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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
c9b68f32-6caa-44ef-bf51-4b51f71aff5e | 2025-04-06T13:29:43 | iot | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device Camera command_injection No additional info | {
"geo_location": "Afghanistan",
"device_hash": "59c17be1ae1c1f7b17f46977654083ef83e5e9bdb009e93e73322764c8056acd",
"user_agent": "Opera/9.96.(Windows 95; apn-IN) Presto/2.9.179 Version/11.00",
"session_id": "1658da11-c9b5-4c58-aaef-a60066895797",
"risk_score": 62.97,
"confidence": 0.11
} | null | command_injection | null | null | null | No additional info | IoT device Camera command_injection No additional info | null | Camera | iot-8c0393a4 | 4.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1f8be160-6498-45f3-9d5f-81e7a880e2c6 | 2025-03-16T12:26:59 | auth | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|low| desc=Auth success for joanna40 via key from 100.31.95.219 No additional info | {
"geo_location": "Iran",
"device_hash": "1307d72021785dda406a17c696591474de61acf9",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/531.24.1 (KHTML, like Gecko) Version/4.0.4 Safari/531.24.1",
"session_id": "01bf1d7a-5761-47f1-9f95-893232635d90",
"risk_score": 16.97,
"confidence": 0
} | joanna40 | success | null | null | null | No additional info | Auth success for joanna40 via key from 100.31.95.219 No additional info | null | null | null | null | 100.31.95.219 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 8c:57:3f:38:3a:fc |
6adaa971-7c06-44ce-90cf-15db3153ff0c | 2025-06-29T03:10:16 | cloud | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in AWS by xroberts No additional info | {
"geo_location": "Slovenia",
"device_hash": "656c5a5cf313978813fb251efa5b62604bca488ed64664acde6980a7ac638a70",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_6; rv:1.9.2.20) Gecko/7397-02-05 13:10:40 Firefox/3.6.16",
"session_id": "c750aaaf-6cfe-4a9e-9b45-08ff4d451310",
"risk_score": 50.76,
"c... | xroberts | api_abuse | null | null | null | No additional info | Cloud api_abuse in AWS by xroberts No additional info | null | null | null | null | null | null | null | null | null | AWS | res-961b7afb | null | null | null | null | null | null | null | null | null | null |
46f63619-a591-47ad-8e9e-955a87be4a29 | 2025-02-25T07:28:40 | firewall | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect NTP traffic from 41.118.169.137:37882 to 56.54.38.12:173 No additional info | {
"geo_location": "Kazakhstan",
"device_hash": "fcb11c9101d36d6b344a8615391a71004f4f16c313a640e9e1594e83912702fd",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; el-GR; rv:1.9.0.20) Gecko/6955-07-12 21:20:57 Firefox/3.8",
"session_id": "c59fa81d-ab92-4016-8345-47fe5f499d42",
"risk_score": 56.59,
"confidence":... | null | inspect | null | null | null | No additional info | Firewall inspect NTP traffic from 41.118.169.137:37882 to 56.54.38.12:173 No additional info | {
"baseline_deviation": 1.64,
"entropy": 5.43,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 41.118.169.137 | 56.54.38.12 | null | null | null | null | null | null | null | null | 37,882 | 173 | NTP | 200,802 | 711 | null | null |
07d7ef33-4a49-46f5-a677-f835884c31f2 | 2025-06-26T15:35:06 | network | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|critical| desc=Network connection from 143.242.218.78 to 99.85.157.224 MITRE Technique: T1059.001 | {
"geo_location": "Hungary",
"device_hash": "20bc4207f88bc0b6061d022fbbd4a6ff19b582d9",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/60.0.846.0 Safari/534.1",
"session_id": "41127054-0273-4c89-bfb3-2625c94a6e8d",
"risk_score": 45.36,
"confidence": 0.73
} | null | connection | null | null | null | MITRE Technique: T1059.001 | Network connection from 143.242.218.78 to 99.85.157.224 MITRE Technique: T1059.001 | null | null | null | null | 143.242.218.78 | 99.85.157.224 | null | null | null | null | null | null | null | null | null | null | TCP | 860,388 | null | null | null |
fe514c50-27a5-4886-9246-db58d7bf5d0a | 2025-04-14T01:54:50 | ids_alert | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=LogRhythm Alert: AI Model Poisoning detected from 94.143.225.218 targeting N/A MITRE Technique: T1078.004 | {
"geo_location": "Liechtenstein",
"device_hash": "62e0961c8eb2562fe7408f6f57bf0b70",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_9) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/47.0.867.0 Safari/536.0",
"session_id": "6bf42c89-a94d-4047-b75e-adf74d9f4328",
"risk_score": 47.83,
"confidence": 0.... | null | null | null | null | null | MITRE Technique: T1078.004 | LogRhythm Alert: AI Model Poisoning detected from 94.143.225.218 targeting N/A MITRE Technique: T1078.004 | null | null | null | null | 94.143.225.218 | N/A | AI Model Poisoning | SIG-6927 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
8a535518-1b06-473f-9328-74373aceacc2 | 2025-07-10T23:58:16 | endpoint | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec move by johnsonchristopher No additional info | {
"geo_location": "North Korea",
"device_hash": "f0c45de8480f1d917e0222d1a9bc1e62f60461ffba734a743c5338bde50c57f8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; tt-RU) AppleWebKit/533.37.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6533.37.5",
"session_id": "0d8a5083-df3f-49f... | johnsonchristopher | wmi_exec | move | 2,960 | svchost.exe | No additional info | Endpoint wmi_exec move by johnsonchristopher No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
72d47539-0d2f-4f13-983d-b9641482ea32 | 2025-07-10T17:22:02 | cloud | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in AWS by matthew16 No additional info | {
"geo_location": "Iran",
"device_hash": "b1416aea8a1476a11c2596187e9e29ad",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_2; rv:1.9.3.20) Gecko/5477-04-14 09:35:40 Firefox/3.8",
"session_id": "3921a84f-a0f0-4ba3-8fb0-4305b4697a02",
"risk_score": 51.04,
"confidence": 0.66
} | matthew16 | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in AWS by matthew16 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-2a4e56f3 | null | null | null | null | null | null | null | null | null | null |
b0f7eccd-9d22-4758-a11b-c5eb5abe53a0 | 2025-06-09T22:02:36 | cloud | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in AWS by kelly45 No additional info | {
"geo_location": "Myanmar",
"device_hash": "f5b77d7dac361822b65c06325f6297bd",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; eu-ES) AppleWebKit/532.10.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6532.10.1",
"session_id": "717fc65c-515e-4ffb-a318-376acb3e7987",
"risk_score"... | kelly45 | instance_creation | null | null | null | No additional info | Cloud instance_creation in AWS by kelly45 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-29de209a | null | null | null | null | null | null | null | null | null | null |
e2ceddb7-ee9b-4644-8f38-0535de54ed27 | 2025-02-09T01:29:01 | endpoint | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change /wrong/ready.avi by bennettthomas No additional info | {
"geo_location": "Isle of Man",
"device_hash": "2c3b85a186144f4c7515fa183d8911ddac92fef6c5b8d4dd981715795806ec79",
"user_agent": "Opera/9.26.(Windows NT 4.0; tk-TM) Presto/2.9.161 Version/10.00",
"session_id": "a43dfbdc-c5f7-4e2d-9602-826d58acfd48",
"risk_score": 0,
"confidence": 0.97
} | bennettthomas | registry_change | /wrong/ready.avi | 2,477 | powershell.exe | No additional info | Endpoint registry_change /wrong/ready.avi by bennettthomas No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
612362d1-d6d0-44c4-8c44-f04bac09c59e | 2025-05-02T16:55:18 | iot | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|high| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Bermuda",
"device_hash": "f0cfc632c18c39e5997e634cf1c64608150b435b",
"user_agent": "Opera/9.71.(Windows NT 5.1; th-TH) Presto/2.9.185 Version/10.00",
"session_id": "8b8f9a8b-44d6-445d-8142-74b6b609b266",
"risk_score": 9.76,
"confidence": 0.58
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | null | Camera | iot-62c9c3b4 | 9.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
73ad87c0-e9e6-4b71-a9b0-49f858855e76 | 2025-04-11T16:56:23 | iot | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat command_injection No additional info | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "02d70674f5071b4f8c08c23d68d5b6400ba261d7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/4.1)",
"session_id": "0dff500a-47be-480c-b0c1-d9a4b141405f",
"risk_score": 96.41,
"confidence": 0.08
} | null | command_injection | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | null | Thermostat | iot-82a1fda8 | 7.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
341be294-aa25-431c-93ab-e5497674a275 | 2025-02-10T05:05:41 | ai | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by lewisstephanie MITRE Technique: T1486 | {
"geo_location": "Western Sahara",
"device_hash": "2216dc456589269a11660847bc5937f76f671a70",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/535.4.1 (KHTML, like Gecko) Version/4.0.5 Safari/535.4.1",
"session_id": "0a37c7c9-c731-4176-8e32-d98653fcfe09",
"risk_score": 53.42,
"confidenc... | lewisstephanie | api_abuse | null | null | null | MITRE Technique: T1486 | AI system api_abuse by lewisstephanie MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | model-617081fc | bd368ee3b513b098bf4cdff85b7be85ec727eac0 | 8ccfa8e48f426650ec3470fd5fa8f7c8 | null | null | null | null | null | null | null |
