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 | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17 values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5 values | additional_info stringlengths 18 148 | description stringlengths 45 225 | action stringclasses 55 values | bytes int64 105 1,000k ⌀ | protocol stringclasses 10 values | user stringlengths 3 22 ⌀ | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4 values | behavioral_analytics dict | device_type stringclasses 5 values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100 values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7 values | mac_address stringlengths 17 17 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | cloud_service stringclasses 5 values | resource_id stringlengths 12 12 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
da42c9c2-25ba-4c46-a944-fab0578e15b8 | 2025-06-01T18:34:15 | endpoint | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change college by lindsey53 MITRE Technique: T1543.003 noise=wp-content/categories | {
"geo_location": "Bolivia",
"device_hash": "7558afc341601efb2653849bdd2254c9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ln-CD) AppleWebKit/532.38.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6532.38.3",
"session_id": "1c0c0edc-de4b-48b5-a80b-c60eb85b58f7",
"risk_score": 67.69,
"confidence": 0.14
} | null | null | null | null | null | MITRE Technique: T1543.003 | Endpoint registry_change college by lindsey53 MITRE Technique: T1543.003 | registry_change | null | null | lindsey53 | college | 3,557 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
383b0801-2953-40c1-ab3f-ff8426e28ee5 | 2025-03-26T13:42:51 | cloud | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud storage_access in GCP by luissmith No additional info noise=risk|card|her | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "c6a83decef60fafed36f559ea35986a48e1bdc9e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/532.23.4 (KHTML, like Gecko) Version/5.1 Safari/532.23.4",
"session_id": "2800c9ef-521d-49e6-adb8-843d38f13a3d",
"risk_score": 41.61,
"confidence": 0.37
} | null | null | null | null | null | No additional info | Cloud storage_access in GCP by luissmith No additional info | storage_access | null | null | luissmith | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-d95ec61c |
f03af432-582d-470f-833a-ff7af8f1ae9a | 2025-04-09T10:17:53 | iot | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|info| desc=IoT device Medical firmware_update No additional info noise=U2lkZS4= | {
"geo_location": "Serbia",
"device_hash": "2e18a0d10c73862d45d953fc16d8fb4863f7eb3d",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/28.0.828.0 Safari/535.1",
"session_id": "925a63a2-bedb-4513-932f-3bebe2455447",
"risk_score": 41.02,
"confidence": 0.07
} | null | null | null | null | null | No additional info | IoT device Medical firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Medical | iot-3eff04a1 | 5.7 | null | null | null | null | null | null | null | null | null | null |
3dfbef32-3e13-48bd-a6c7-91ad17661225 | 2025-06-25T00:23:08 | ai | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by wdavis Unconventional IOC: UEFI variable tampering | {
"geo_location": "Algeria",
"device_hash": "ac274163c909c235a0e92ef9be9ee953",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_1 rv:5.0; tn-ZA) AppleWebKit/531.6.1 (KHTML, like Gecko) Version/5.0 Safari/531.6.1",
"session_id": "f1e82341-6ef5-474c-a22f-a8237b56d8b8",
"risk_score": 31.65,
"confidence": 0.39
} | null | null | null | null | null | Unconventional IOC: UEFI variable tampering | AI system fine_tuning by wdavis Unconventional IOC: UEFI variable tampering | fine_tuning | null | null | wdavis | null | null | null | null | null | null | null | null | null | null | null | null | model-7ac1c747 | 67bcba4310bcee840c01e0c4c4f87e6ec8da29bc31968ab2c2a6c24b4f161a37 | 817123d1b7ac4780ca78d15000143c84bb4444e6 | null | null |
9c9bb2f2-5282-4276-8b47-19fb9dc1eba2 | 2025-04-07T12:28:47 | network | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 32.97.21.164 to 74.77.251.168 MITRE Technique: T1134.001 | {
"geo_location": "Austria",
"device_hash": "d63fe47aa3264766450b9f291b84037ebe6b003c",
"user_agent": "Opera/9.94.(Windows NT 4.0; th-TH) Presto/2.9.177 Version/10.00",
"session_id": "227e5cc4-853d-4805-9d5b-0054926fe67d",
"risk_score": 19.1,
"confidence": 0.83
} | 32.97.21.164 | 74.77.251.168 | null | null | null | MITRE Technique: T1134.001 | Network bandwidth_usage from 32.97.21.164 to 74.77.251.168 MITRE Technique: T1134.001 | bandwidth_usage | 133,857 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
01fc5ff6-94e5-46e2-97c5-976bf4ced686 | 2025-01-29T23:56:33 | network | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 47.39.74.95 to 56.74.234.174 No additional info | {
"geo_location": "Guatemala",
"device_hash": "7d815d595293445c1532393848ecde0a4b06c10d2adea192539c60adc319b77f",
"user_agent": "Opera/9.62.(Windows NT 5.1; da-DK) Presto/2.9.161 Version/12.00",
"session_id": "6208a77f-ba2e-4684-ab5c-011b6659fce1",
"risk_score": 36.79,
"confidence": 0.2
} | 47.39.74.95 | 56.74.234.174 | null | null | null | No additional info | Network latency_spike from 47.39.74.95 to 56.74.234.174 No additional info | latency_spike | 19,982 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a30e0bf6-c4cc-40e2-bb4c-4cbb82906f0f | 2025-06-10T19:42:48 | firewall | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine ICMP traffic from 158.95.171.167:88 to 222.142.208.210:282 MITRE Technique: T1486 noise=0EC48C76 | {
"geo_location": "Somalia",
"device_hash": "ece1c205be51d9ee55ba6a64a2122af2",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; so-DJ; rv:1.9.1.20) Gecko/9936-07-24 14:25:08 Firefox/3.8",
"session_id": "172709f0-ce1d-4bb2-942e-ea2f2778c749",
"risk_score": 51.98,
"confidence": 0.05
} | 158.95.171.167 | 222.142.208.210 | null | null | null | MITRE Technique: T1486 | Firewall quarantine ICMP traffic from 158.95.171.167:88 to 222.142.208.210:282 MITRE Technique: T1486 | quarantine | 552,562 | ICMP | null | null | null | null | null | null | null | null | 88 | 282 | 2,229 | null | null | null | null | null | null | null |
c90db5db-7a85-4033-915f-f9dcc8b839c2 | 2025-04-01T05:49:45 | cloud | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in AWS by williamburns Associated Threat Actor: Cobalt Group | {
"geo_location": "Brunei Darussalam",
"device_hash": "c83ef569444e75251764ab2de1e4f8b8",
"user_agent": "Opera/8.78.(Windows CE; br-FR) Presto/2.9.182 Version/11.00",
"session_id": "d8fff619-4a7d-45c2-855c-163fb766640d",
"risk_score": 63.86,
"confidence": 0.33
} | null | null | null | null | null | Associated Threat Actor: Cobalt Group | Cloud container_escape in AWS by williamburns Associated Threat Actor: Cobalt Group | container_escape | null | null | williamburns | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-0fe00145 |
fa2c0da4-df0e-4869-86ff-60d473d7be2d | 2025-03-14T12:11:19 | firewall | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|low| desc=Firewall deny RDP traffic from 213.171.20.53:433 to 86.191.207.110:3327 MITRE Technique: T1078.004 | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "51e55244d7850cfad51d3cf0fe9aa66f44fe2e3f",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/54.0.837.0 Safari/534.2",
"session_id": "68294dc0-f69b-4217-9bb7-a84a5fe5928f",
"risk_score": 46.33,
"confidence": 0.53
} | 213.171.20.53 | 86.191.207.110 | null | null | null | MITRE Technique: T1078.004 | Firewall deny RDP traffic from 213.171.20.53:433 to 86.191.207.110:3327 MITRE Technique: T1078.004 | deny | 881,047 | RDP | null | null | null | null | null | null | null | null | 433 | 3,327 | 113 | null | null | null | null | null | null | null |
b0b346b0-23fa-4555-9231-95e93f586c6c | 2025-07-04T08:54:58 | ai | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by lekara No additional info | {
"geo_location": "Russia",
"device_hash": "9c489939b1e2bdb7f2759a02f79010af1fe782b1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.0)",
"session_id": "59acc8e5-95c5-4ed4-bdf4-92a9c75bc586",
"risk_score": 12.56,
"confidence": 0.82
} | null | null | null | null | null | No additional info | AI system api_abuse by lekara No additional info | api_abuse | null | null | lekara | null | null | null | null | null | null | null | null | null | null | null | null | model-75429a4e | eed7fd52a38d76dbdc2a4356575dbf50 | d73566a7e98e3d218c14dc618acf8bb859d10778 | null | null |
c3d1e337-58dc-429f-87d8-b9408d5c888a | 2025-05-09T15:36:05 | endpoint | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint wmi_exec /technology/decide.pages by klewis MITRE Technique: T1218.011 | {
"geo_location": "Belgium",
"device_hash": "62c5e763236f49836f98c0acb6408eab378664e76a76176e0479626ea9e6306b",
"user_agent": "Opera/9.58.(Windows NT 4.0; cs-CZ) Presto/2.9.184 Version/12.00",
"session_id": "0ba59aba-c4df-4563-9be4-5a090f3b4b64",
"risk_score": 41.85,
"confidence": 0.43
} | null | null | null | null | null | MITRE Technique: T1218.011 | Endpoint wmi_exec /technology/decide.pages by klewis MITRE Technique: T1218.011 | wmi_exec | null | null | klewis | /technology/decide.pages | 9,581 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
02b42bcb-57bd-4e04-b28f-c76b6055b5b3 | 2029-10-22T01:36:05 | ai | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by suarezchristina MITRE Technique: T1134.001 noise=TWVhbi4= | {
"geo_location": "China",
"device_hash": "0734b5c51ce0a9b8ad03a44012372b65",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/3.0)",
"session_id": "c44e08c0-39d0-4b59-9c25-412000aafd83",
"risk_score": 48.42,
"confidence": 0.69
