynesia",
"device_hash": "4d148563641f0e301e603d4b9f1decac7cc0a6ece650c87e3be6c89bf4295630",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/4.0)",
"session_id": "ba75a4fe-4d35-4edb-bae3-c88ecc078895",
"risk_score": 48.54,
"confidence": 0.55
} | null | covert_channel | null | null | null | MITRE Technique: T1059.001 | Network covert_channel from 220.212.204.176 to 54.0.225.50 MITRE Technique: T1059.001 | null | null | null | null | 220.212.204.176 | 54.0.225.50 | null | null | null | null | null | null | null | null | null | null | ICMP | 669,685 | null | null | null |
97423eb9-9d25-440c-b0f1-8296ee43b6c5 | 2025-05-27T06:50:17 | cloud | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in Azure by tiffanydelgado No additional info | {
"geo_location": "Greenland",
"device_hash": "e08d744dccd1ef903559dd37b612bd5d081a8f91",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/3.1)",
"session_id": "2fcc5caa-43fa-4ba7-baca-ba2ae2eba753",
"risk_score": 62.84,
"confidence": 0.73
} | tiffanydelgado | shadow_it | null | null | null | No additional info | Cloud shadow_it in Azure by tiffanydelgado No additional info | null | null | null | null | null | null | null | null | null | Azure | res-a594248e | null | null | null | null | null | null | null | null | null | null |
62dd40df-9193-40c8-afba-9f350083fd81 | 2025-06-27T22:02:05 | ids_alert | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|medium| desc=Trellix Alert: DDoS detected from 100.143.65.58 targeting 3.136.18.169 MITRE Technique: T1204.002 | Associated Threat Actor: APT29 noise=turn|a|tax | {
"geo_location": "Bangladesh",
"device_hash": "dee90eb878281e425fb0608960bba09c1cbad9ab",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; csb-PL) AppleWebKit/531.15.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6531.15.7",
"session_id": "7eb35a4b-cd81-4447-b3c1-c03cc728ff57",
... | null | null | null | null | null | MITRE Technique: T1204.002 | Associated Threat Actor: APT29 | Trellix Alert: DDoS detected from 100.143.65.58 targeting 3.136.18.169 MITRE Technique: T1204.002 | Associated Threat Actor: APT29 | null | null | null | null | 100.143.65.58 | 3.136.18.169 | DDoS | SIG-4277 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
e2dae534-ddec-432d-ac42-dd66651945f2 | 2025-01-24T22:48:22 | firewall | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|high| desc=Firewall drop NTP traffic from 112.65.182.200:487 to 188.223.119.204:408 No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "9c8cfd138307df286e65fa3bee7109b0",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; shs-CA) AppleWebKit/531.11.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6531.11.1",
"session_id": "368f47dd-a82e-4e17-9633-3aa491045beb",
"... | null | drop | null | null | null | No additional info | Firewall drop NTP traffic from 112.65.182.200:487 to 188.223.119.204:408 No additional info | null | null | null | null | 112.65.182.200 | 188.223.119.204 | null | null | null | null | null | null | null | null | 487 | 408 | NTP | 190,964 | 2,191 | null | null |
fd71cecf-06a7-40ea-856e-d4fc7888d065 | 2025-06-08T03:47:21 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 12.232.16.162 to 106.100.151.131 MITRE Technique: T1486 noise=QmxhY2su | {
"geo_location": "Iran",
"device_hash": "c2f89298f5cb15c31cbdb9342938b3aa7a6a20ae377db96dfc7ea28ce242329c",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_5 rv:6.0; shs-CA) AppleWebKit/535.47.7 (KHTML, like Gecko) Version/4.0.5 Safari/535.47.7",
"session_id": "12668fc2-0b5b-4cac-96c7-65d9a8e1bc92",
... | null | covert_channel | null | null | null | MITRE Technique: T1486 | Network covert_channel from 12.232.16.162 to 106.100.151.131 MITRE Technique: T1486 | null | null | null | null | 12.232.16.162 | 106.100.151.131 | null | null | null | null | null | null | null | null | null | null | HTTP | 42,608 | null | null | null |
d729baf4-3819-4a95-bfd0-f9bf050ecccf | 2025-04-30T16:52:25 | iot | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Albania",
"device_hash": "add1939c14cb4088e3d0fe1571a26ca0051d35d507f3a2c924d92a9c463da393",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/4.0)",
"session_id": "bd7655a7-8fdd-4145-bcd0-704ad57d182b",
"risk_score": 50.47,
"confidence": 0.83
} | null | firmware_update | null | null | null | No additional info | IoT device Camera firmware_update No additional info | null | Camera | iot-61111f06 | 1.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
946afc86-7fbc-481a-b02a-2b6196e90cbc | 2025-03-21T09:03:43 | cloud | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in AWS by davidevans MITRE Technique: T1204.002 | {
"geo_location": "Dominica",
"device_hash": "121489349f0340565a18030253987d039f13211e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/5.1)",
"session_id": "c5cd66e8-7932-4784-ba60-f997ac2f7ded",
"risk_score": 37.16,
"confidence": 0.1
} | davidevans | lambda_execution | null | null | null | MITRE Technique: T1204.002 | Cloud lambda_execution in AWS by davidevans MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | AWS | res-2dc9fcf9 | null | null | null | null | null | null | null | null | null | null |
f6f65543-1fe3-4a33-8db1-f80be67771ec | 2025-01-29T13:09:30 | ids_alert | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|low| desc=Wazuh Alert: Cloud API Abuse detected from 209.39.48.70 targeting N/A MITRE Technique: T1071.001 | {
"geo_location": "Somalia",
"device_hash": "4834be4de75f7055f257b68e47371bdd",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/535.30.6 (KHTML, like Gecko) Version/5.0 Safari/535.30.6",
"session_id": "a1b23d01-cd5b-451f-8a74-42308a85d180",
"risk_score": 35.35,
"confidence": 0.19
} | null | null | null | null | null | MITRE Technique: T1071.001 | Wazuh Alert: Cloud API Abuse detected from 209.39.48.70 targeting N/A MITRE Technique: T1071.001 | null | null | null | null | 209.39.48.70 | N/A | Cloud API Abuse | SIG-3993 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.