c47538c8-49b1-421b-9bba-78f8bba618ed | 2025-02-12T02:41:45 | ai | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by esmall No additional info | {
"geo_location": "Kuwait",
"device_hash": "1da56f4c131ae7e80cb1e4a56463cae3cabea39d",
"user_agent": "Opera/8.20.(Windows CE; ber-DZ) Presto/2.9.160 Version/11.00",
"session_id": "d45a9951-e4b7-4048-97aa-bf85e91ce2d7",
"risk_score": 36.46,
"confidence": 0.88
} | esmall | adversarial_input | null | null | null | No additional info | AI system adversarial_input by esmall No additional info | null | null | null | null | null | null | null | null | null | null | null | model-2eb0e290 | 7bd1081f0e319cc40e989ab1adaf2b7a089c43e6 | ba433f176a9825b3947de7410bf954e8 | null | null | null | null | null | null | null |
da778f7a-a6de-4e27-ad73-6c63a35c30c9 | 2025-04-23T04:08:50 | endpoint | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism /yeah/institution.jpg by tim54 MITRE Technique: T1078.004 | {
"geo_location": "Saint Lucia",
"device_hash": "8774043d98a8aa1cacdd017538acc0242acc56f8a316d27ba585ddada3d69854",
"user_agent": "Opera/9.68.(X11; Linux i686; en-BD) Presto/2.9.178 Version/11.00",
"session_id": "45ea5720-f4c9-4ea8-969a-e54ea0b4a83d",
"risk_score": 43.48,
"confidence": 0.85
} | tim54 | persistence_mechanism | /yeah/institution.jpg | 5,071 | powershell.exe | MITRE Technique: T1078.004 | Endpoint persistence_mechanism /yeah/institution.jpg by tim54 MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2774058e-4e67-47ef-9a4e-ddc155a72fb0 | 2025-06-14T11:41:30 | iot | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Gibraltar",
"device_hash": "d4c669b2dfa02d617722a23aba5560bf6cdd6564422da6e290ee819cb4d12cfc",
"user_agent": "Opera/8.31.(Windows NT 4.0; xh-ZA) Presto/2.9.178 Version/12.00",
"session_id": "51754383-72ac-4be9-b311-7da1706f4ea3",
"risk_score": 73.81,
"confidence": 0.05
} | null | firmware_update | null | null | null | No additional info | IoT device Camera firmware_update No additional info | null | Camera | iot-c9b8c786 | 1.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a78b4c52-3b40-4169-b5c4-4e4716bca431 | 2025-06-25T04:31:47 | ai | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by jmartin No additional info noise=blog/wp-content/main | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "a0c6f09af0fcfab4c5b3f681d3c6bebbe0ec9c3e",
"user_agent": "Opera/8.24.(X11; Linux i686; eo-US) Presto/2.9.185 Version/11.00",
"session_id": "62224fb4-0491-4929-990a-8470a05ea43e",
"risk_score": 49.55,
"confidence": 0.32
} | jmartin | membership_inference | null | null | null | No additional info | AI system membership_inference by jmartin No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ceb1f062 | a82885d188086945908abb02751d8edf | 7a3293f246d166bd53ef9f56dd869f85eeef1c9e | null | null | null | null | null | null | null |
96702b8f-0e6d-4095-a35b-db76d0dd1edb | 2025-04-23T15:15:19 | ai | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by hebertbarbara No additional info noise=SW5zdGVhZC4= | {
"geo_location": "Norway",
"device_hash": "ee3c320005d15606d7fb33811706a07b16013fa0",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/34.0.857.0 Safari/531.2",
"session_id": "35efe448-778f-4d34-b561-d4de62ea218d",
"risk_score": 27.48,
"confidence": 0.89
} | hebertbarbara | membership_inference | null | null | null | No additional info | AI system membership_inference by hebertbarbara No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d1a3a61b | 22c6f7144fadaf9d596486a624716d8a0092ec5b | 5c7e9039818ef8b1ea24c2b4417952440f0828da | null | null | null | null | null | null | null |
959501d6-b252-464a-9083-fa3b90d7c88e | 2025-03-10T01:27:41 | firewall | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine SMB traffic from 155.105.87.229:89 to 5.3.218.198:419 Associated Threat Actor: Cobalt Group | {
"geo_location": "Kiribati",
"device_hash": "27d0f20115b6bc3486fa2fa6dd7c7cdb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "b14bb346-9e87-4605-b3de-49914d4b2576",
"risk_score": 26.99,
"confidence": 0.43
} | null | quarantine | null | null | null | Associated Threat Actor: Cobalt Group | Firewall quarantine SMB traffic from 155.105.87.229:89 to 5.3.218.198:419 Associated Threat Actor: Cobalt Group | null | null | null | null | 155.105.87.229 | 5.3.218.198 | null | null | null | null | null | null | null | null | 89 | 419 | SMB | 353,111 | 2,711 | null | null |
e75486c7-3196-49ce-9ce0-74350a08066b | 2025-02-15T23:03:19 | auth | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|info| desc=Auth challenge for marie12 via passwordless from 102.139.44.230 No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "20a67ea30d3b37cc4c52490027ced7f3556d9bf025e26a5bff940ea7ded73817",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_2 rv:6.0; mhr-RU) AppleWebKit/533.1.4 (KHTML, like Gecko) Version/4.1 Safari/533.1.4",
"session_id": "0e1ef728-d068-4e10-8... | marie12 | challenge | null | null | null | No additional info | Auth challenge for marie12 via passwordless from 102.139.44.230 No additional info | null | null | null | null | 102.139.44.230 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 10:4e:b1:2f:93:8e |
9e93b6b0-dfe4-49b7-8d73-a6c8f4f53550 | 2025-07-08T00:03:48 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by carol15 No additional info | {
"geo_location": "San Marino",
"device_hash": "5185560671050ef9feda79e0ad9d74f4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.0)",
"session_id": "f1f7c337-30fb-40a2-b93f-6079e033e842",
"risk_score": 68.37,
"confidence": 0.39
} | carol15 | membership_inference | null | null | null | No additional info | AI system membership_inference by carol15 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-2a99956d | 96f786875f2468e116a798f38f4d8811 | da484939aeecd93529b6fef44a384f2ab53012f0 | null | null | null | null | null | null | null |
526e10f2-097d-4343-ae21-b4b6810f5528 | 2025-03-18T23:20:59 | ai | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by smithstephanie No additional info noise=list | {
"geo_location": "Guadeloupe",
"device_hash": "1be5769c2ddfc78633386a30ee92cf9d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/5.0)",
"session_id": "8c716181-3612-483b-829f-34f714e7c53c",
"risk_score": 77.17,
"confidence": 0.16
} | smithstephanie | membership_inference | null | null | null | No additional info | AI system membership_inference by smithstephanie No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d8b48e5f | 62fb0a31609f137d7c97fb75ce0cb6e1f71a6e09 | 5e92493e55126f0ea913752bfd9ecb1b | null | null | null | null | null | null | null |
f0a6209f-a61b-4700-b4a8-b3b56aaaeb7f | 2025-01-15T16:32:28 | iot | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical side_channel MITRE Technique: T1547.001 | {
"geo_location": "American Samoa",
"device_hash": "3e9cd3939a9b881a01c8a0ddf648b604f676033c",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_7 rv:2.0; ko-KR) AppleWebKit/534.8.6 (KHTML, like Gecko) Version/4.0 Safari/534.8.6",
"session_id": "7a0df234-d947-4c22-b90a-2f273fb75efa",
"risk_score": ... | null | side_channel | null | null | null | MITRE Technique: T1547.001 | IoT device Medical side_channel MITRE Technique: T1547.001 | null | Medical | iot-a3b0da15 | 5.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
686860d8-009f-473c-837c-af7ab5d8d18f | 2025-03-25T09:24:42 | network | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 90.77.67.113 to 78.160.239.212 No additional info | {
"geo_location": "San Marino",
"device_hash": "9cb0b69b927eeebfbc756c387f8ce03426b1e35d",
"user_agent": "Mozilla/5.0 (Linux; Android 14) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/26.0.886.0 Safari/534.2",
"session_id": "74e9588c-39e3-4cba-b7cf-fe3358ae39b5",
"risk_score": 38.34,
"confidence": 0.73
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 90.77.67.113 to 78.160.239.212 No additional info | null | null | null | null | 90.77.67.113 | 78.160.239.212 | null | null | null | null | null | null | null | null | null | null | HTTPS | 371,551 | null | null | null |
8c931cdd-8996-4dee-964a-126d900c92dd | 2025-05-11T16:27:43 | ai | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by brentgarcia MITRE Technique: T1071.001 noise=tag | {
"geo_location": "Estonia",
"device_hash": "eb64f2fbe31e65eeed40913fd47149a4fb2e717d552aac4cb7b3d891123ee954",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/54.0.828.0 Mobile/04Y130 Safari/535.0",
"session_id": "d1036f2b-aebc-4347-9b5b-2fda4... | brentgarcia | fine_tuning | null | null | null | MITRE Technique: T1071.001 | AI system fine_tuning by brentgarcia MITRE Technique: T1071.001 | {
"baseline_deviation": 1.11,
"entropy": 6.44,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-0a45d5b4 | 3740dd24d75764d7b82cb63a7b9b3ed075a9f5bf | b9e9ec2873cbaf79eb31108a1f162aab | null | null | null | null | null | null | null |
9d9e4b08-6256-4e18-9dff-fe04153352e7 | 2025-04-18T18:35:08 | cloud | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in AWS by jessicawilkinson MITRE Technique: T1218.011 noise=search | {
"geo_location": "Dominican Republic",
"device_hash": "bac005a5fedde2ec90b2ea8281ac702fdb16fde7",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_8_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/15.4x2208.0 Mobile/08M288 Safari/536.2",