} | null | null | null | null | null | MITRE Technique: T1134.001 | AI system training_data_poisoning by suarezchristina MITRE Technique: T1134.001 | training_data_poisoning | null | null | suarezchristina | null | null | null | null | null | null | null | null | null | null | null | null | model-e6a8efdb | 54e8d53984410d85b0a2d89b226804bc4507b894 | 56c24fbb38aed6405f20e5aecbd8e67e | null | null |
e81e1898-95a8-4c4e-979f-5a0f8980d8c6 | 2025-04-20T19:32:24 | ids_alert | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=ArcSight Alert: Brute Force detected from 104.82.43.48 targeting 138.170.234.107 No additional info | {
"geo_location": "Tajikistan",
"device_hash": "bd864f195502d4f8dd19b93d9e7085530ec72681afa0396eeb8a91624a6ae78e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; zu-ZA) AppleWebKit/535.12.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6535.12.3",
"session_id": "72f3f1d8-1b41-406c-be8c-dbdd6e9b9e1c",
"risk_score": 58.33,
"confidence": 0.18
} | 104.82.43.48 | 138.170.234.107 | Brute Force | SIG-4901 | Exploit | No additional info | ArcSight Alert: Brute Force detected from 104.82.43.48 targeting 138.170.234.107 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
48a13ae5-ec9c-4112-91c8-d330780104c6 | 2025-01-15T06:27:18 | auth | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for andrea97 via SAML from 219.219.56.204 No additional info | {
"geo_location": "China",
"device_hash": "41cb344061da424a7fc5c70bfb5c42b3268c2252",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_4) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/42.0.879.0 Safari/535.2",
"session_id": "aa1d82cc-23f7-4236-adb1-f866f705282b",
"risk_score": 44.71,
"confidence": 0.04
} | 219.219.56.204 | null | null | null | null | No additional info | Auth bypass for andrea97 via SAML from 219.219.56.204 No additional info | bypass | null | null | andrea97 | null | null | null | null | null | null | null | null | null | null | SAML | 20:fa:47:f8:73:bb | null | null | null | null | null |
4e25772b-3eca-427b-8d1c-f74a20d99459 | 2025-05-10T14:18:59 | endpoint | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install southern by bianca63 Associated Threat Actor: Scattered Spider | {
"geo_location": "Cambodia",
"device_hash": "a2c421b67257ea066ae71d89f45f613b4bab6243",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4_1 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/50.0.857.0 Mobile/79U511 Safari/535.0",
"session_id": "fcbc926c-7429-4276-a431-dd022a326c0d",
"risk_score": 52.14,
"confidence": 0.12
} | null | null | null | null | null | Associated Threat Actor: Scattered Spider | Endpoint service_install southern by bianca63 Associated Threat Actor: Scattered Spider | service_install | null | null | bianca63 | southern | 714 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
25e3d7ca-3bbe-4e1c-a15d-89d58778d4e3 | 2025-03-03T05:47:47 | cloud | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in Alibaba by nhurst No additional info | {
"geo_location": "Cuba",
"device_hash": "c0a7500c3959e819d6f11d0e118164cc",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; fil-PH) AppleWebKit/532.5.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6532.5.4",
"session_id": "56d3194d-1f85-4965-9f71-7fe3a2873834",
"risk_score": 60.02,
"confidence": 0.54
} | null | null | null | null | null | No additional info | Cloud api_abuse in Alibaba by nhurst No additional info | api_abuse | null | null | nhurst | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-ab9d3e22 |
d50b8a5d-6710-4fe8-81f6-4ba2bac46bf7 | 2025-04-12T19:39:07 | endpoint | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access /strategy/result.js by daniel97 No additional info | {
"geo_location": "Malta",
"device_hash": "24a8d96fbd5918a253855b525a3d179a",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_0; rv:1.9.5.20) Gecko/4158-06-03 11:27:56 Firefox/9.0",
"session_id": "6fea1ba8-f3c4-4eb7-a3fe-f8a748c79806",
"risk_score": 42.92,
"confidence": 0.53
} | null | null | null | null | null | No additional info | Endpoint file_access /strategy/result.js by daniel97 No additional info | file_access | null | null | daniel97 | /strategy/result.js | 5,538 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
afce4eea-5fc7-48c0-8f7c-ae937cdc0049 | 2025-02-21T04:00:41 | endpoint | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load to by jennifermitchell No additional info | {
"geo_location": "Belgium",
"device_hash": "0e5f1303adf2c5cdf6abfb83133169fa19fcef1a",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.4) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/19.0.838.0 Safari/534.2",
"session_id": "5e69d5c5-251d-4eb4-ab41-fcd975bd2868",
"risk_score": 76.43,
"confidence": 0.04
} | null | null | null | null | null | No additional info | Endpoint driver_load to by jennifermitchell No additional info | driver_load | null | null | jennifermitchell | to | 6,601 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
af9be3b3-6dc9-45fa-96d1-b66ae5bd763e | 2025-02-02T08:34:32 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth locked for agiles via SAML from 119.249.252.241 No additional info noise=search | {
"geo_location": "South Africa",
"device_hash": "17c0128b8d5ad588e1c92733206a2c24",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_5 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/16.5a4447.0 Mobile/39A713 Safari/535.0",
"session_id": "ca27969a-b2c7-42e7-b84c-1420bd70733c",
"risk_score": 83.52,
"confidence": 0.57
} | 119.249.252.241 | null | null | null | null | No additional info | Auth locked for agiles via SAML from 119.249.252.241 No additional info | locked | null | null | agiles | null | null | null | null | null | null | null | null | null | null | SAML | 74:1d:5d:4b:64:8a | null | null | null | null | null |
f7296f5b-02ee-4d2f-b620-02553eb2fdbe | 2025-06-13T05:57:40 | ids_alert | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=LogRhythm Alert: SQL Injection detected from 168.174.55.40 targeting 10.14.35.47 MITRE Technique: T1204.002 | Associated Threat Actor: Kimsuky | {
"geo_location": "Ethiopia",
"device_hash": "3519b104fb0d2c862c9eefcffc6b59799c1ceaa5b561636a7ab1c89962395a99",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/4.1)",
"session_id": "45eb6cd3-04fc-4328-8d52-4b4b973c36c5",
"risk_score": 64.33,
"confidence": 0.03
} | 168.174.55.40 | 10.14.35.47 | SQL Injection | SIG-9935 | Malware | MITRE Technique: T1204.002 | Associated Threat Actor: Kimsuky | LogRhythm Alert: SQL Injection detected from 168.174.55.40 targeting 10.14.35.47 MITRE Technique: T1204.002 | Associated Threat Actor: Kimsuky | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
150ecb03-aa5a-4d3f-81d8-48fddf2278fb | 2025-03-29T07:37:03 | auth | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|info| desc=Auth challenge for debrasanders via key from 72.102.205.202 MITRE Technique: T1547.001 | {
"geo_location": "Slovenia",
"device_hash": "21a4837ef8eb33cbfe196d84ce1977b70966e39d",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ja-JP) AppleWebKit/532.29.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6532.29.3",
"session_id": "69c6fade-c11f-474f-8417-b34586b70a9f",
"risk_score": 69.92,
"confidence": 0.28
} | 72.102.205.202 | null | null | null | null | MITRE Technique: T1547.001 | Auth challenge for debrasanders via key from 72.102.205.202 MITRE Technique: T1547.001 | challenge | null | null | debrasanders | null | null | null | null | null | null | null | null | null | null | key | 1b:ba:f4:42:d4:cf | null | null | null | null | null |
13992eeb-2da6-4c62-a436-53e23daab1b9 | 2025-04-06T03:55:18 | ids_alert | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|high| desc=QRadar Alert: Brute Force detected from 20.14.104.197 targeting N/A MITRE Technique: T1543.003 | Associated Threat Actor: Mustang Panda noise=someone|but|mother | {
"geo_location": "Somalia",
"device_hash": "588e3c93dbd872e243753e79ed793008b0d716c3",
"user_agent": "Opera/8.15.(X11; Linux x86_64; kn-IN) Presto/2.9.187 Version/11.00",
"session_id": "69902ba4-a5d9-4a82-b656-bfca377abb7d",
"risk_score": 25.52,
"confidence": 0.71
} | 20.14.104.197 | N/A | Brute Force | SIG-1410 | Exploit | MITRE Technique: T1543.003 | Associated Threat Actor: Mustang Panda | QRadar Alert: Brute Force detected from 20.14.104.197 targeting N/A MITRE Technique: T1543.003 | Associated Threat Actor: Mustang Panda | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a3388cd5-326f-4cd9-854f-60a2daae7018 | 2025-01-26T17:28:59 | network | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 51.78.113.158 to 105.156.45.148 No additional info | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "86cac613c758f95983599bb5041f882b",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/9460-04-28 02:14:26 Firefox/4.0",
"session_id": "04a2b8c2-0cb0-427f-92d3-0618213c2cef",
"risk_score": 28.91,
"confidence": 0.52
} | 51.78.113.158 | 105.156.45.148 | null | null | null | No additional info | Network data_exfiltration from 51.78.113.158 to 105.156.45.148 No additional info | data_exfiltration | 74,052 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
620b27a5-f6fa-424b-94c0-6235b86e199e | 2025-03-19T07:34:55 | iot | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat firmware_update MITRE Technique: T1071.001 | {
"geo_location": "Benin",
"device_hash": "b673cdee62d9d70a25ee4a0f16e183950c4f162145bb5a298f4742ca068b9d6d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/3.1)",
"session_id": "7cd5681d-0da5-432a-9e4e-db09e0091ab7",
"risk_score": 48.76,
"confidence": 0.46
} | null | null | null | null | null | MITRE Technique: T1071.001 | IoT device Thermostat firmware_update MITRE Technique: T1071.001 | firmware_update | null | null | null | null | null | null | null | Thermostat | iot-d36b98a1 | 1.3 | null | null | null | null | null | null | null | null | null | null |
494c4238-0b95-4733-836e-78a303fcd569 | 2025-07-09T12:14:24 | endpoint | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install him by ranthony Associated Threat Actor: BlueNoroff | {