"session_id": "30bdd1d5-9458-4386-9696-129a1d1fdf35",
... | jessicawilkinson | container_escape | null | null | null | MITRE Technique: T1218.011 | Cloud container_escape in AWS by jessicawilkinson MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | AWS | res-c8a09c45 | null | null | null | null | null | null | null | null | null | null |
da4476e5-2468-4e3a-8883-d366a6c9969d | 2025-03-06T17:34:18 | iot | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat unusual_activity MITRE Technique: T1543.003 | Associated Threat Actor: FIN7 | {
"geo_location": "Czech Republic",
"device_hash": "6afeb311718aab493ce6f90ac62dcbdc",
"user_agent": "Opera/9.41.(X11; Linux x86_64; cmn-TW) Presto/2.9.185 Version/10.00",
"session_id": "3ced96db-fe92-4267-b9d1-dffc962682dd",
"risk_score": 90.82,
"confidence": 0.7
} | null | unusual_activity | null | null | null | MITRE Technique: T1543.003 | Associated Threat Actor: FIN7 | IoT device Thermostat unusual_activity MITRE Technique: T1543.003 | Associated Threat Actor: FIN7 | null | Thermostat | iot-d1e92759 | 4.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4cc2dfc3-e15a-42ae-837d-437da2f27619 | 2025-04-19T17:42:43 | ids_alert | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|critical| desc=Elastic SIEM Alert: Credential Stuffing detected from 99.196.150.215 targeting N/A Associated Threat Actor: APT38 | {
"geo_location": "Rwanda",
"device_hash": "bb8dc1b2ea1425330d17d67b70d20485e1685a6ad8fa4227c92f4fa273e92fac",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/4.0)",
"session_id": "e075ad33-9fb3-4f3a-bee5-964f951edc61",
"risk_score": 35.46,
"confidence": 0.54
} | null | null | null | null | null | Associated Threat Actor: APT38 | Elastic SIEM Alert: Credential Stuffing detected from 99.196.150.215 targeting N/A Associated Threat Actor: APT38 | null | null | null | null | 99.196.150.215 | N/A | Credential Stuffing | SIG-6067 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
4c287a8e-8d06-4265-a5b4-a4f67b0706c5 | 2025-07-04T03:29:05 | network | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 141.200.144.71 to 157.79.85.147 Unconventional IOC: Quantum random number deviations | {
"geo_location": "Zambia",
"device_hash": "2f8e506336127e92f121f0d8388f8afc2af4954b7ffbcc423aa5397c5ac2d034",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/533.37.1 (KHTML, like Gecko) Version/4.0 Safari/533.37.1",
"session_id": "dcb3a694-95bd-4a1d-bcb4-44d49d4e04ea",
"risk_score": 37.9... | null | covert_channel | null | null | null | Unconventional IOC: Quantum random number deviations | Network covert_channel from 141.200.144.71 to 157.79.85.147 Unconventional IOC: Quantum random number deviations | null | null | null | null | 141.200.144.71 | 157.79.85.147 | null | null | null | null | null | null | null | null | null | null | UDP | 875,275 | null | null | null |
5e26857d-7c75-4e21-ae62-e95d23c513fc | 2025-03-08T02:44:55 | cloud | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in GCP by wmiller No additional info noise=move|imagine|often | {
"geo_location": "Christmas Island",
"device_hash": "4a30894c3a617cc987fa7f7a12162202",
"user_agent": "Opera/9.29.(X11; Linux x86_64; br-FR) Presto/2.9.162 Version/10.00",
"session_id": "c14f728e-469a-4277-bbc7-8fb3c5508185",
"risk_score": 44.93,
"confidence": 0.05
} | wmiller | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in GCP by wmiller No additional info | null | null | null | null | null | null | null | null | null | GCP | res-2a3f45e1 | null | null | null | null | null | null | null | null | null | null |
7a7af9ba-9b86-4479-84a7-f55cfd18cee1 | 2025-06-25T05:56:22 | cloud | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in AWS by wsimpson MITRE Technique: T1566.001 | {
"geo_location": "Canada",
"device_hash": "9e7432365c3e4e875fb0ebb347611ac0dd1748e2",
"user_agent": "Mozilla/5.0 (Android 4.2; Mobile; rv:55.0) Gecko/55.0 Firefox/55.0",
"session_id": "899143b2-0e2e-4cbc-8c13-cb382e988644",
"risk_score": 100,
"confidence": 0.11
} | wsimpson | api_abuse | null | null | null | MITRE Technique: T1566.001 | Cloud api_abuse in AWS by wsimpson MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | AWS | res-39343a3b | null | null | null | null | null | null | null | null | null | null |
2f59ca43-d2b9-43e2-afea-8b456678f67d | 2025-04-07T09:27:22 | network | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|high| desc=Network disconnection from 141.146.244.169 to 126.151.223.158 No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "700185bb0f83f9f735da562b0a2ceafcfaaa6bbceb834a5abee5a8799ad75bc5",
"user_agent": "Opera/9.36.(Windows 95; lij-IT) Presto/2.9.173 Version/12.00",
"session_id": "848bb8b8-8b73-4601-90e2-a1b5bc71a64b",
"risk_score": 54.14,
"confidence": 0.27
} | null | disconnection | null | null | null | No additional info | Network disconnection from 141.146.244.169 to 126.151.223.158 No additional info | null | null | null | null | 141.146.244.169 | 126.151.223.158 | null | null | null | null | null | null | null | null | null | null | HTTPS | 738,067 | null | null | null |
710cc5ea-743e-48b4-b94d-58cde127e92e | 2025-06-15T14:55:32 | network | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 91.209.41.249 to 94.51.160.157 No additional info | {
"geo_location": "Indonesia",
"device_hash": "bbe1c65bb47b10407f7c8c0618bd254fc13a3c3a",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; pap-AW; rv:1.9.0.20) Gecko/6352-05-07 14:47:25 Firefox/5.0",
"session_id": "66fa816e-9783-4157-b246-ef2e1025ad17",
"risk_score": 52.74,
"confidence": 0.6
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 91.209.41.249 to 94.51.160.157 No additional info | null | null | null | null | 91.209.41.249 | 94.51.160.157 | null | null | null | null | null | null | null | null | null | null | TCP | 483,592 | null | null | null |
1ba06675-b468-4e09-80f0-074696247038 | 2025-03-18T18:36:08 | network | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 10.85.73.8 to 25.146.36.100 No additional info | {
"geo_location": "El Salvador",
"device_hash": "d0960a985ad2b39e85f1f0fa79be5121c7cb55130379c398f7cef06d49dbc07e",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.4) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/33.0.832.0 Safari/531.1",
"session_id": "f88b00ee-1b78-4f7a-8b35-3fb5534a758e",
"risk_score": 45.56... | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 10.85.73.8 to 25.146.36.100 No additional info | null | null | null | null | 10.85.73.8 | 25.146.36.100 | null | null | null | null | null | null | null | null | null | null | UDP | 127,035 | null | null | null |
270e9d99-2293-409b-9a14-c08ad4dd9400 | 2025-07-05T04:03:45 | auth | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|info| desc=Auth success for patricia28 via passwordless from 205.50.233.140 No additional info | {
"geo_location": "New Zealand",
"device_hash": "a4c0fccd48298f6f57ea611283bd72e443981129",
"user_agent": "Opera/8.49.(Windows NT 5.1; tn-ZA) Presto/2.9.168 Version/12.00",
"session_id": "71fc84fc-cf79-4d99-8a38-dd3d4e2ff60f",
"risk_score": 64.42,
"confidence": 0.99
} | patricia28 | success | null | null | null | No additional info | Auth success for patricia28 via passwordless from 205.50.233.140 No additional info | null | null | null | null | 205.50.233.140 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 6e:5b:52:36:1f:9c |
7ed00446-eb61-4110-b251-8ca4e0772e5e | 2025-02-10T02:32:38 | network | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 138.95.142.55 to 128.228.25.171 Possible protocol tunneling | {
"geo_location": "Belarus",
"device_hash": "72f00fa0fb289a3a1866714347cee3f0e5826e6d",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_2_2 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/58.0.876.0 Mobile/63A491 Safari/534.2",
"session_id": "7f2981e6-54ea-4377-b0f0-dc75a8ec1807",
"risk_score": 67.... | null | data_exfiltration | null | null | null | Possible protocol tunneling | Network data_exfiltration from 138.95.142.55 to 128.228.25.171 Possible protocol tunneling | null | null | null | null | 138.95.142.55 | 128.228.25.171 | null | null | null | null | null | null | null | null | null | null | ICMP | 163,772 | null | null | null |
c9dab17a-c6a9-4777-abe2-2fc316398959 | 2025-04-02T14:16:15 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 194.69.222.32 to 150.251.201.241 No additional info | {
"geo_location": "Guatemala",
"device_hash": "aa7ac6614b423ff7861efa340039689d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/4.1)",
"session_id": "a9810b7a-8faa-43a2-ba4f-34885ee9c98b",
"risk_score": 35.53,
"confidence": 0.31
} | null | disconnection | null | null | null | No additional info | Network disconnection from 194.69.222.32 to 150.251.201.241 No additional info | null | null | null | null | 194.69.222.32 | 150.251.201.241 | null | null | null | null | null | null | null | null | null | null | HTTP | 727,411 | null | null | null |
83bdd0e2-83db-4194-8fba-ac5c07637ad6 | 2025-03-13T23:19:16 | cloud | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in GCP by stephaniejackson Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Austria",
"device_hash": "d279721d6319b98ea953033c4b7bab98",
"user_agent": "Opera/8.75.(X11; Linux i686; fur-IT) Presto/2.9.166 Version/10.00",
"session_id": "a46e0e5c-386d-4cc3-9ae7-9861dc7a9725",
"risk_score": 58.69,
"confidence": 0.2
} | stephaniejackson | config_change | null | null | null | Unconventional IOC: Unusual DNS TXT records | Cloud config_change in GCP by stephaniejackson Unconventional IOC: Unusual DNS TXT records | null | null | null | null | null | null | null | null | null | GCP | res-3b9cdb51 | null | null | null | null | null | null | null | null | null | null |
796650aa-3e52-4a3d-86d9-df2e064ba5fc | 2025-03-16T01:41:10 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth challenge for marilyn94 via key from 94.203.186.33 No additional info | {
"geo_location": "Brazil",
"device_hash": "6f2eda079401407cc5dfac3f5014f345",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/531.48.7 (KHTML, like Gecko) Version/5.1 Safari/531.48.7",
"session_id": "57a77c9d-7b8e-4f68-9eac-8e87a4b424df",
"risk_score": 52.59,
"confidence": 0.46
} | marilyn94 | challenge | null | null | null | No additional info | Auth challenge for marilyn94 via key from 94.203.186.33 No additional info | null | null | null | null | 94.203.186.33 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | d7:91:f8:99:0e:6b |
00c993f7-ce7f-426c-9798-276523f8e4d0 | 2025-07-10T02:49:41 | network | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 51.129.29.112 to 66.149.175.145 MITRE Technique: T1486 | {
"geo_location": "Singapore",
"device_hash": "2f79bd0e018afc5757bfd59fc965c17d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/3.0)",
"session_id": "4db413b9-bb76-4c55-888b-f97442823d4e",
"risk_score": 39.22,
"confidence": 0.1
} | null | latency_spike | null | null | null | MITRE Technique: T1486 | Network latency_spike from 51.129.29.112 to 66.149.175.145 MITRE Technique: T1486 | null | null | null | null | 51.129.29.112 | 66.149.175.145 | null | null | null | null | null | null | null | null | null | null | ICMP | 347,986 | null | null | null |
0ce9f8a3-dab1-4f72-8d99-6cb81401a91d | 2025-03-10T12:59:06 | endpoint | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism force by idouglas MITRE Technique: T1543.003 | Associated Threat Actor: Equation Group | {
"geo_location": "Brazil",
"device_hash": "68dd70ae00a090d174fec37f5ec2c5d88a34fc56",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_4) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/63.0.862.0 Safari/534.1",
"session_id": "217edfc6-4a16-4435-b956-083751512c0c",
"risk_score": 65.94,
"confidence":... | idouglas | persistence_mechanism | force | 6,165 | svchost.exe | MITRE Technique: T1543.003 | Associated Threat Actor: Equation Group | Endpoint persistence_mechanism force by idouglas MITRE Technique: T1543.003 | Associated Threat Actor: Equation Group | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9fa35b27-83a1-4ef5-a88f-a75f7041a405 | 2025-03-25T00:17:52 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth failed for kerrycalderon via SAML from 34.95.49.248 MITRE Technique: T1053.005 | {
"geo_location": "Mongolia",
"device_hash": "d4368ca48f4568c2c76dea231eb74b3c",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; ts-ZA; rv:1.9.1.20) Gecko/9496-04-16 09:45:21 Firefox/3.8",
"session_id": "007052ee-16a9-4588-86ab-c87dc614e2fe",
"risk_score": 64.2,
"confidence": 0.7
} | kerrycalderon | failed | null | null | null | MITRE Technique: T1053.005 | Auth failed for kerrycalderon via SAML from 34.95.49.248 MITRE Technique: T1053.005 | null | null | null | null | 34.95.49.248 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | fc:ac:dd:03:4c:8d |
2377332f-3582-40ec-bbdf-72f03dc6a26e | 2025-01-23T05:31:04 | iot | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor side_channel MITRE Technique: T1218.011 | Associated Threat Actor: REvil | {
"geo_location": "Malta",
"device_hash": "fbaf4f2801447a29223b13a7a6efd44d280bc0c6c488735abed79464ceda3a9c",
"user_agent": "Mozilla/5.0 (Android 11; Mobile; rv:32.0) Gecko/32.0 Firefox/32.0",
"session_id": "5ffdfdc3-e32e-46af-99c7-cf9612471759",
"risk_score": 62.61,
"confidence": 0.27
} | null | side_channel | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: REvil | IoT device Sensor side_channel MITRE Technique: T1218.011 | Associated Threat Actor: REvil | null | Sensor | iot-b8924d64 | 8.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
148a3d2a-4e50-46d6-ac97-a0fb4322cf60 | 2025-04-14T12:14:07 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth success for juliakane via SAML from 148.96.49.47 No additional info noise=main/blog | {
"geo_location": "Christmas Island",
"device_hash": "edc40a5231673038e5d21223c250e251",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/8163-09-14 09:38:13 Firefox/3.6.18",
"session_id": "291c8738-52a4-4362-903d-862eaa27cd48",
"risk_score": 60.82,
"confidence": 0.24
} | juliakane | success | null | null | null | No additional info | Auth success for juliakane via SAML from 148.96.49.47 No additional info | null | null | null | null | 148.96.49.47 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | c1:9e:8f:2f:bf:31 |
a12fc6f9-3c12-43d9-91e4-37eea0b1d34c | 2025-02-08T03:49:10 | ids_alert | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|medium| desc=Splunk Alert: DDoS detected from 174.245.26.29 targeting N/A No additional info | {
"geo_location": "Ireland",
"device_hash": "bd822fdc6be71870235f2c3234a3a82e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/531.27.7 (KHTML, like Gecko) Version/5.0 Safari/531.27.7",
"session_id": "d19f8cf9-ded0-4651-8b88-b863f66bf930",
"risk_score": 25.97,
"confidence": 0.08
} | null | null | null | null | null | No additional info | Splunk Alert: DDoS detected from 174.245.26.29 targeting N/A No additional info | {
"baseline_deviation": 2.51,
"entropy": 6.89,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 174.245.26.29 | N/A | DDoS | SIG-9519 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
7f0ef2c8-ce92-4b47-aeba-d94c25f6a37a | 2025-04-20T07:26:44 | endpoint | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection /soldier/science.mp4 by donaldsoncarl No additional info | {
"geo_location": "Ecuador",
"device_hash": "81b774315c7da107f8993d90ebfec1d291b294c4",
"user_agent": "Opera/9.81.(X11; Linux i686; ht-HT) Presto/2.9.165 Version/11.00",
"session_id": "6a382050-e7aa-4855-a53a-4cc56985bba6",
"risk_score": 72.18,
"confidence": 0.17
} | donaldsoncarl | memory_injection | /soldier/science.mp4 | 1,844 | explorer.exe | No additional info | Endpoint memory_injection /soldier/science.mp4 by donaldsoncarl No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b1940ec8-7d44-48c8-b8a7-88745fc87f61 | 2025-07-08T10:37:46 | ids_alert | Suricata v6.0.10 | emergency | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|emergency| desc=Suricata Alert: Port Scan detected from 206.114.7.178 targeting 10.246.141.132 No additional info | {
"geo_location": "Hong Kong",
"device_hash": "979696ed78e4a769cae732db76d1e643738b0de2",
"user_agent": "Mozilla/5.0 (Android 7.1.2; Mobile; rv:41.0) Gecko/41.0 Firefox/41.0",
"session_id": "7ccad02d-f4c1-40cb-acad-36a6aa9d5a22",
"risk_score": 75.35,
"confidence": 0.83
} | null | null | null | null | null | No additional info | Suricata Alert: Port Scan detected from 206.114.7.178 targeting 10.246.141.132 No additional info | null | null | null | null | 206.114.7.178 | 10.246.141.132 | Port Scan | SIG-2385 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
7d1a8464-852f-4f99-af81-045fc5d2f8fb | 2025-06-16T17:14:33 | firewall | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect HTTP traffic from 77.22.135.48:242 to 10.142.15.130:628 No additional info noise=09C62208 | {
"geo_location": "Brazil",
"device_hash": "0bff880cc6c58c2a14b4a3be944e76b8afc614bf",
"user_agent": "Opera/8.86.(Windows 98; mi-NZ) Presto/2.9.167 Version/12.00",
"session_id": "2dd14c8e-1187-4c04-9b63-95eed62a4a14",
"risk_score": 37.08,
"confidence": 0.28
} | null | inspect | null | null | null | No additional info | Firewall inspect HTTP traffic from 77.22.135.48:242 to 10.142.15.130:628 No additional info | null | null | null | null | 77.22.135.48 | 10.142.15.130 | null | null | null | null | null | null | null | null | 242 | 628 | HTTP | 651,039 | 2,931 | null | null |
da254520-028f-4bbe-a64c-11dc022c1265 | 2025-03-23T13:11:18 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth bypass for melissa52 via biometric from 62.239.204.154 No additional info | {
"geo_location": "Greenland",
"device_hash": "c0af0ae9978456d261f0fcdaeb3e17d9",
"user_agent": "Opera/9.24.(Windows NT 5.0; os-RU) Presto/2.9.184 Version/11.00",
"session_id": "84c371e2-7963-4ffb-8f99-299c73bddad4",
"risk_score": 59.62,
"confidence": 0.14
} | melissa52 | bypass | null | null | null | No additional info | Auth bypass for melissa52 via biometric from 62.239.204.154 No additional info | null | null | null | null | 62.239.204.154 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 17:c0:c2:c4:e4:dc |
46955310-d161-404c-ae3b-8a482a8f7d03 | 2025-03-05T14:35:52 | endpoint | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism /account/also.pptx by wmerritt No additional info noise=VHVybiBtYWtlLg== | {
"geo_location": "Syrian Arab Republic",
"device_hash": "d7120b529f1b6a07bc291158987451f4bbcf27b7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/5.1)",
"session_id": "97d9b306-e25e-4162-a1a0-e2eb19aa3271",
"risk_score": 34.52,
"confidence": 0.07
} | wmerritt | persistence_mechanism | /account/also.pptx | 7,454 | cmd.exe | No additional info | Endpoint persistence_mechanism /account/also.pptx by wmerritt No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