"geo_location": "Kenya",
"device_hash": "07086fa4cd1417325a2ef238bea28c89",
"user_agent": "Opera/8.50.(X11; Linux i686; ga-IE) Presto/2.9.186 Version/11.00",
"session_id": "fc29548a-54e5-4834-9029-171c8a53a338",
"risk_score": 18.26,
"confidence": 0.81
} | null | null | null | null | null | Associated Threat Actor: BlueNoroff | Endpoint service_install him by ranthony Associated Threat Actor: BlueNoroff | service_install | null | null | ranthony | him | 8,974 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b8d51f5d-faae-4842-ab6e-1de967c30f12 | 2025-02-14T15:18:02 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth bypass for rhonda76 via password from 76.194.179.85 No additional info | {
"geo_location": "Comoros",
"device_hash": "ad8a913edb56527e4b61d1e527c3ec5f",
"user_agent": "Mozilla/5.0 (Android 2.3.4; Mobile; rv:62.0) Gecko/62.0 Firefox/62.0",
"session_id": "c23f11db-5df0-4f50-8915-e0b66eb17154",
"risk_score": 4.11,
"confidence": 0.03
} | 76.194.179.85 | null | null | null | null | No additional info | Auth bypass for rhonda76 via password from 76.194.179.85 No additional info | bypass | null | null | rhonda76 | null | null | null | null | null | null | null | null | null | null | password | 65:17:eb:94:e1:ea | null | null | null | null | null |
5ed32da8-6f8c-4558-bf27-38d6024d5a40 | 2025-05-30T05:28:39 | cloud | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in AWS by masseymarissa Associated Threat Actor: APT41 | Cross-tenant access detected | {
"geo_location": "Mongolia",
"device_hash": "acc9e067e84e21756dee81aaf3cf733b",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/56.0.867.0 Safari/532.1",
"session_id": "da95e839-ad30-480d-85bd-eafc787aec7e",
"risk_score": 86.94,
"confidence": 0.25
} | null | null | null | null | null | Associated Threat Actor: APT41 | Cross-tenant access detected | Cloud storage_access in AWS by masseymarissa Associated Threat Actor: APT41 | Cross-tenant access detected | storage_access | null | null | masseymarissa | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-298b3ab9 |
f6c88c05-e9fc-4c86-9c7d-5b86b87d441d | 2025-02-06T03:01:17 | endpoint | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task /fire/art.csv by redwards MITRE Technique: T1574.002 | Associated Threat Actor: Equation Group | Fileless execution detected noise=F3628F31 | {
"geo_location": "Cape Verde",
"device_hash": "cb5d19cf58eb3baa7a055b762c67e90ed3c1a3ee",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/29.0.831.0 Safari/535.0",
"session_id": "ac4bdfcd-361b-42d6-8a08-36775e970821",
"risk_score": 41.52,
"confidence": 0.87
} | null | null | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: Equation Group | Fileless execution detected | Endpoint scheduled_task /fire/art.csv by redwards MITRE Technique: T1574.002 | Associated Threat Actor: Equation Group | Fileless execution detected | scheduled_task | null | null | redwards | /fire/art.csv | 2,877 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
68d19a90-8d7b-465e-983c-30a2b0856865 | 2025-01-24T08:44:50 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow ICMP traffic from 10.73.244.103:703 to 90.211.110.63:530 MITRE Technique: T1134.001 | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "1fb7f1ac03cd249583cef2761b48e57ab19d209e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/5.0)",
"session_id": "0b1a7d36-0194-46da-a046-cc80b10b998b",
"risk_score": 56.26,
"confidence": 0.4
} | 10.73.244.103 | 90.211.110.63 | null | null | null | MITRE Technique: T1134.001 | Firewall allow ICMP traffic from 10.73.244.103:703 to 90.211.110.63:530 MITRE Technique: T1134.001 | allow | 877,770 | ICMP | null | null | null | null | null | null | null | null | 703 | 530 | 2,083 | null | null | null | null | null | null | null |
e5a47ed3-8ff9-40ea-bd54-4ee247a81582 | 2025-03-12T06:02:03 | iot | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor battery_drain No additional info | {
"geo_location": "Croatia",
"device_hash": "f7b51bc19f271e2adff7301ec16d84ad",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/28.0.821.0 Safari/533.2",
"session_id": "21f39776-693d-4393-b386-6d8d3d13e597",
"risk_score": 46.7,
"confidence": 0.51
} | null | null | null | null | null | No additional info | IoT device Sensor battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | Sensor | iot-8fb321d4 | 6.8 | null | null | null | null | null | null | null | null | null | null |
da122fd2-1c77-4e5a-bcc8-ebd5df915dc8 | 2025-06-20T13:49:54 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in Azure by thompsonadam Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Oman",
"device_hash": "4ee582a8140aaa88872dae8826e86ca657766351",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/9482-05-30 22:04:45 Firefox/10.0",
"session_id": "5a340f11-4193-4fd9-9cf6-f22f995b52fe",
"risk_score": 30,
"confidence": 0.66
} | null | null | null | null | null | Unconventional IOC: Thermal sensor anomalies | Cloud lambda_execution in Azure by thompsonadam Unconventional IOC: Thermal sensor anomalies | lambda_execution | null | null | thompsonadam | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-af7f9662 |
2f4bf0fc-a2a7-476a-97d8-ef9726c9bae4 | 2025-07-01T10:23:41 | network | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|low| desc=Network disconnection from 10.120.222.103 to 150.127.96.197 No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "c0187738d10cb15f8961e2a44b234ddf88d51849",
"user_agent": "Opera/8.63.(X11; Linux i686; ca-AD) Presto/2.9.180 Version/12.00",
"session_id": "b7bd44ca-5953-495f-9d6d-f185838d8ded",
"risk_score": 63.65,
"confidence": 0.57
} | 10.120.222.103 | 150.127.96.197 | null | null | null | No additional info | Network disconnection from 10.120.222.103 to 150.127.96.197 No additional info | disconnection | 592,335 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5dfc48a4-09dd-42a9-a6ed-b820c656ffed | 2025-01-18T12:28:37 | endpoint | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change actually by lwilson MITRE Technique: T1071.001 | Associated Threat Actor: TA505 | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Congo",
"device_hash": "63426b9311fbf098773f89a45238bbf0d0b59db2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/5.1)",
"session_id": "0d969d22-007d-4e6d-9407-4ff20288b712",
"risk_score": 7.3,
"confidence": 0.62
} | null | null | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: TA505 | Unconventional IOC: Unusual DNS TXT records | Endpoint registry_change actually by lwilson MITRE Technique: T1071.001 | Associated Threat Actor: TA505 | Unconventional IOC: Unusual DNS TXT records | registry_change | null | null | lwilson | actually | 5,648 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
53702c63-5495-418d-a3e3-f694bfbdb8bf | 2023-03-12T13:53:27 | ai | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by chelsea26 MITRE Technique: T1134.001 noise=8E655225 | {
"geo_location": "Cote d'Ivoire",
"device_hash": "6e87a6961ab6afb2ffe0719ae33461f0",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_5 rv:2.0; si-LK) AppleWebKit/533.28.1 (KHTML, like Gecko) Version/5.1 Safari/533.28.1",
"session_id": "2f4411f3-18c4-4155-8de5-87222f77d022",
"risk_score": 88.45,
"confidence": 0.39
} | null | null | null | null | null | MITRE Technique: T1134.001 | AI system membership_inference by chelsea26 MITRE Technique: T1134.001 | membership_inference | null | null | chelsea26 | null | null | null | null | null | null | null | null | null | null | null | null | model-260fd01a | 7248c87b5ad993036858bdde2ed3f6128e8980c8adc223684db6d8d7611ff51f | 08e8bf39b751bdb3e84e765fa56ebb88 | null | null |
e05e5ea1-3b90-4260-9063-517ce60e9c5e | 2025-03-01T11:42:28 | firewall | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|low| desc=Firewall inspect TCP traffic from 17.171.22.81:107 to 156.93.42.108:1018 No additional info | {
"geo_location": "Mauritania",
"device_hash": "bd03c45387c616f06519ac7e57a63be8",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/25.0.831.0 Safari/534.1",
"session_id": "da862c79-a6c9-4200-a603-7ef91135fe48",
"risk_score": 42,
"confidence": 0.33
} | 17.171.22.81 | 156.93.42.108 | null | null | null | No additional info | Firewall inspect TCP traffic from 17.171.22.81:107 to 156.93.42.108:1018 No additional info | inspect | 858,542 | TCP | null | null | null | null | null | null | null | null | 107 | 1,018 | 2,599 | null | null | null | null | null | null | null |
c12458f4-4e4a-496e-90ff-469ccef01982 | 2025-07-10T07:19:30 | firewall | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|low| desc=Firewall drop SMB traffic from 10.140.59.52:494 to 10.192.235.68:680 Geo anomaly: Impossible travel detected | {
"geo_location": "Lithuania",
"device_hash": "48006fe3c066b9f2e3f9b3f2d359e3c1013201a8c38a13596a617f5a827f7b49",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/3.1)",
"session_id": "f6d64b9b-874a-47b5-aa19-ae36aece3549",
"risk_score": 50.5,
"confidence": 0.61
} | 10.140.59.52 | 10.192.235.68 | null | null | null | Geo anomaly: Impossible travel detected | Firewall drop SMB traffic from 10.140.59.52:494 to 10.192.235.68:680 Geo anomaly: Impossible travel detected | drop | 297,921 | SMB | null | null | null | null | null | null | null | null | 494 | 680 | 1,406 | null | null | null | null | null | null | null |
8f7ed8cf-07f0-4b69-a332-199b78178950 | 2025-05-25T16:39:52 | auth | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|info| desc=Auth failed for pwashington via passwordless from 162.73.195.86 No additional info | {
"geo_location": "Czech Republic",
"device_hash": "91ded775105d65ff1568db398f6692da65fd24432066efcb915ba1017cd39c61",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/5.0)",
"session_id": "a92233ed-b93b-498a-be09-3e9dc97242f7",
"risk_score": 74.85,
"confidence": 0.94