98720747-0219-4d44-a787-8670b949d7ad | 2025-02-18T22:48:38 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 137.98.219.62 to 38.70.27.239 No additional info | {
"geo_location": "South Africa",
"device_hash": "7c6c4bb8cb548f270287da7ec38add114e4a7714a46d0fc1cc3bc6d8573922a4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/535.39.2 (KHTML, like Gecko) Version/5.0.4 Safari/535.39.2",
"session_id": "9c48b4e9-91a8-45c8-9a7b-6362b94038ef",
"risk_sco... | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 137.98.219.62 to 38.70.27.239 No additional info | null | null | null | null | 137.98.219.62 | 38.70.27.239 | null | null | null | null | null | null | null | null | null | null | ICMP | 15,858 | null | null | null |
c1c301f2-7abe-41d0-a8c8-ad6aa5b72f52 | 2025-05-15T02:19:48 | iot | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat physical_tamper No additional info | {
"geo_location": "Samoa",
"device_hash": "5f976ab36ae61d3118968582f708b5c82529cb3767df62ec6de41e56f587fbf5",
"user_agent": "Mozilla/5.0 (Android 5.0.1; Mobile; rv:21.0) Gecko/21.0 Firefox/21.0",
"session_id": "bb227970-c151-471b-8084-09ef9f69f0b7",
"risk_score": 38,
"confidence": 0.65
} | null | physical_tamper | null | null | null | No additional info | IoT device Thermostat physical_tamper No additional info | null | Thermostat | iot-ef336425 | 1.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ce80808b-0c0e-488d-a35a-ae66fec04be6 | 2025-02-01T22:29:51 | auth | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|low| desc=Auth challenge for sgilbert via SAML from 194.91.25.154 Credential stuffing pattern detected noise=DC0E87BC | {
"geo_location": "Guam",
"device_hash": "2a8472ba2f35df909d21e612be8d14da",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_2) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/51.0.818.0 Safari/535.1",
"session_id": "07d812b3-b8ff-403b-8d6e-0024a9c7669e",
"risk_score": 76.8,
"confidence": 0.69
} | sgilbert | challenge | null | null | null | Credential stuffing pattern detected | Auth challenge for sgilbert via SAML from 194.91.25.154 Credential stuffing pattern detected | {
"baseline_deviation": 2.94,
"entropy": 5.18,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 194.91.25.154 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 14:30:50:c0:00:4e |
4a7fcfc4-e50b-47b0-bbe9-c6f7786f965a | 2025-04-04T15:56:15 | endpoint | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install /claim/health.flac by schmidtdanielle MITRE Technique: T1071.001 | Associated Threat Actor: Wizard Spider noise=research|series|stage | {
"geo_location": "Moldova",
"device_hash": "5d0835ee55936f21eea3f2bf45ab7def",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/4.0)",
"session_id": "4436bb2d-3562-4ba4-9fde-6ce96ebb72de",
"risk_score": 69.94,
"confidence": 0.1
} | schmidtdanielle | service_install | /claim/health.flac | 5,714 | powershell.exe | MITRE Technique: T1071.001 | Associated Threat Actor: Wizard Spider | Endpoint service_install /claim/health.flac by schmidtdanielle MITRE Technique: T1071.001 | Associated Threat Actor: Wizard Spider | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
022e7e11-9ee8-425b-aabd-2bc03be6ad04 | 2025-03-27T06:41:48 | iot | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor battery_drain No additional info | {
"geo_location": "Palau",
"device_hash": "5ab16e63cfaaee3c9753f355059950cd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "ac02f9fe-0775-470c-b1a8-013f9a544214",
"risk_score": 55.03,
"confidence": 0.01
} | null | battery_drain | null | null | null | No additional info | IoT device Sensor battery_drain No additional info | null | Sensor | iot-c53bcaf1 | 5.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3235c790-a3c5-4662-87c6-8e580a507bae | 2025-04-12T15:15:32 | iot | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Congo",
"device_hash": "031cf048044e8635478fa0ebb5b7ec0d",
"user_agent": "Opera/8.52.(Windows 98; Win 9x 4.90; szl-PL) Presto/2.9.167 Version/11.00",
"session_id": "45bcd25b-bf36-4fbb-bcf0-7e9a1954bbc0",
"risk_score": 41.6,
"confidence": 0.79
} | null | physical_tamper | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | null | Camera | iot-fd4dd363 | 10.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e8112c1f-0443-4f11-8265-030b3e00f20b | 2025-06-11T06:09:44 | ai | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|info| desc=AI system membership_inference by vharvey No additional info | {
"geo_location": "Benin",
"device_hash": "19e5c613a268a5094257f9224607b976",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_3) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/44.0.853.0 Safari/533.2",
"session_id": "235c06df-91ef-4024-981e-e0b3034b0eb9",
"risk_score": 61.03,
"confidence": 0.15
} | vharvey | membership_inference | null | null | null | No additional info | AI system membership_inference by vharvey No additional info | null | null | null | null | null | null | null | null | null | null | null | model-6aeadb4a | 163c6d005fcbf112b31357acd969c58a | 07a614a15694540dcf3f6a5e9a43f829 | null | null | null | null | null | null | null |
5f190fa0-6052-4462-8009-04370b5e0370 | 2025-02-24T05:18:20 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network connection from 41.218.134.163 to 37.92.106.117 MITRE Technique: T1218.011 | Possible protocol tunneling noise=RXhhbXBsZS4= | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "c9a3e17f8a9211b6e2c1ac208ff22180",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/4.0)",
"session_id": "a2b99d40-6086-4b0b-b63f-16f697f68b70",
"risk_score": 73.66,
"confidence": 0.94
} | null | connection | null | null | null | MITRE Technique: T1218.011 | Possible protocol tunneling | Network connection from 41.218.134.163 to 37.92.106.117 MITRE Technique: T1218.011 | Possible protocol tunneling | null | null | null | null | 41.218.134.163 | 37.92.106.117 | null | null | null | null | null | null | null | null | null | null | ICMP | 155,439 | null | null | null |
cac43f77-cc2b-4caf-988c-cdfbcf7a1ec3 | 2025-04-07T14:39:35 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth challenge for thomasvance via key from 43.91.204.11 MITRE Technique: T1574.002 | Associated Threat Actor: Conti | {
"geo_location": "Honduras",
"device_hash": "ace23c3eff3e43fc70be61ca6740952d8613b5a74a625a2441cb16338a3c9f07",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/3.0)",
"session_id": "0d9deaa2-0c37-4285-8cef-7413cf225de7",
"risk_score": 34.69,
"confidence": 0.12
} | thomasvance | challenge | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: Conti | Auth challenge for thomasvance via key from 43.91.204.11 MITRE Technique: T1574.002 | Associated Threat Actor: Conti | null | null | null | null | 43.91.204.11 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 1d:a1:60:24:6f:c8 |
8008a503-f5e1-4a6e-ac7f-91ede9d9dfe8 | 2025-01-22T03:39:58 | ids_alert | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|low| desc=Snort Alert: DDoS detected from 10.199.91.173 targeting 119.58.13.92 No additional info | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "15cdb55587096583f5b971687fb64141c14d28f4",
"user_agent": "Opera/9.63.(Windows NT 5.1; hy-AM) Presto/2.9.183 Version/11.00",
"session_id": "38d8aabb-95e7-4f2f-8f91-d406a19f3ba3",
"risk_score": 49.68,
"confidence": 0.91
} | null | null | null | null | null | No additional info | Snort Alert: DDoS detected from 10.199.91.173 targeting 119.58.13.92 No additional info | null | null | null | null | 10.199.91.173 | 119.58.13.92 | DDoS | SIG-5038 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
c7536b83-865d-4d6d-af27-d89c835bc6f8 | 2025-05-31T04:33:55 | network | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 71.143.48.191 to 81.218.39.18 No additional info | {
"geo_location": "Russia",
"device_hash": "3b44e2d14291c0b5941a034ee1ab9c0f6e30d6ae",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 16_7_7 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/23.0.846.0 Mobile/49E909 Safari/531.1",
"session_id": "b93bf257-ba6f-4659-82b7-3ea116070df6",
"risk_score": 43.... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 71.143.48.191 to 81.218.39.18 No additional info | null | null | null | null | 71.143.48.191 | 81.218.39.18 | null | null | null | null | null | null | null | null | null | null | HTTPS | 774,678 | null | null | null |
c68fd507-fe2a-4a72-81e3-a82117137ca8 | 2025-04-03T07:40:11 | network | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 76.63.22.21 to 10.62.124.142 No additional info | {
"geo_location": "Paraguay",
"device_hash": "f494aa0c30ffa4b59d84cc48bcd75cd811c957d7751acdd6917d8f9ca3eae855",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/3.1)",
"session_id": "0f21815c-b0af-4956-b4ef-79139d3328e8",
"risk_score": 84.47,
"confidence": 0.96
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 76.63.22.21 to 10.62.124.142 No additional info | null | null | null | null | 76.63.22.21 | 10.62.124.142 | null | null | null | null | null | null | null | null | null | null | HTTP | 19,336 | null | null | null |
296eb1eb-b9e0-4574-a8cb-7cb51dd0c69a | 2025-03-26T13:47:10 | network | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|low| desc=Network disconnection from 138.165.143.127 to 28.172.81.254 No additional info | {
"geo_location": "Gabon",
"device_hash": "667c2099f8130403a749d793df780fc34cd04ac2",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_7) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/32.0.804.0 Safari/532.2",
"session_id": "39f78c6b-73ac-4c52-b6ae-aaf2df3e71a2",
"risk_score": 35.35,
"confidence... | null | disconnection | null | null | null | No additional info | Network disconnection from 138.165.143.127 to 28.172.81.254 No additional info | null | null | null | null | 138.165.143.127 | 28.172.81.254 | null | null | null | null | null | null | null | null | null | null | HTTPS | 806,544 | null | null | null |
a5ecd193-4f1c-4660-aa4a-33e7d08fc498 | 2025-05-21T20:26:28 | endpoint | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec nature by fgonzalez No additional info noise=go|player|economy | {
"geo_location": "Pitcairn Islands",
"device_hash": "0a28e0c673285bf9b9ea9d9726627475",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/16.0.802.0 Safari/536.1",
"session_id": "4e213365-6cf1-4342-b37a-f627ec9d8151",
"risk_score": 34.48,
"confidence": 0.91
} | fgonzalez | wmi_exec | nature | 4,128 | explorer.exe | No additional info | Endpoint wmi_exec nature by fgonzalez No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fed20a87-75b8-4385-8745-b70327588580 | 2025-04-29T17:16:42 | ids_alert | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|low| desc=AlienVault Alert: SQL Injection detected from 195.213.75.211 targeting 123.69.50.209 No additional info | {
"geo_location": "Denmark",
"device_hash": "e4fd7db90701d9d3f9dc0494c05eda772405c7a6",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2_1 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/14.0.872.0 Mobile/23I689 Safari/532.0",
"session_id": "0e432772-e27a-49d5-a5ad-6cce09b0bb2c",
"risk_score": 35... | null | null | null | null | null | No additional info | AlienVault Alert: SQL Injection detected from 195.213.75.211 targeting 123.69.50.209 No additional info | null | null | null | null | 195.213.75.211 | 123.69.50.209 | SQL Injection | SIG-9180 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
8d3aba0a-a151-40e8-8f80-da7b6185ba80 | 2025-05-20T12:43:56 | auth | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|high| desc=Auth locked for davidwalker via biometric from 92.143.98.117 MITRE Technique: T1566.001 | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "bfa0b0468d334f3ee2c28d08ae4c2d2222681759",
"user_agent": "Opera/8.17.(X11; Linux x86_64; eo-US) Presto/2.9.176 Version/11.00",
"session_id": "426c0663-f89f-4fe8-9a6b-1fda4a338fe9",
"risk_score": 30.61,
"confidence": 0.43
} | davidwalker | locked | null | null | null | MITRE Technique: T1566.001 | Auth locked for davidwalker via biometric from 92.143.98.117 MITRE Technique: T1566.001 | null | null | null | null | 92.143.98.117 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 76:9b:d2:a9:6b:ce |
422028ff-62da-481e-93b9-0c39f84246de | 2025-05-29T07:38:46 | ai | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by tinabennett No additional info | {
"geo_location": "South Africa",
"device_hash": "4bc829578c3ee2f645fea6e0ab09164a35a1ca71",
"user_agent": "Mozilla/5.0 (Windows CE; et-EE; rv:1.9.0.20) Gecko/4955-08-31 13:47:43 Firefox/10.0",
"session_id": "c19330a6-7f96-4b2e-b7be-add4a5541826",
"risk_score": 55.1,
"confidence": 0.7
} | tinabennett | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by tinabennett No additional info | null | null | null | null | null | null | null | null | null | null | null | model-cad65b6f | 2839158946b0c3330a9e4eb3a969533fb993b44d | d4238d0830af0852e955d1841d76b3ccebd4858c894f1b5b09cd1d99987e114e | null | null | null | null | null | null | null |
48f59da8-b106-4a23-b877-4a2f6622de09 | 2025-02-12T20:39:04 | firewall | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only SMB traffic from 10.136.241.250:280 to 135.119.31.11:21516 No additional info noise=tags/blog | {
"geo_location": "Cyprus",
"device_hash": "e356ab1bcd6e5664969c2359bf9d408ff67d27f16e0504cc5f095625bdaa10e0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "c199ec18-65e8-410e-8779-4e4495935e51",
"risk_score": 85.97,
"confidence": 0.76
} | null | log-only | null | null | null | No additional info | Firewall log-only SMB traffic from 10.136.241.250:280 to 135.119.31.11:21516 No additional info | null | null | null | null | 10.136.241.250 | 135.119.31.11 | null | null | null | null | null | null | null | null | 280 | 21,516 | SMB | 129,299 | 2,871 | null | null |
b762ed82-264d-43e0-9578-170789e25b1b | 2025-05-31T14:30:04 | network | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 172.48.38.92 to 53.151.223.120 MITRE Technique: T1566.001 | {
"geo_location": "Trinidad and Tobago",
"device_hash": "2528994b137a195c348daad1475657b2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; et-EE) AppleWebKit/533.24.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6533.24.2",
"session_id": "7480453f-7767-4f7a-8019-c0d5888bb3ea",
... | null | data_exfiltration | null | null | null | MITRE Technique: T1566.001 | Network data_exfiltration from 172.48.38.92 to 53.151.223.120 MITRE Technique: T1566.001 | null | null | null | null | 172.48.38.92 | 53.151.223.120 | null | null | null | null | null | null | null | null | null | null | ICMP | 463,638 | null | null | null |
64bdd112-f03b-4115-a25e-b5512588c17d | 2025-04-21T20:41:52 | ai | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by nicoleacosta No additional info noise=point|federal|any | {
"geo_location": "Seychelles",
"device_hash": "49e73a7deae2c04a9af0de06825c949f21bb830b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/535.16.7 (KHTML, like Gecko) Version/5.0.3 Safari/535.16.7",
"session_id": "bca05b0b-bf2e-4047-877d-ad7eff0f34fa",
"risk_score": 36.49,
"confidence"... | nicoleacosta | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by nicoleacosta No additional info | {
"baseline_deviation": 1.47,
"entropy": 2.08,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-8293b758 | 2a7db507149a56c73e8d2b8f1089b0ec | 571cb50f8137e7b54810e88bcb3b0185 | null | null | null | null | null | null | null |
fe9ecfb5-119a-4cd5-a658-35f77dbb3a07 | 2025-01-27T15:12:53 | cloud | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in Azure by lauren62 No additional info | {
"geo_location": "Albania",
"device_hash": "a4b5754e684cd9cbb4f4433e9cc267a723cd2649c97c503dcde3df02289f5ca8",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/7580-10-12 17:29:30 Firefox/3.6.8",
"session_id": "e57c133f-650a-48e7-8f81-192ff4138ff7",
"risk_score": 100,
"confidence": 0.96
} | lauren62 | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Azure by lauren62 No additional info | {
"baseline_deviation": 1.15,
"entropy": 7.63,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | Azure | res-ceaa2ebb | null | null | null | null | null | null | null | null | null | null |
a6d88aec-60d1-4567-a953-ab99f7bab29e | 2025-02-23T17:53:06 | ids_alert | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|medium| desc=OSSEC Alert: AI Model Poisoning detected from 10.195.95.126 targeting N/A No additional info noise=U3ByaW5nLg== | {
"geo_location": "Zimbabwe",
"device_hash": "662403dffe20cfe795f8b20f4ce2eadc",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_6 rv:4.0; tr-CY) AppleWebKit/534.34.4 (KHTML, like Gecko) Version/5.0.1 Safari/534.34.4",
"session_id": "914241fe-079f-45a8-872c-ae8ae54d9ada",
"risk_score": 81.29,
... | null | null | null | null | null | No additional info | OSSEC Alert: AI Model Poisoning detected from 10.195.95.126 targeting N/A No additional info | null | null | null | null | 10.195.95.126 | N/A | AI Model Poisoning | SIG-1273 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
446c2dbb-d34c-4661-bc28-3b6eb099ff14 | 2025-03-09T14:09:29 | cloud | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in AWS by april19 No additional info noise=SGVyLg== | {
"geo_location": "United Kingdom",
"device_hash": "37e4a2788844d9dd4d9b113a3aebe260010b9ff0877ec1d1d960b62253e612ae",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "d79ea0b4-08c2-4310-a184-89d50c66f3f1",
"risk_score": 67.07,
"confidence": 0.98
} | april19 | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in AWS by april19 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-12748cd7 | null | null | null | null | null | null | null | null | null | null |
c5e50bed-3b63-42c1-9440-8fb3aaefc44e | 2025-06-10T12:34:13 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth locked for elaine89 via MFA from 188.237.232.8 MITRE Technique: T1204.002 | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "c8cbd06ae2005df412cef5ad1fd3af55",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_4) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/60.0.885.0 Safari/534.0",
"session_id": "5a18b490-df06-4df1-81a0-bdfc55634b34",
"risk... | elaine89 | locked | null | null | null | MITRE Technique: T1204.002 | Auth locked for elaine89 via MFA from 188.237.232.8 MITRE Technique: T1204.002 | null | null | null | null | 188.237.232.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 5b:7d:0d:13:14:d2 |
5c274167-1a1b-4591-8d44-5259d5c1b5d7 | 2025-04-06T09:11:42 | endpoint | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start occur by annethomas No additional info | {
"geo_location": "Poland",
"device_hash": "fd1ef0be01d02b7d0769113120570fb9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/3.1)",