} | 162.73.195.86 | null | null | null | null | No additional info | Auth failed for pwashington via passwordless from 162.73.195.86 No additional info | failed | null | null | pwashington | null | null | null | null | null | null | null | null | null | null | passwordless | 22:aa:bd:5a:9f:6e | null | null | null | null | null |
298650eb-d1c9-4cf1-843f-6c4a983cef69 | 2025-02-19T05:14:31 | iot | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat physical_tamper MITRE Technique: T1547.001 noise=D1DA5FFE | {
"geo_location": "Qatar",
"device_hash": "85abb810c9cd20b936875304a98d6b92393a839bfc925efc777258af860d4d1e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/532.46.6 (KHTML, like Gecko) Version/4.1 Safari/532.46.6",
"session_id": "9a12480d-1671-4edc-be72-a5dbbe81a8bf",
"risk_score": 31.3,
"confidence": 0.61
} | null | null | null | null | null | MITRE Technique: T1547.001 | IoT device Thermostat physical_tamper MITRE Technique: T1547.001 | physical_tamper | null | null | null | null | null | null | null | Thermostat | iot-76d28373 | 1.6 | null | null | null | null | null | null | null | null | null | null |
5a5a6b19-e49f-4585-b80d-11b9138eeecd | 2025-06-02T19:06:10 | endpoint | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism to by christopherphelps No additional info | {
"geo_location": "Sweden",
"device_hash": "62ad7f3e3cf3ed2ee70cdae25adc317c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/531.13.6 (KHTML, like Gecko) Version/4.0.1 Safari/531.13.6",
"session_id": "1c5851fe-909b-4578-aa22-8c413851f1f2",
"risk_score": 31.32,
"confidence": 0.84
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism to by christopherphelps No additional info | persistence_mechanism | null | null | christopherphelps | to | 3,253 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c92c70d5-a014-45cc-bb72-a83040cb24fc | 2025-02-13T14:18:03 | iot | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor battery_drain MITRE Technique: T1204.002 | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "1927a0a549aa251f1c9b214490bfbe180c9ef7134c1e8b5aba1060c77f31707c",
"user_agent": "Opera/9.26.(Windows NT 5.1; eo-US) Presto/2.9.189 Version/10.00",
"session_id": "55892ab3-f140-434d-9cec-fcabc3a8a93c",
"risk_score": 53.81,
"confidence": 0.96
} | null | null | null | null | null | MITRE Technique: T1204.002 | IoT device Sensor battery_drain MITRE Technique: T1204.002 | battery_drain | null | null | null | null | null | null | null | Sensor | iot-a24aef21 | 10.2 | null | null | null | null | null | null | null | null | null | null |
15185c3f-06ba-4b85-b21b-67c3f610fef2 | 2025-06-15T15:48:58 | cloud | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in AWS by claudia73 No additional info | {
"geo_location": "Micronesia",
"device_hash": "849bac4e91e21f535fe160b3e5da7e19",
"user_agent": "Mozilla/5.0 (Linux; Android 5.0.1) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/30.0.801.0 Safari/535.2",
"session_id": "33675e6f-b8df-496c-949a-9edbfe8954ac",
"risk_score": 36.87,
"confidence": 0.06
} | null | null | null | null | null | No additional info | Cloud shadow_it in AWS by claudia73 No additional info | shadow_it | null | null | claudia73 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-ddcd67f1 |
a0ed12d1-dbd1-4737-a144-920616f59e8c | 2025-06-07T21:56:09 | auth | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for sergio41 via MFA from 142.134.191.177 No additional info | {
"geo_location": "Argentina",
"device_hash": "d76460331b20ad0a8562d13810d96c2a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; sk-SK) AppleWebKit/535.23.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6535.23.7",
"session_id": "093d9f7a-16c8-4140-a7b6-6f5c59965cbf",
"risk_score": 32.1,
"confidence": 0.54
} | 142.134.191.177 | null | null | null | null | No additional info | Auth bypass for sergio41 via MFA from 142.134.191.177 No additional info | bypass | null | null | sergio41 | null | null | null | null | null | null | null | null | null | null | MFA | e7:89:32:a8:9d:94 | null | null | null | null | null |
17f088ba-377f-4a39-8f84-aa1974f94475 | 2025-03-17T09:58:22 | firewall | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall deny NTP traffic from 119.161.52.120:791 to 73.16.162.54:65014 MITRE Technique: T1134.001 | {
"geo_location": "Poland",
"device_hash": "6cb084c4223738b4b6d3ded5b967a4da",
"user_agent": "Opera/8.94.(X11; Linux x86_64; ik-CA) Presto/2.9.161 Version/11.00",
"session_id": "5bdc199b-5281-4220-9d65-8151d913131e",
"risk_score": 12.49,
"confidence": 0.88
} | 119.161.52.120 | 73.16.162.54 | null | null | null | MITRE Technique: T1134.001 | Firewall deny NTP traffic from 119.161.52.120:791 to 73.16.162.54:65014 MITRE Technique: T1134.001 | deny | 607,831 | NTP | null | null | null | null | null | null | null | null | 791 | 65,014 | 679 | null | null | null | null | null | null | null |
dbc1d357-6d2d-4400-8572-3f824e324694 | 2025-03-30T05:16:16 | auth | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|high| desc=Auth timeout for wmorales via password from 10.164.180.181 No additional info | {
"geo_location": "Tuvalu",
"device_hash": "01a81bcc5529fa70663c2376c2b95ebc",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/41.0.876.0 Safari/536.1",
"session_id": "36d7fbee-d104-45ee-a92e-2253d9a5d727",
"risk_score": 51.23,
"confidence": 0.52
} | 10.164.180.181 | null | null | null | null | No additional info | Auth timeout for wmorales via password from 10.164.180.181 No additional info | timeout | null | null | wmorales | null | null | null | null | null | null | null | null | null | null | password | fa:90:d2:1c:80:dc | null | null | null | null | null |
f758b2a2-1e80-48f7-9557-4cc3df34577d | 2025-04-26T00:19:54 | iot | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical sensor_spoofing MITRE Technique: T1486 | {
"geo_location": "Hong Kong",
"device_hash": "68243a8a14deb0dbd654644b46224b2e96b0217099052bd67aedb75e5cd3e2b6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/3.1)",
"session_id": "173dba85-dd4e-416d-ab6f-199ea41c22dd",
"risk_score": 36.11,
"confidence": 0.57
} | null | null | null | null | null | MITRE Technique: T1486 | IoT device Medical sensor_spoofing MITRE Technique: T1486 | sensor_spoofing | null | null | null | null | null | null | null | Medical | iot-49930c17 | 2.7 | null | null | null | null | null | null | null | null | null | null |
fd59651d-e1ec-4961-836e-12487749312e | 2025-06-17T08:02:59 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth locked for welchrobert via OAuth from 47.9.187.16 No additional info | {
"geo_location": "Macao",
"device_hash": "04d262708aea4add6c3877cad0b5c048",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Trident/3.1)",
"session_id": "9fcee134-b60f-447a-9e77-bdf1bedd4eb2",
"risk_score": 54.15,
"confidence": 0.05
} | 47.9.187.16 | null | null | null | null | No additional info | Auth locked for welchrobert via OAuth from 47.9.187.16 No additional info | locked | null | null | welchrobert | null | null | null | null | null | null | null | null | null | null | OAuth | 65:31:69:14:ae:56 | null | null | null | null | null |
855ff36f-60b8-4759-952c-31ab6be20489 | 2025-01-21T03:52:38 | ids_alert | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|high| desc=Trellix Alert: Supply Chain Compromise detected from 152.1.111.142 targeting 184.35.49.248 Obfuscated payload detected | {
"geo_location": "Bulgaria",
"device_hash": "65caf5d582e0c9fb520d36c29b764d05",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/2720-09-18 16:18:37 Firefox/3.8",
"session_id": "485b8e8a-94e0-4169-8fa7-99f2bc850043",
"risk_score": 87.32,
"confidence": 0.26
} | 152.1.111.142 | 184.35.49.248 | Supply Chain Compromise | SIG-2637 | Exploit | Obfuscated payload detected | Trellix Alert: Supply Chain Compromise detected from 152.1.111.142 targeting 184.35.49.248 Obfuscated payload detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c3951afc-0f46-403a-887e-31e9060b948e | 2025-06-18T04:18:17 | network | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 85.38.245.145 to 221.82.99.229 No additional info | {
"geo_location": "Aruba",
"device_hash": "81820f0bc65a5a1e8b4e1d3467e9768c6a14ebf902f8a2925f312ab906674bf7",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/35.0.880.0 Safari/534.2",
"session_id": "d2ff5579-8735-40c7-85f0-87f8e2f7a703",
"risk_score": 38.25,
"confidence": 0.07
} | 85.38.245.145 | 221.82.99.229 | null | null | null | No additional info | Network covert_channel from 85.38.245.145 to 221.82.99.229 No additional info | covert_channel | 781,783 | ICMP | null | null | null | null | {
"baseline_deviation": 1.34,
"entropy": 5.27,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
17ed76df-2de3-4d29-99cf-dc2d7199e3f0 | 2025-04-03T04:06:14 | iot | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC sensor_spoofing MITRE Technique: T1574.002 | {
"geo_location": "Israel",
"device_hash": "af9c1c110a317da8baac0f87f760f74cc481a798f4543060bd2e1f4a1c1e2480",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; ckb-IQ) AppleWebKit/534.35.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6534.35.7",
"session_id": "77e48e75-de58-43e7-80ae-38c44dc594fe",
"risk_score": 38.09,
"confidence": 0.49
} | null | null | null | null | null | MITRE Technique: T1574.002 | IoT device HVAC sensor_spoofing MITRE Technique: T1574.002 | sensor_spoofing | null | null | null | null | null | null | null | HVAC | iot-93810ab0 | 7.1 | null | null | null | null | null | null | null | null | null | null |
e1c6bff0-1ace-4f54-a0ea-75248c0910e3 | 2025-06-16T06:46:34 | ai | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by michelleberry Training data poisoning attempt noise=40373143 | {
"geo_location": "Morocco",
"device_hash": "ff17d75f0b7053a6e5ad0193b810b3aaffec3487e971548fb9ef9e80f0ad6ded",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_1 rv:3.0; hi-IN) AppleWebKit/531.43.4 (KHTML, like Gecko) Version/4.0.3 Safari/531.43.4",
"session_id": "e09f7167-b170-422b-bc9d-5a0cbf4d1f02",
"risk_score": 54.38,
"confidence": 0.79
} | null | null | null | null | null | Training data poisoning attempt | AI system api_abuse by michelleberry Training data poisoning attempt | api_abuse | null | null | michelleberry | null | null | null | null | null | null | null | null | null | null | null | null | model-992c29c3 | 7382a48b13c5ab3f668f675c30a7c92d7768ff9c6bda51f1223f72d1e2e707b4 | 8992cdb4f86c22104756a21fbebb3ecf | null | null |
533e3c60-cb33-4f67-87ad-22507373ea4d | 2025-02-18T10:21:17 | ai | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by tvasquez No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "3047de950f85225dd15b5de7ca932df4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/535.40.1 (KHTML, like Gecko) Version/4.0.1 Safari/535.40.1",
"session_id": "2f76730f-28a1-47ea-bd78-06f250e17afd",
"risk_score": 18.57,
"confidence": 0.46
} | null | null | null | null | null | No additional info | AI system api_abuse by tvasquez No additional info | api_abuse | null | null | tvasquez | null | null | null | null | null | null | null | null | null | null | null | null | model-d689c430 | a98da94e3f96709372367c0e3ea41ca7 | e0f6722e27b7d5f1d97e15c428c2fecd6cd5babb65cb29b62b253e294a879567 | null | null |
eb49f9d5-7037-4c45-9223-232b02a63364 | 2025-05-11T03:53:50 | ai | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by rickygates MITRE Technique: T1574.002 noise=D96A3ACA | {
"geo_location": "Vanuatu",
"device_hash": "a46bf145c07608132a81015784ab3e99ac7e574171d0914e967dd88f90bde502",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/4.1)",
"session_id": "5ea70d2a-7dbd-44c4-b6f5-6708f2f3843d",
"risk_score": 33.21,
"confidence": 0.96
} | null | null | null | null | null | MITRE Technique: T1574.002 | AI system adversarial_input by rickygates MITRE Technique: T1574.002 | adversarial_input | null | null | rickygates | null | null | null | null | null | null | null | null | null | null | null | null | model-22572bec | fc373da9a0a528c3090c97f658047db7e6ad5d19 | 652a17721614aa07cdcfd7bda923f12d8ebeb8ed7978375f3404c16dd89bd90a | null | null |
896a2a56-5aa0-42e3-a454-18b684240464 | 2025-03-18T18:30:21 | ai | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by lauren94 No additional info noise=A7A646AE | {
"geo_location": "China",
"device_hash": "87ca43f1a9d02270e6a52097be85256ab4737826",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_5) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/14.0.853.0 Safari/535.2",
"session_id": "2af92892-638a-4255-9164-1584ede7797f",
"risk_score": 57.26,
"confidence": 0.58
} | null | null | null | null | null | No additional info | AI system adversarial_input by lauren94 No additional info | adversarial_input | null | null | lauren94 | null | null | null | {
"baseline_deviation": 1.92,
"entropy": 2.07,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-1c23b536 | 75381f7375b1e625f53512e3e4f59d82 | e6757cb2c2c1d45046d25f0f2b4d2d69a6c470e8749c1b962f1ede8627d161ee | null | null |
3b752c6a-cc19-4ec4-8c50-24fd97b1f7fa | 2025-05-29T13:49:04 | ai | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by zharmon MITRE Technique: T1204.002 | {
"geo_location": "Switzerland",
"device_hash": "22d27f6a42f368854912b7cd47b4095fa0728826c40f6a8d45c52bf42d2aa2af",
"user_agent": "Mozilla/5.0 (Linux; Android 12.1) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/48.0.873.0 Safari/532.0",
"session_id": "c5445090-1975-4688-b208-54d7b7bb715f",
"risk_score": 24.66,
"confidence": 0.91
} | null | null | null | null | null | MITRE Technique: T1204.002 | AI system model_inversion by zharmon MITRE Technique: T1204.002 | model_inversion | null | null | zharmon | null | null | null | null | null | null | null | null | null | null | null | null | model-e9d5732f | ff5b455870b5259116c6b7363f79657d48388e35b2e51d5fb2f3a41721f0ec1b | 8c52b8b50fae5f6cf0c4703f5693043b2bbd6af9d0be88459be6a774f8232bdb | null | null |
7b59da54-0aa4-48fe-93c4-29263db6c9a3 | 2025-01-18T20:11:32 | ids_alert | Palo Alto Cortex v3.0.0 | emergency | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Palo Alto Cortex Alert: ICS Attack detected from 26.227.130.9 targeting 190.137.128.215 Associated Threat Actor: Kimsuky | {
"geo_location": "Austria",
"device_hash": "6e151c14a3ea3ba1165b581eee8673e5",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; kn-IN; rv:1.9.0.20) Gecko/4192-04-27 17:04:50 Firefox/15.0",
"session_id": "cee9e1e7-792d-4e9b-8394-d1b53cffb9d7",
"risk_score": 41.83,
"confidence": 0.1
} | 26.227.130.9 | 190.137.128.215 | ICS Attack | SIG-4748 | Exploit | Associated Threat Actor: Kimsuky | Palo Alto Cortex Alert: ICS Attack detected from 26.227.130.9 targeting 190.137.128.215 Associated Threat Actor: Kimsuky | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4c6eed56-4abf-4a2d-a12d-78a839bd4530 | 2025-05-04T15:12:27 | auth | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|info| desc=Auth timeout for ygarcia via password from 35.81.119.232 No additional info | {
"geo_location": "Paraguay",
"device_hash": "929261c6ccea82abbaeb391730ea77b5",
"user_agent": "Opera/9.79.(Windows NT 5.01; ayc-PE) Presto/2.9.164 Version/11.00",
"session_id": "b05461ad-f5ec-45fd-ab0d-cd1b8f1e980b",
"risk_score": 93.22,
"confidence": 0.35
} | 35.81.119.232 | null | null | null | null | No additional info | Auth timeout for ygarcia via password from 35.81.119.232 No additional info | timeout | null | null | ygarcia | null | null | null | null | null | null | null | null | null | null | password | e1:d9:6a:63:7b:75 | null | null | null | null | null |
4a42a18c-ac89-40eb-833c-7aaeb2b6e3a4 | 2025-05-21T11:42:08 | cloud | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in OCI by ashley15 No additional info | {
"geo_location": "Belize",
"device_hash": "b96b9144dcfbe850da437a8e5ae07e22",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/3.0)",
"session_id": "647fe962-3262-4fc1-aa69-7d142341abb1",
"risk_score": 38.18,
"confidence": 0.93
} | null | null | null | null | null | No additional info | Cloud instance_creation in OCI by ashley15 No additional info | instance_creation | null | null | ashley15 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-092532cd |
19ab4ffb-e1a2-413f-adfe-8a369a9e24c6 | 2025-02-22T00:20:23 | cloud | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in GCP by paulbaldwin No additional info | {
"geo_location": "Nauru",
"device_hash": "dd9c13296565c463d3c2ea2ca862f521",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_6; rv:1.9.3.20) Gecko/3691-03-24 17:07:59 Firefox/3.8",
"session_id": "b2414373-f0e7-473d-b015-fac0fd49b69a",
"risk_score": 41.92,
"confidence": 0.44
} | null | null | null | null | null | No additional info | Cloud container_escape in GCP by paulbaldwin No additional info | container_escape | null | null | paulbaldwin | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-fb368eb8 |
b9eabf06-0fe7-4bd9-a9da-67980d62df68 | 2025-05-05T19:46:48 | network | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|high| desc=Network beaconing from 29.202.251.3 to 95.233.30.192 No additional info | {
"geo_location": "Morocco",
"device_hash": "87068383a9707d9f8f215b0becc3dd64",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/43.0.882.0 Safari/532.2",
"session_id": "53622876-672e-4553-b0b2-6c8947f96d9d",
"risk_score": 66.69,
"confidence": 0.77
} | 29.202.251.3 | 95.233.30.192 | null | null | null | No additional info | Network beaconing from 29.202.251.3 to 95.233.30.192 No additional info | beaconing | 493,637 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
98c08098-ad6d-4a5b-a926-e2781e98d7c7 | 2025-06-12T02:31:01 | auth | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|high| desc=Auth failed for harriskatie via passwordless from 193.86.65.153 No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "60d07ac1ea799eb6f3ef753b95b4edd0",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_7; rv:1.9.6.20) Gecko/5526-10-26 16:06:28 Firefox/3.8",
"session_id": "996a5f1e-2225-4e86-b75a-544fa076a973",
"risk_score": 38.8,
"confidence": 0.71
} | 193.86.65.153 | null | null | null | null | No additional info | Auth failed for harriskatie via passwordless from 193.86.65.153 No additional info | failed | null | null | harriskatie | null | null | null | null | null | null | null | null | null | null | passwordless | 22:1e:00:1c:2b:17 | null | null | null | null | null |
0c7209b2-2281-40bb-9314-759a16e0eea5 | 2025-04-26T20:24:55 | endpoint | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec of by kurtpatterson MITRE Technique: T1078.004 noise=UGVvcGxlLg== | {
"geo_location": "Taiwan",
"device_hash": "a8f929225860d00b72e2580a6683a648",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_4; rv:1.9.6.20) Gecko/8162-09-15 15:35:54 Firefox/3.8",
"session_id": "5017f315-80e4-4e8b-b47b-e6f8be0ee39a",
"risk_score": 66.96,
"confidence": 0.26
} | null | null | null | null | null | MITRE Technique: T1078.004 | Endpoint powershell_exec of by kurtpatterson MITRE Technique: T1078.004 | powershell_exec | null | null | kurtpatterson | of | 2,676 | explorer.exe | {
"baseline_deviation": 1.6,
"entropy": 6.3,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
b9e25523-c0a2-4899-b9c3-501c2980c160 | 2024-04-28T06:14:46 | ai | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by jenkinsjason No additional info | {
"geo_location": "Congo",
"device_hash": "3e028067e965255d1d9118a8de17263332e5bd8c",
"user_agent": "Opera/9.91.(Windows NT 4.0; nr-ZA) Presto/2.9.176 Version/10.00",
"session_id": "7b3bc641-eef6-4936-9066-03d196b37383",
"risk_score": 51.57,
"confidence": 0.01