"session_id": "0ff41c17-c661-4007-9516-438bf8550153",
"risk_score": 70.33,
"confidence": 0.94
} | annethomas | process_start | occur | 971 | cmd.exe | No additional info | Endpoint process_start occur by annethomas No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
402c9ad8-5272-4548-bae6-15d6015b2571 | 2025-01-30T20:10:53 | ids_alert | CrowdStrike v6.45.0 | emergency | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|emergency| desc=CrowdStrike Alert: Supply Chain Compromise detected from 181.150.156.137 targeting 221.239.56.16 No additional info | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "ade525ff8815ef9e79b3498c6456dd104a421828",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/33.0.894.0 Safari/534.0",
"session_id": "93c85d56-6800-4688-90bc-72da0e21e5ee",
"risk_score": 66.3,
"conf... | null | null | null | null | null | No additional info | CrowdStrike Alert: Supply Chain Compromise detected from 181.150.156.137 targeting 221.239.56.16 No additional info | null | null | null | null | 181.150.156.137 | 221.239.56.16 | Supply Chain Compromise | SIG-8731 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
bd812dfe-1f7f-42cb-bb87-6e19e32a97cf | 2025-06-03T07:41:55 | iot | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor firmware_update No additional info | {
"geo_location": "Uruguay",
"device_hash": "4f8d53c57ff15d2c2551587be70c3523c0399f88",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/41.0.847.0 Mobile/11Z640 Safari/531.1",
"session_id": "28f3b8dd-f4b0-460d-b9b8-ad28dddd3977",
"risk_score"... | null | firmware_update | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | null | Sensor | iot-058952ed | 8.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ef418b14-29ab-4e7a-8d29-8ba5399ee76d | 2025-02-16T06:54:48 | iot | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|info| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Morocco",
"device_hash": "ae8aa9b8f14b46f1d53ff2050befdf39fd8e3ff7e5a598613b33281c9845949b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; mr-IN) AppleWebKit/533.23.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6533.23.6",
"session_id": "5d5908fc-697a-48c1-a9... | null | firmware_update | null | null | null | No additional info | IoT device Camera firmware_update No additional info | null | Camera | iot-8bfbecec | 7.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cbaebd96-80d6-4450-b54f-44537aa462d8 | 2025-05-14T11:10:19 | endpoint | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install /office/research.tiff by derek72 No additional info | {
"geo_location": "Mongolia",
"device_hash": "73eae868c1659a6a6bb21418070ce804f456ceced2014bae9577080526d76c4a",
"user_agent": "Opera/9.42.(X11; Linux i686; it-IT) Presto/2.9.184 Version/10.00",
"session_id": "f1a8cef3-f265-450a-9b7e-d0a6fbec8660",
"risk_score": 34.06,
"confidence": 0.74
} | derek72 | service_install | /office/research.tiff | 8,691 | svchost.exe | No additional info | Endpoint service_install /office/research.tiff by derek72 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e1becd6c-9b24-40fb-a2a9-e5e3f6993ab6 | 2025-02-01T23:36:28 | endpoint | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec /toward/ok.jpg by twhitehead No additional info | {
"geo_location": "China",
"device_hash": "de940270d75bc6e7c588cd33f28385381b829af4931629dce7f70c0eef25d6b9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/4.0)",
"session_id": "a5ccbab6-829d-4137-b301-db47b6b9e3ad",
"risk_score": 22.71,
"confidence": 0.78
} | twhitehead | powershell_exec | /toward/ok.jpg | 840 | svchost.exe | No additional info | Endpoint powershell_exec /toward/ok.jpg by twhitehead No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
34c73f0d-614b-4ecd-b8f5-e1653f1da549 | 2025-03-24T20:44:59 | auth | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|medium| desc=Auth failed for yhall via password from 10.26.231.192 MITRE Technique: T1547.001 | {
"geo_location": "Seychelles",
"device_hash": "730a6ef7abfd11f15cc042492ce6e517228bd8e03608ecd2b56f68e88b49d952",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/535.26.5 (KHTML, like Gecko) Version/5.0.5 Safari/535.26.5",
"session_id": "2513e74b-34a3-42e7-a65a-6b2c5ba1863d",
"risk_score"... | yhall | failed | null | null | null | MITRE Technique: T1547.001 | Auth failed for yhall via password from 10.26.231.192 MITRE Technique: T1547.001 | null | null | null | null | 10.26.231.192 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | a0:57:a9:d9:37:8c |
bbb7d1bd-1ab1-4694-a7c2-fbf2093b8b48 | 2025-04-04T01:28:17 | iot | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|low| desc=IoT device Medical command_injection No additional info | {
"geo_location": "Tokelau",
"device_hash": "d2998998071a73c63650d87738b2254ff5e4f8e2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/4.0)",
"session_id": "aa351d65-71ae-47c1-a2ee-6cb97f900268",
"risk_score": 66.23,
"confidence": 0.95
} | null | command_injection | null | null | null | No additional info | IoT device Medical command_injection No additional info | null | Medical | iot-c660aada | 2.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c4e3ad43-109b-4b37-a3dd-c8c81c8d2d1e | 2025-05-15T02:44:45 | auth | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|info| desc=Auth challenge for nathanyork via password from 56.97.153.177 MITRE Technique: T1059.005 noise=special|room|range | {
"geo_location": "Australia",
"device_hash": "84b443372682eae51ec796c768fc8eb5",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/534.33.5 (KHTML, like Gecko) Version/5.1 Safari/534.33.5",
"session_id": "23d407e5-398b-4d74-a1ce-1696f960e59f",
"risk_score": 30.6,
"confidence": 0.84
} | nathanyork | challenge | null | null | null | MITRE Technique: T1059.005 | Auth challenge for nathanyork via password from 56.97.153.177 MITRE Technique: T1059.005 | null | null | null | null | 56.97.153.177 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | a7:f9:45:06:59:62 |
88eab88a-0adb-4f5b-9b9a-b1f908b3397b | 2025-05-04T19:48:46 | auth | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|low| desc=Auth failed for rfowler via passwordless from 114.250.210.88 No additional info | {
"geo_location": "Kenya",
"device_hash": "6afbaaaf9150d5198454e3dfc8f8bf92627fbad44dd9cbe5f89b3b0159aa509d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/5.1)",
"session_id": "d56c5ce1-1ecd-486b-86e7-730c4690420d",
"risk_score": 29.46,
"confidence": 0.42
} | rfowler | failed | null | null | null | No additional info | Auth failed for rfowler via passwordless from 114.250.210.88 No additional info | {
"baseline_deviation": 0.92,
"entropy": 2.94,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 114.250.210.88 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 5e:a6:2f:d0:6a:63 |
dd80dcdc-64a4-43ad-8e17-18979791d588 | 2025-04-06T19:07:45 | endpoint | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint persistence_mechanism economy by kingjennifer No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "c94d27e6d766b1e4c628a8910e1eb576",
"user_agent": "Opera/8.47.(Windows NT 5.1; az-IN) Presto/2.9.172 Version/11.00",
"session_id": "cd64eb84-1721-4625-9f7a-338d94963319",
"risk_score": 54.68,
"confidence": 0.88
} | kingjennifer | persistence_mechanism | economy | 7,133 | explorer.exe | No additional info | Endpoint persistence_mechanism economy by kingjennifer No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e6c4a6b7-57d6-4756-a535-b73ccb3d2c44 | 2025-04-09T01:54:05 | network | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 40.38.209.122 to 176.27.69.248 No additional info | {
"geo_location": "Iran",
"device_hash": "ce9e162a31b2e781f187f2af4091f8df44a65ee8",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/5870-10-24 10:06:24 Firefox/6.0",
"session_id": "8c8fa630-0d09-4e6f-83ff-3d0f07727e08",
"risk_score": 58.79,
"confidence": 0.01
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 40.38.209.122 to 176.27.69.248 No additional info | null | null | null | null | 40.38.209.122 | 176.27.69.248 | null | null | null | null | null | null | null | null | null | null | HTTPS | 875,271 | null | null | null |
ee4bdf1d-b031-4975-a639-ad79d4997df3 | 2025-05-24T22:04:13 | cloud | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in OCI by kathrynwebb No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "254e4dd7138b1fe682173cc58595e8e5e26d4293",
"user_agent": "Opera/9.87.(Windows NT 5.1; ml-IN) Presto/2.9.170 Version/11.00",
"session_id": "20345236-f9a2-4b1d-be3f-d9011e391594",
"risk_score": 61.86,
"confidence": 0.69
} | kathrynwebb | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in OCI by kathrynwebb No additional info | null | null | null | null | null | null | null | null | null | OCI | res-e5b60778 | null | null | null | null | null | null | null | null | null | null |
78a3d26e-faf5-4862-8149-0e812d3b6431 | 2025-03-08T05:44:20 | iot | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera firmware_update Associated Threat Actor: APT35 | {
"geo_location": "Portugal",
"device_hash": "5f6221eeb7603653e3a728b16e9ca36394d6324d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/4.0)",
"session_id": "dfa062f5-cf9f-4d95-97b5-60f0de71391a",
"risk_score": 68.85,
"confidence": 0.94