} | null | null | null | null | null | No additional info | AI system api_abuse by jenkinsjason No additional info | api_abuse | null | null | jenkinsjason | null | null | null | null | null | null | null | null | null | null | null | null | model-059e1665 | 0c1c3036ac7432252800b8f3c6376dae8f94ff37 | 6f3722df8656dd202dbe2f5ec151c65c | null | null |
c80ac1b9-70e3-47d9-9833-63cffab9146d | 2025-07-05T15:12:07 | firewall | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|critical| desc=Firewall log-only RDP traffic from 63.156.170.129:152 to 156.237.204.110:835 MITRE Technique: T1486 noise=V2Vlay4= | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "5372934827641beb5b92c118e94760ce7a13822b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/27.0.838.0 Safari/534.2",
"session_id": "8eacfe7e-247d-41c0-9563-4643622cb17c",
"risk_score": 42.97,
"confidence": 0.82
} | 63.156.170.129 | 156.237.204.110 | null | null | null | MITRE Technique: T1486 | Firewall log-only RDP traffic from 63.156.170.129:152 to 156.237.204.110:835 MITRE Technique: T1486 | log-only | 36,112 | RDP | null | null | null | null | null | null | null | null | 152 | 835 | 2,686 | null | null | null | null | null | null | null |
3a18bd82-4a91-481d-ae43-50ac85c2020a | 2025-04-19T16:46:22 | firewall | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|info| desc=Firewall allow ICMP traffic from 18.31.245.213:12 to 36.186.187.62:806 No additional info | {
"geo_location": "Cook Islands",
"device_hash": "3826ad3058ebe674c760dfcc9297a28f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/3.0)",
"session_id": "1bdc68a1-ff10-44a6-a0d9-5ada4183d69f",
"risk_score": 71.46,
"confidence": 0.57
} | 18.31.245.213 | 36.186.187.62 | null | null | null | No additional info | Firewall allow ICMP traffic from 18.31.245.213:12 to 36.186.187.62:806 No additional info | allow | 903,207 | ICMP | null | null | null | null | null | null | null | null | 12 | 806 | 3,495 | null | null | null | null | null | null | null |
8fc54ec8-c0c1-4f67-8615-371e5335bfa1 | 2025-06-08T04:08:40 | cloud | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Alibaba by mfloyd MITRE Technique: T1071.001 | {
"geo_location": "Iran",
"device_hash": "a1170bf23577d142194fe5b4860e3d736929fdb6",
"user_agent": "Opera/8.12.(Windows NT 5.1; da-DK) Presto/2.9.161 Version/12.00",
"session_id": "c3ef5c24-82fe-4524-ba8c-bb13f1bf6cd3",
"risk_score": 81.62,
"confidence": 0.11
} | null | null | null | null | null | MITRE Technique: T1071.001 | Cloud config_change in Alibaba by mfloyd MITRE Technique: T1071.001 | config_change | null | null | mfloyd | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-8dff03fc |
616f54cd-98ef-4235-90d9-fc850aa46978 | 2025-04-13T12:37:25 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor command_injection No additional info | {
"geo_location": "Peru",
"device_hash": "d54338bfc79093bb8cb5fe5e9dc7cf97",
"user_agent": "Opera/9.87.(Windows NT 10.0; bn-IN) Presto/2.9.182 Version/11.00",
"session_id": "2ad66544-8732-4e84-a37d-73c409fda88e",
"risk_score": 25.94,
"confidence": 0.67
} | null | null | null | null | null | No additional info | IoT device Sensor command_injection No additional info | command_injection | null | null | null | null | null | null | null | Sensor | iot-dbb2be86 | 4.7 | null | null | null | null | null | null | null | null | null | null |
ca71807b-8acf-4400-a25d-edf5e9294b8c | 2028-02-10T15:37:57 | auth | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth locked for linda73 via password from 105.55.167.235 No additional info | {
"geo_location": "Uganda",
"device_hash": "90db632b00ff3cd04c680e19a3b0b26f39a866c7",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_5 rv:6.0; ff-SN) AppleWebKit/533.50.1 (KHTML, like Gecko) Version/4.0.1 Safari/533.50.1",
"session_id": "b1994fca-f1df-43ef-9f18-97df02b46975",
"risk_score": 53.13,
"confidence": 0.22
} | 105.55.167.235 | null | null | null | null | No additional info | Auth locked for linda73 via password from 105.55.167.235 No additional info | locked | null | null | linda73 | null | null | null | null | null | null | null | null | null | null | password | 65:45:51:4b:37:04 | null | null | null | null | null |
de5af4f1-b4e4-47e9-a137-502a54d759a9 | 2025-03-26T23:41:29 | ids_alert | Elastic SIEM v8.9.0 | emergency | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|emergency| desc=Elastic SIEM Alert: Brute Force detected from 208.132.44.153 targeting 158.134.124.167 MITRE Technique: T1059.005 | {
"geo_location": "Lebanon",
"device_hash": "2d16c1548ccfaf538e202593a528eb2d66eadb04",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/535.31.7 (KHTML, like Gecko) Version/4.0 Safari/535.31.7",
"session_id": "6af47f2b-39a3-4d34-870a-7b706df0c803",
"risk_score": 13.25,
"confidence": 0.47
} | 208.132.44.153 | 158.134.124.167 | Brute Force | SIG-9212 | Malware | MITRE Technique: T1059.005 | Elastic SIEM Alert: Brute Force detected from 208.132.44.153 targeting 158.134.124.167 MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
08a40e78-bf87-4a20-9cdb-4c9f3715dd1e | 2025-03-10T23:22:12 | endpoint | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop /value/event.webm by benjaminmiller No additional info | {
"geo_location": "Iran",
"device_hash": "98f5575c019c309bea5c898bedf21bb7784eabf72dd73fd7b46ee484fc09f5b7",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/531.24.2 (KHTML, like Gecko) Version/5.0.3 Safari/531.24.2",
"session_id": "97b99fa6-8c89-49f9-a21e-f11a4bcf21d6",
"risk_score": 75.59,
"confidence": 0.76
} | null | null | null | null | null | No additional info | Endpoint process_stop /value/event.webm by benjaminmiller No additional info | process_stop | null | null | benjaminmiller | /value/event.webm | 2,114 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f5dc42c1-483e-445d-ae18-0fd7d9762bf2 | 2025-04-27T10:53:13 | auth | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth failed for thomaskathleen via SAML from 134.29.84.21 No additional info | {
"geo_location": "Micronesia",
"device_hash": "f98c3ff3c30955f7d1faf473939c36ca",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/51.0.855.0 Safari/534.1",
"session_id": "69c43e60-81b9-4e44-b280-456cb1d85f2d",
"risk_score": 81.09,
"confidence": 0.72
} | 134.29.84.21 | null | null | null | null | No additional info | Auth failed for thomaskathleen via SAML from 134.29.84.21 No additional info | failed | null | null | thomaskathleen | null | null | null | null | null | null | null | null | null | null | SAML | 4c:96:16:a6:2b:b8 | null | null | null | null | null |
bface3ca-a0b5-43ad-82eb-d6872966b15b | 2025-04-22T20:30:05 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth locked for dwells via SAML from 90.172.42.52 No additional info | {
"geo_location": "Tonga",
"device_hash": "143e9790975b35dea606bbfd7970121a",
"user_agent": "Opera/8.65.(Windows 98; Win 9x 4.90; quz-PE) Presto/2.9.160 Version/11.00",
"session_id": "b915790f-929d-45f0-91fa-5ba27e8fdf11",
"risk_score": 100,
"confidence": 0.75
} | 90.172.42.52 | null | null | null | null | No additional info | Auth locked for dwells via SAML from 90.172.42.52 No additional info | locked | null | null | dwells | null | null | null | null | null | null | null | null | null | null | SAML | ab:ab:76:00:5a:43 | null | null | null | null | null |
3915cb10-929b-4a19-ba82-6d9dab8324a0 | 2025-03-30T19:39:24 | ai | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by kevinreeves No additional info | {
"geo_location": "Christmas Island",
"device_hash": "f963cb278f76f776d2baaa4eba50e6df390bc7f1",
"user_agent": "Opera/8.27.(X11; Linux i686; tr-CY) Presto/2.9.168 Version/10.00",
"session_id": "dbe95465-d33c-4321-a116-c0ce69eb62f1",
"risk_score": 60.78,
"confidence": 0.33
} | null | null | null | null | null | No additional info | AI system membership_inference by kevinreeves No additional info | membership_inference | null | null | kevinreeves | null | null | null | null | null | null | null | null | null | null | null | null | model-12c5eee2 | 0cd8c16bb1a118c5fcbc323ca0e142dc7b684feae172376717bf8d148dedf6a5 | fcc89a37b41523ee454a18cd5345de81 | null | null |
5e9f5c90-9822-4368-97ad-cdf8c159e340 | 2025-04-04T20:50:00 | network | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|info| desc=Network connection from 12.52.68.211 to 38.211.59.139 No additional info noise=QmV0d2Vlbi4= | {
"geo_location": "Costa Rica",
"device_hash": "76c2687d1eb7acb494cd7c059d08a244678bd8cf0dc30bd6035a554aab7aca2f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/5.1)",
"session_id": "a87c1905-d2a1-4ad1-aa14-8b261f76fd26",
"risk_score": 37.27,
"confidence": 0.66
} | 12.52.68.211 | 38.211.59.139 | null | null | null | No additional info | Network connection from 12.52.68.211 to 38.211.59.139 No additional info | connection | 686,130 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ae73fca9-7120-405d-b5df-8206b4bc6bc4 | 2025-07-05T17:50:45 | ai | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by steven03 No additional info noise=U3RyYXRlZ3ku | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "a306a76beea46cc9cb6388b32c6939f9301c4ba0a7bf05b5f0570768fd4dc7cd",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/534.24.1 (KHTML, like Gecko) Version/4.0.3 Safari/534.24.1",
"session_id": "35289c71-28df-46cd-a10a-fadd412d0a48",
"risk_score": 69.62,
"confidence": 0.34
} | null | null | null | null | null | No additional info | AI system api_abuse by steven03 No additional info | api_abuse | null | null | steven03 | null | null | null | null | null | null | null | null | null | null | null | null | model-c6b7ffd8 | 334a6e7fea8689d44e8651b203dc683252b90337 | 2164febfecff169bb03f2f142f1bad8f | null | null |
69008b8f-aa43-4579-bd2a-471f9b7dd720 | 2025-05-05T11:00:41 | iot | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|low| desc=IoT device Camera side_channel No additional info | {
"geo_location": "Reunion",
"device_hash": "78b17d35e712fea4cf92d3e96bf4c946",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/39.0.813.0 Safari/536.0",
"session_id": "01e00cd0-1a7f-424a-b68d-91ef7c130521",
"risk_score": 18.91,
"confidence": 0.98
} | null | null | null | null | null | No additional info | IoT device Camera side_channel No additional info | side_channel | null | null | null | null | null | null | null | Camera | iot-7f6aba5a | 7.7 | null | null | null | null | null | null | null | null | null | null |
a6f90652-3209-45ed-8d61-203a338ca96b | 2025-03-02T14:16:23 | cloud | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in GCP by christopherramsey Cross-tenant access detected | {
"geo_location": "Faroe Islands",
"device_hash": "4a39a346fde5ec440086dbcf284baf94",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/5.1)",
"session_id": "9c0d4bea-f00a-4444-a325-12d4ad9b660c",
"risk_score": 21.32,
"confidence": 0.07
} | null | null | null | null | null | Cross-tenant access detected | Cloud permission_escalation in GCP by christopherramsey Cross-tenant access detected | permission_escalation | null | null | christopherramsey | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-960daaac |
54425c26-9bd6-4783-9215-680f816785a3 | 2025-07-01T02:48:27 | ids_alert | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=Tanium Alert: MFA Bypass detected from 21.23.63.109 targeting 183.224.118.80 MITRE Technique: T1566.001 | {
"geo_location": "Marshall Islands",
"device_hash": "f1316d6ab767e5afdf07f76e0870a4e9",
"user_agent": "Opera/8.65.(Windows NT 5.2; ha-NG) Presto/2.9.166 Version/11.00",
"session_id": "4925cdbd-e863-4f30-96e4-68012c099f66",
"risk_score": 42.64,
"confidence": 0.27
} | 21.23.63.109 | 183.224.118.80 | MFA Bypass | SIG-2870 | Exploit | MITRE Technique: T1566.001 | Tanium Alert: MFA Bypass detected from 21.23.63.109 targeting 183.224.118.80 MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
feb336de-3114-422e-af9e-c1a0976d3adc | 2025-03-12T16:37:07 | cloud | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in Azure by ramostimothy No additional info | {
"geo_location": "Azerbaijan",
"device_hash": "89b8b3aac3bdfb27eb17547e54d19c7ccbb87feb",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/533.9.5 (KHTML, like Gecko) Version/5.0 Safari/533.9.5",
"session_id": "77b90fcc-7b66-4123-ae65-c9cb71981c89",
"risk_score": 14.67,
"confidence": 0.2
} | null | null | null | null | null | No additional info | Cloud crypto_mining in Azure by ramostimothy No additional info | crypto_mining | null | null | ramostimothy | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-31143999 |
ddab9260-6729-4612-b87f-405bdfc8b00e | 2025-02-19T05:08:47 | ai | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by daviskaren MITRE Technique: T1543.003 | {
"geo_location": "Mauritania",
"device_hash": "691c774cce300a66726eeeb1af80deddbd4457e8",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/40.0.840.0 Safari/533.1",
"session_id": "d973867a-ce8a-4ded-bfa7-9134f22e3907",
"risk_score": 45.71,
"confidence": 0.86
} | null | null | null | null | null | MITRE Technique: T1543.003 | AI system training_data_poisoning by daviskaren MITRE Technique: T1543.003 | training_data_poisoning | null | null | daviskaren | null | null | null | null | null | null | null | null | null | null | null | null | model-8c81d21a | d3a30a946770ef14a9e9ce9c4bd72b9c9b0cefe169dba787506058d4ec4ec9aa | 93203edf59218c66e6c4027b5fa00bf52f567cce | null | null |
32ccc214-2fac-4d81-9951-fa68abcf35be | 2024-01-06T04:10:29 | network | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|info| desc=Network connection from 159.78.161.184 to 175.49.115.73 No additional info | {
"geo_location": "Luxembourg",
"device_hash": "b9b8b2730effc23ea4e98c470df425e50b91324f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/5.1)",
"session_id": "3a49f6d1-39c3-441f-8072-62f095645381",
"risk_score": 37,
"confidence": 0.46
} | 159.78.161.184 | 175.49.115.73 | null | null | null | No additional info | Network connection from 159.78.161.184 to 175.49.115.73 No additional info | connection | 634,936 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ad79d05a-421e-4834-9f3f-6425301b2596 | 2025-04-30T23:40:40 | cloud | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in OCI by vholland Associated Threat Actor: APT35 | Unconventional IOC: GPU memory artifacts | {
"geo_location": "Aruba",
"device_hash": "79f6b02be9e93611a26fcf4c000f72f3",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.2) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/20.0.833.0 Safari/535.1",
"session_id": "28a79766-d8dd-48b3-b61a-80866385b34c",
"risk_score": 40.97,
"confidence": 0.37
} | null | null | null | null | null | Associated Threat Actor: APT35 | Unconventional IOC: GPU memory artifacts | Cloud config_change in OCI by vholland Associated Threat Actor: APT35 | Unconventional IOC: GPU memory artifacts | config_change | null | null | vholland | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-118d93f0 |
0811deb5-7916-4eb0-8a48-fa9d5a91fd15 | 2025-02-26T10:17:14 | firewall | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|low| desc=Firewall allow DNS traffic from 30.4.102.89:49744 to 10.6.194.143:664 MITRE Technique: T1204.002 | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "aee997a3709a289b01b3e9eaccb69635",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.0)",
"session_id": "10e9ec1a-9a79-4b0b-b7b0-2668b54e4a86",
"risk_score": 37.41,
"confidence": 0.49
} | 30.4.102.89 | 10.6.194.143 | null | null | null | MITRE Technique: T1204.002 | Firewall allow DNS traffic from 30.4.102.89:49744 to 10.6.194.143:664 MITRE Technique: T1204.002 | allow | 309,693 | DNS | null | null | null | null | null | null | null | null | 49,744 | 664 | 2,646 | null | null | null | null | null | null | null |
15bb26bd-230c-43b9-8255-89f0920750d3 | 2025-06-19T23:57:32 | iot | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat battery_drain MITRE Technique: T1071.001 | {
"geo_location": "Tunisia",
"device_hash": "f93e21b7b760bbaf234ecb01ac3f9198",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/35.0.864.0 Safari/536.1",
"session_id": "425d88ea-167f-4969-a1d7-d45f97002884",
"risk_score": 39.78,
"confidence": 0.97
} | null | null | null | null | null | MITRE Technique: T1071.001 | IoT device Thermostat battery_drain MITRE Technique: T1071.001 | battery_drain | null | null | null | null | null | null | null | Thermostat | iot-b401e0dd | 2.7 | null | null | null | null | null | null | null | null | null | null |
7997804f-8e68-4e9e-bfdd-37d971795a9e | 2025-05-23T05:23:03 | network | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 124.187.136.134 to 201.167.174.30 Associated Threat Actor: APT37 | {
"geo_location": "Micronesia",
"device_hash": "9d3a68334ed89dacc070be0f05c1c6740af8aa87cf93f4ac6730613cb6c62535",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_9 rv:6.0; niu-NZ) AppleWebKit/533.31.7 (KHTML, like Gecko) Version/4.1 Safari/533.31.7",
"session_id": "2174942d-1bdb-4a50-a125-743211d5bd3b",
"risk_score": 54.91,
"confidence": 0.84
} | 124.187.136.134 | 201.167.174.30 | null | null | null | Associated Threat Actor: APT37 | Network covert_channel from 124.187.136.134 to 201.167.174.30 Associated Threat Actor: APT37 | covert_channel | 238,495 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ffe4c362-9054-4644-aff5-46e68431dc43 | 2025-03-27T03:36:16 | endpoint | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection market by leahjames MITRE Technique: T1566.001 | Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Saint Martin",
"device_hash": "34bbd3b03f038223a8ad2e2012e6bfa3b4fa08ce",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_9 rv:3.0; gl-ES) AppleWebKit/535.46.4 (KHTML, like Gecko) Version/5.0.4 Safari/535.46.4",
"session_id": "98c5a7bc-7a60-4c5b-a112-dd5d59b30a70",
"risk_score": 55.14,
"confidence": 0.11
} | null | null | null | null | null | MITRE Technique: T1566.001 | Unconventional IOC: Bios timestamp anomalies | Endpoint memory_injection market by leahjames MITRE Technique: T1566.001 | Unconventional IOC: Bios timestamp anomalies | memory_injection | null | null | leahjames | market | 7,191 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4a27ccfa-8c20-47d2-9f68-a90ef85e0c3e | 2027-06-01T13:45:09 | auth | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|high| desc=Auth challenge for paulgibson via SAML from 191.197.158.160 No additional info | {
"geo_location": "Canada",
"device_hash": "9da7c13e6e8189fd9b11c2a608f8a418a679fd18",
"user_agent": "Opera/9.51.(Windows NT 5.01; fa-IR) Presto/2.9.162 Version/10.00",
"session_id": "fa17d006-d68d-4ae5-a4c2-970a6d7a2800",
"risk_score": 55.55,
"confidence": 0.9
} | 191.197.158.160 | null | null | null | null | No additional info | Auth challenge for paulgibson via SAML from 191.197.158.160 No additional info | challenge | null | null | paulgibson | null | null | null | null | null | null | null | null | null | null | SAML | c4:e2:40:c4:22:32 | null | null | null | null | null |
83f9cb36-feed-48f4-a5d5-60fe0c76fe92 | 2025-01-16T12:47:19 | endpoint | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task technology by whiteemily No additional info | {
"geo_location": "Switzerland",
"device_hash": "c9aaeae39a95018cfc2207cec2bd5bda2ed56818",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/7626-05-28 09:49:10 Firefox/3.8",
"session_id": "02c3b0b0-d8bc-4983-81e8-284e1d70fcfc",
"risk_score": 27.36,
"confidence": 0.47
} | null | null | null | null | null | No additional info | Endpoint scheduled_task technology by whiteemily No additional info | scheduled_task | null | null | whiteemily | technology | 5,113 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
111570d8-136f-4d84-b5e1-9043fdef6a48 | 2025-07-10T01:14:33 | ai | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by conradmichael No additional info | {
"geo_location": "Gibraltar",