} | null | firmware_update | null | null | null | Associated Threat Actor: APT35 | IoT device Camera firmware_update Associated Threat Actor: APT35 | null | Camera | iot-35bbfcdd | 2.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a097d1ed-207e-4d41-9a98-113384916b0d | 2025-02-18T21:07:02 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth locked for whitakerjoshua via SAML from 110.33.14.120 Unconventional IOC: ACPI table modifications | {
"geo_location": "San Marino",
"device_hash": "e1419a7fb7f9e1dbc5838b0a8f042a13552c4fdfd28a870bb11faa8cb7e93e59",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/26.0.810.0 Safari/532.1",
"session_id": "d46e973b-f4c2-48d6-a9d5-03ece9c3263d",
"risk_score": 43.34,
... | whitakerjoshua | locked | null | null | null | Unconventional IOC: ACPI table modifications | Auth locked for whitakerjoshua via SAML from 110.33.14.120 Unconventional IOC: ACPI table modifications | null | null | null | null | 110.33.14.120 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 89:9f:8f:68:75:16 |
264ce4ac-5d7c-49f7-9cea-b750958138b4 | 2025-03-07T06:54:08 | endpoint | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task treat by johnsondaniel MITRE Technique: T1574.002 | {
"geo_location": "Saint Martin",
"device_hash": "1740c2b25dc09693a0a15589cdb5d9c9c334a564",
"user_agent": "Mozilla/5.0 (Android 4.0; Mobile; rv:18.0) Gecko/18.0 Firefox/18.0",
"session_id": "e3743c13-6bdc-42a1-b9c2-d72399ad3b8a",
"risk_score": 40.84,
"confidence": 0.13
} | johnsondaniel | scheduled_task | treat | 3,946 | svchost.exe | MITRE Technique: T1574.002 | Endpoint scheduled_task treat by johnsondaniel MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
681ae050-b1c4-4ead-9245-57d8f7f4e615 | 2025-05-15T12:27:19 | endpoint | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|high| desc=Endpoint wmi_exec present by jamesgross MITRE Technique: T1071.001 | {
"geo_location": "Kiribati",
"device_hash": "e3406a87f2050a27329235722464c224c953c855",
"user_agent": "Opera/9.70.(X11; Linux x86_64; ks-IN) Presto/2.9.168 Version/12.00",
"session_id": "3711d500-76f1-45fe-b4ec-788b32d10ca9",
"risk_score": 19.55,
"confidence": 0.61
} | jamesgross | wmi_exec | present | 4,406 | powershell.exe | MITRE Technique: T1071.001 | Endpoint wmi_exec present by jamesgross MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
711e08f3-7537-47c8-a262-a7b1c26bd987 | 2025-06-21T15:59:43 | cloud | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in GCP by weberalexander MITRE Technique: T1110.003 | Associated Threat Actor: Lazarus Group | {
"geo_location": "Indonesia",
"device_hash": "d749dbd5cd1bb9f76c64c9f8e39ad7ccef67c58f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; tk-TM) AppleWebKit/532.4.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6532.4.5",
"session_id": "526e471e-260c-46bd-aaee-e963e527f99c",
"ris... | weberalexander | permission_escalation | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: Lazarus Group | Cloud permission_escalation in GCP by weberalexander MITRE Technique: T1110.003 | Associated Threat Actor: Lazarus Group | null | null | null | null | null | null | null | null | null | GCP | res-fbdaf079 | null | null | null | null | null | null | null | null | null | null |
009f3e32-53cf-40b9-b754-339068574f98 | 2025-03-03T08:08:38 | iot | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC command_injection MITRE Technique: T1053.005 | Unconventional IOC: TPM attestation failures | {
"geo_location": "Armenia",
"device_hash": "665650495b5870ca647066c583675bbfe88769a584634e40af8ddbac63ea1aba",
"user_agent": "Mozilla/5.0 (Android 5.0; Mobile; rv:66.0) Gecko/66.0 Firefox/66.0",
"session_id": "f97149e1-2c91-40d1-83d8-b57ba1a9f37e",
"risk_score": 22.35,
"confidence": 0.88
} | null | command_injection | null | null | null | MITRE Technique: T1053.005 | Unconventional IOC: TPM attestation failures | IoT device HVAC command_injection MITRE Technique: T1053.005 | Unconventional IOC: TPM attestation failures | {
"baseline_deviation": 2.63,
"entropy": 4.68,
"frequency_anomaly": false,
"sequence_anomaly": true
} | HVAC | iot-6b6d9cd3 | 5.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
27c80240-36ed-4309-96cf-e3bb2d2e5cf8 | 2025-02-21T07:58:26 | cloud | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in OCI by jeffrey57 No additional info | {
"geo_location": "Montenegro",
"device_hash": "75c8ed1adb7239615b9b730fa6f1efab",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; si-LK; rv:1.9.1.20) Gecko/5766-06-25 01:07:42 Firefox/3.8",
"session_id": "eb62638a-b44c-4feb-80ca-04a92a3fb113",
"risk_score": 39.91,
"confidence": 0.62
} | jeffrey57 | storage_access | null | null | null | No additional info | Cloud storage_access in OCI by jeffrey57 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-3a2981f0 | null | null | null | null | null | null | null | null | null | null |
d24daea5-3fab-4fe5-8b51-ae97c3085ea0 | 2025-03-09T07:41:52 | endpoint | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection /girl/find.mov by meganrichards No additional info | {
"geo_location": "Belgium",
"device_hash": "9e59f114e2bf2db112975f09922b393c",
"user_agent": "Opera/8.87.(Windows NT 11.0; sl-SI) Presto/2.9.174 Version/11.00",
"session_id": "460ceab8-90f8-489d-8315-bc3a66069d49",
"risk_score": 89.16,
"confidence": 0.4
} | meganrichards | memory_injection | /girl/find.mov | 8,712 | explorer.exe | No additional info | Endpoint memory_injection /girl/find.mov by meganrichards No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
abce2775-43b6-4a4c-89ae-62e731da64db | 2025-06-16T18:14:29 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in Alibaba by barbara82 No additional info | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "54b191e6b80df532a57a12182c1c71de",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; es-PA) AppleWebKit/535.18.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6535.18.3",
"session_id": "778923cf-d8b7-4857-b4fd-bc29a4c83a96",... | barbara82 | instance_creation | null | null | null | No additional info | Cloud instance_creation in Alibaba by barbara82 No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-d6398697 | null | null | null | null | null | null | null | null | null | null |
e04f9118-7f89-47f7-b8e2-e96aec5ebd65 | 2025-05-29T03:58:37 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by cynthiasmith MITRE Technique: T1543.003 | Associated Threat Actor: Equation Group noise=SW1wb3J0YW50Lg== | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "e4b935b06c9654fd939b6916a63d9c70",
"user_agent": "Mozilla/5.0 (Android 1.1; Mobile; rv:43.0) Gecko/43.0 Firefox/43.0",
"session_id": "11929b45-4785-438b-9540-32fd9bf9bb85",
"risk_score": 56.21,
"confidence": 0.57
} | cynthiasmith | training_data_poisoning | null | null | null | MITRE Technique: T1543.003 | Associated Threat Actor: Equation Group | AI system training_data_poisoning by cynthiasmith MITRE Technique: T1543.003 | Associated Threat Actor: Equation Group | null | null | null | null | null | null | null | null | null | null | null | model-d8791951 | 812a08b22851673574112f900726ccee | 2b4483dbaaf12eaeddddcb03a24714f2 | null | null | null | null | null | null | null |
53a3b3c5-a156-4fb3-a55b-12b60386c3f4 | 2025-03-08T09:25:38 | endpoint | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install realize by kristi49 No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "a011bd8cb8d45b591b00cdf134ad85e79ecb3db2ed7e9fe0c11c61f9a29a291f",
"user_agent": "Opera/8.48.(X11; Linux i686; ml-IN) Presto/2.9.190 Version/10.00",
"session_id": "e45acb12-ccb5-40ef-81dc-a06d0c9b1463",
"risk_score": 49.5,
"confidence": 0.21
} | kristi49 | service_install | realize | 3,600 | explorer.exe | No additional info | Endpoint service_install realize by kristi49 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
08e96eed-ea30-4e52-8ae3-b284cc37dfe8 | 2025-02-12T15:14:35 | auth | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|high| desc=Auth timeout for mmcdowell via SAML from 152.107.226.163 MITRE Technique: T1574.002 | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "0b6a94919d7f8344eedaddaecda035c1f20d7dd00c385d168d05ce4dd2ef6e5b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/534.38.7 (KHTML, like Gecko) Version/4.1 Safari/534.38.7",
"session_id": "5989120e-7073-46e6-aa44-63d0e62e1d70",
"ri... | mmcdowell | timeout | null | null | null | MITRE Technique: T1574.002 | Auth timeout for mmcdowell via SAML from 152.107.226.163 MITRE Technique: T1574.002 | null | null | null | null | 152.107.226.163 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 8c:71:6b:78:9a:19 |
b3f0f040-5a43-447d-acdf-008b617a0b54 | 2025-02-20T16:20:49 | firewall | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall drop RDP traffic from 190.220.64.84:949 to 189.186.134.130:864 No additional info | {
"geo_location": "Jordan",
"device_hash": "2fd025b25b5c8ea1f946d1635ae0ab06adbf4be1",
"user_agent": "Mozilla/5.0 (Linux; Android 1.5) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/31.0.879.0 Safari/532.2",
"session_id": "c51bcf5e-d4b6-49c4-8765-7384905b8b76",
"risk_score": 65.17,
"confidence": 0.55
} | null | drop | null | null | null | No additional info | Firewall drop RDP traffic from 190.220.64.84:949 to 189.186.134.130:864 No additional info | null | null | null | null | 190.220.64.84 | 189.186.134.130 | null | null | null | null | null | null | null | null | 949 | 864 | RDP | 304,148 | 2,277 | null | null |
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