"device_hash": "bc24a3758e1b2e8737fe70da0f0809333366fff03695f214f648a5b404cc8442",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; he-IL) AppleWebKit/531.48.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6531.48.5",
"session_id": "c872f9ec-2c27-4869-99f6-7becf1275c3b",
"risk_score": 50.12,
"confidence": 0.81
} | null | null | null | null | null | No additional info | AI system api_abuse by conradmichael No additional info | api_abuse | null | null | conradmichael | null | null | null | null | null | null | null | null | null | null | null | null | model-a7ddc350 | d1def4018a6691a219c58bf376423cd5 | 998c834e5068deabb8f274fb3ef25d5114f53880 | null | null |
dff62d1b-54aa-4c40-9a64-ee2783469609 | 2025-05-26T23:04:06 | auth | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|high| desc=Auth bypass for rebecca60 via SAML from 179.0.2.92 No additional info | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "abaaa25c3c1ef400a7d0c169514d5bb3b0ed019b",
"user_agent": "Opera/9.80.(Windows NT 5.2; gl-ES) Presto/2.9.179 Version/12.00",
"session_id": "0d1ece8f-4366-4886-9a15-25f2e190695b",
"risk_score": 43.13,
"confidence": 0.76
} | 179.0.2.92 | null | null | null | null | No additional info | Auth bypass for rebecca60 via SAML from 179.0.2.92 No additional info | bypass | null | null | rebecca60 | null | null | null | null | null | null | null | null | null | null | SAML | ed:ae:89:d6:bc:e1 | null | null | null | null | null |
c8b044d0-49b6-4441-8ebe-5f05cefd98f0 | 2025-05-07T04:53:29 | iot | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor firmware_update No additional info | {
"geo_location": "Bangladesh",
"device_hash": "480bed2a47a018999fd6fe05dba5d6ad",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_5 rv:6.0; tl-PH) AppleWebKit/535.47.3 (KHTML, like Gecko) Version/4.1 Safari/535.47.3",
"session_id": "889a575f-f734-4496-a76d-b4c4e6a74084",
"risk_score": 48.1,
"confidence": 0.43
} | null | null | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Sensor | iot-7ddabafe | 10.7 | null | null | null | null | null | null | null | null | null | null |
13ecafcf-9d72-4958-a39e-cc66ef99c4d6 | 2025-04-12T00:10:30 | iot | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC command_injection No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "90e18e3e3c0b90c93daa0aa86b27b9a1da6c6b362719b10550e9cbfcc91837ca",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/2286-05-02 02:40:45 Firefox/3.8",
"session_id": "901c4aaa-0320-456e-b3da-05e11c412568",
"risk_score": 14.18,
"confidence": 1
} | null | null | null | null | null | No additional info | IoT device HVAC command_injection No additional info | command_injection | null | null | null | null | null | null | null | HVAC | iot-213362b3 | 7.5 | null | null | null | null | null | null | null | null | null | null |
29248051-32a9-4862-9afe-993cc2f8e4fa | 2025-04-18T02:05:46 | firewall | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only SSH traffic from 217.179.121.58:33 to 10.157.111.252:22 MITRE Technique: T1547.001 | {
"geo_location": "Andorra",
"device_hash": "dd66291921937e9b2c082a623cd2f9afaab3f214",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_2 rv:4.0; yi-US) AppleWebKit/531.8.1 (KHTML, like Gecko) Version/5.0.3 Safari/531.8.1",
"session_id": "a010df9c-139f-4088-bde6-40fc1bb0df4e",
"risk_score": 62.53,
"confidence": 0.78
} | 217.179.121.58 | 10.157.111.252 | null | null | null | MITRE Technique: T1547.001 | Firewall log-only SSH traffic from 217.179.121.58:33 to 10.157.111.252:22 MITRE Technique: T1547.001 | log-only | 766,651 | SSH | null | null | null | null | null | null | null | null | 33 | 22 | 655 | null | null | null | null | null | null | null |
b9934033-0514-4dac-9dcb-26c22dc6cc32 | 2025-03-06T10:34:22 | network | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 33.133.13.165 to 162.221.196.94 No additional info | {
"geo_location": "Fiji",
"device_hash": "3cf1b30d97038e5a38244fe89c76b53df0f74adf1ea242f380cca0770e738eac",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/3.0)",
"session_id": "055c86fc-12b0-4e19-b55a-39772c4e45a5",
"risk_score": 29.31,
"confidence": 0.28
} | 33.133.13.165 | 162.221.196.94 | null | null | null | No additional info | Network data_exfiltration from 33.133.13.165 to 162.221.196.94 No additional info | data_exfiltration | 631,749 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b86a1bb1-fae8-4a85-9db3-06c9e755b559 | 2025-04-30T12:04:59 | firewall | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|high| desc=Firewall log-only UDP traffic from 182.173.237.18:580 to 169.179.137.4:465 No additional info | {
"geo_location": "Belarus",
"device_hash": "4c192b5f87af69162307682103d71d3dfb78aab0e6f750edbde55611d4adefbd",
"user_agent": "Opera/9.94.(Windows NT 5.2; iu-CA) Presto/2.9.171 Version/10.00",
"session_id": "4e862cbe-98af-4a39-97cf-4f69407143b2",
"risk_score": 65.75,
"confidence": 0.33
} | 182.173.237.18 | 169.179.137.4 | null | null | null | No additional info | Firewall log-only UDP traffic from 182.173.237.18:580 to 169.179.137.4:465 No additional info | log-only | 32,192 | UDP | null | null | null | null | null | null | null | null | 580 | 465 | 1,218 | null | null | null | null | null | null | null |
d6df6d43-1f81-42d4-bf96-ce153543674e | 2025-01-24T03:14:24 | iot | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat firmware_update No additional info | {
"geo_location": "New Zealand",
"device_hash": "296ea258ff84c685374e0289a98070b8ea0db2e5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/3.1)",
"session_id": "153bb81a-e260-458d-a150-edb622386dd9",
"risk_score": 46.71,
"confidence": 0.53
} | null | null | null | null | null | No additional info | IoT device Thermostat firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Thermostat | iot-ebacc2ff | 2.8 | null | null | null | null | null | null | null | null | null | null |
e52b288c-7e1b-4833-937a-c7d8681278dd | 2025-03-07T05:42:30 | network | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 10.32.49.75 to 179.53.77.20 MITRE Technique: T1486 noise=main/main | {
"geo_location": "Gabon",
"device_hash": "364baa7f81475d86d4f72bfe18fccaaa3ace64dc5abae404ae6bdcf93d5836eb",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/531.15.1 (KHTML, like Gecko) Version/4.1 Safari/531.15.1",
"session_id": "9bc52760-2a93-4945-b1ac-9abe0ee4c2dd",
"risk_score": 48.58,
"confidence": 0.29
} | 10.32.49.75 | 179.53.77.20 | null | null | null | MITRE Technique: T1486 | Network beaconing from 10.32.49.75 to 179.53.77.20 MITRE Technique: T1486 | beaconing | 557,374 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8e6d5b4a-dd5c-43a8-97ff-a1a84efc4868 | 2025-04-11T20:44:27 | cloud | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in Azure by hgonzalez MITRE Technique: T1053.005 noise=C5C8C9CB | {
"geo_location": "Greenland",
"device_hash": "5e8cfef7facc49cf921852b5286cd4dba411c96db8fff8915f239a168dba715e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_4) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/35.0.886.0 Safari/532.0",
"session_id": "20c41665-ca74-4ab1-a9ba-647172103058",
"risk_score": 32.07,
"confidence": 0.51
} | null | null | null | null | null | MITRE Technique: T1053.005 | Cloud api_abuse in Azure by hgonzalez MITRE Technique: T1053.005 | api_abuse | null | null | hgonzalez | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-eeead990 |
d7acd0e7-c363-416a-a1c1-e16c40c3c722 | 2025-04-08T08:48:50 | auth | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|info| desc=Auth failed for lloydemma via SAML from 219.162.254.214 No additional info | {
"geo_location": "Georgia",
"device_hash": "1ddd0dd0f0e28cb88e5d334c01dd8b4d462ba504b0139c765f9d4d4c10f83fd7",
"user_agent": "Opera/9.50.(Windows NT 10.0; brx-IN) Presto/2.9.186 Version/11.00",
"session_id": "8c9efaff-fd99-42a7-a52f-a0d719431b42",
"risk_score": 52.21,
"confidence": 0.69
} | 219.162.254.214 | null | null | null | null | No additional info | Auth failed for lloydemma via SAML from 219.162.254.214 No additional info | failed | null | null | lloydemma | null | null | null | null | null | null | null | null | null | null | SAML | b9:68:2a:f9:4e:6e | null | null | null | null | null |
36b9146a-1ba7-48fc-9a1e-1dff852390e3 | 2025-04-20T02:54:13 | firewall | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine HTTP traffic from 116.111.50.30:301 to 48.160.236.138:342 MITRE Technique: T1059.005 | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "1e5427375cf4b1d9b77dc5c3a70845a8ed58956b",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_0) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/28.0.841.0 Safari/532.2",
"session_id": "a7e76ae2-5029-4c37-a5c2-d70355d27eae",
"risk_score": 54.5,
"confidence": 0.3
} | 116.111.50.30 | 48.160.236.138 | null | null | null | MITRE Technique: T1059.005 | Firewall quarantine HTTP traffic from 116.111.50.30:301 to 48.160.236.138:342 MITRE Technique: T1059.005 | quarantine | 1,052 | HTTP | null | null | null | null | null | null | null | null | 301 | 342 | 1,184 | null | null | null | null | null | null | null |
8d8bab17-a7d1-4ee2-b08c-b2507aa59fb4 | 2025-05-28T10:11:12 | auth | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|high| desc=Auth bypass for wilsonjames via SAML from 76.2.162.213 No additional info | {
"geo_location": "French Polynesia",
"device_hash": "679161b9d0afdc6e0416cdadaf2c86af71c42af2",
"user_agent": "Opera/9.68.(X11; Linux i686; tk-TM) Presto/2.9.186 Version/11.00",
"session_id": "7e2662db-3451-4de4-b3a4-d77dd51e45e5",
"risk_score": 95.8,
"confidence": 0.75
} | 76.2.162.213 | null | null | null | null | No additional info | Auth bypass for wilsonjames via SAML from 76.2.162.213 No additional info | bypass | null | null | wilsonjames | null | null | null | null | null | null | null | null | null | null | SAML | 74:54:1a:52:04:85 | null | null | null | null | null |
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