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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
026c1903-8910-4fb5-a8db-fd6d2573c438 | 2025-06-19T11:34:51 | auth | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for danielrodney via password from 107.126.177.146 No additional info | {
"geo_location": "Syrian Arab Republic",
"device_hash": "89d4b4390db5eac333dedde5fc8de389",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; ka-GE; rv:1.9.2.20) Gecko/9774-08-04 07:32:48 Firefox/3.8",
"session_id": "72b79f44-68e2-4b39-a659-536d6a42d44e",
"risk_score": 36.64,
"confidence": 0.31
} | 107.126.177.146 | null | null | null | null | No additional info | Auth bypass for danielrodney via password from 107.126.177.146 No additional info | bypass | null | null | danielrodney | null | null | null | null | null | null | null | null | null | null | password | af:98:af:ae:ab:9c | null | null | null | null | null |
f0491784-7d6a-4537-aa06-03bb36f87f5a | 2025-01-23T06:08:21 | 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 AWS by timothymendoza MITRE Technique: T1190 | {
"geo_location": "Bangladesh",
"device_hash": "db511160248ceaf0523eb47f0054e605",
"user_agent": "Opera/9.37.(Windows NT 6.1; hr-HR) Presto/2.9.175 Version/12.00",
"session_id": "f38eda61-12f1-4a64-aed2-84832e477a9b",
"risk_score": 20.22,
"confidence": 0.25
} | null | null | null | null | null | MITRE Technique: T1190 | Cloud instance_creation in AWS by timothymendoza MITRE Technique: T1190 | instance_creation | null | null | timothymendoza | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-87fc850c |
8b13a0e2-d65e-4012-bfd8-220d9c20b38f | 2025-01-15T17:08:14 | cloud | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in OCI by cunninghamkelly MITRE Technique: T1059.001 | {
"geo_location": "Kuwait",
"device_hash": "be6d280ae50c0e9de9b50b1531c44b64",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/6738-10-07 23:35:01 Firefox/10.0",
"session_id": "09cb21c1-f246-452c-97f4-01d37390942e",
"risk_score": 43.98,
"confidence": 0.48
} | null | null | null | null | null | MITRE Technique: T1059.001 | Cloud api_abuse in OCI by cunninghamkelly MITRE Technique: T1059.001 | api_abuse | null | null | cunninghamkelly | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-25e77518 |
e7a50b63-105b-4548-b860-508889ae02c9 | 2025-02-24T17:09:09 | firewall | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only UDP traffic from 166.91.76.196:731 to 70.55.132.173:484 No additional info noise=EC531153 | {
"geo_location": "Netherlands",
"device_hash": "593a9790473e7e97604d73b48ea58495",
"user_agent": "Opera/8.92.(Windows NT 4.0; crh-UA) Presto/2.9.183 Version/10.00",
"session_id": "8cb8610a-ec7c-46eb-a826-c5ff5c04ac47",
"risk_score": 30.29,
"confidence": 0.27
} | 166.91.76.196 | 70.55.132.173 | null | null | null | No additional info | Firewall log-only UDP traffic from 166.91.76.196:731 to 70.55.132.173:484 No additional info | log-only | 100,847 | UDP | null | null | null | null | null | null | null | null | 731 | 484 | 1,510 | null | null | null | null | null | null | null |
b4f13ec4-0798-49c9-ae57-e3d7db3a3811 | 2025-02-06T15:38:20 | firewall | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|info| desc=Firewall drop DNS traffic from 56.168.7.109:740 to 130.94.34.66:349 No additional info | {
"geo_location": "Egypt",
"device_hash": "9697cdee39a3f8befc8012a91e738b45",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "733f4d88-49eb-4a15-910c-a1efcfdb64c8",
"risk_score": 18.96,
"confidence": 0.25
} | 56.168.7.109 | 130.94.34.66 | null | null | null | No additional info | Firewall drop DNS traffic from 56.168.7.109:740 to 130.94.34.66:349 No additional info | drop | 883,969 | DNS | null | null | null | null | null | null | null | null | 740 | 349 | 701 | null | null | null | null | null | null | null |
205c2d10-920a-4817-b645-4da65950d83b | 2025-04-15T05:35:36 | endpoint | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec /environment/behavior.flac by thomas99 Associated Threat Actor: Inception Framework | {
"geo_location": "Pakistan",
"device_hash": "8008b675539d4d5ac445834bf19ffe732fd6175ec04dddceda21e100ccdd3af1",
"user_agent": "Opera/9.19.(X11; Linux i686; ro-RO) Presto/2.9.182 Version/12.00",
"session_id": "9fdba307-b1af-4cbc-86d1-1821d76d86a0",
"risk_score": 50.72,
"confidence": 0.65
} | null | null | null | null | null | Associated Threat Actor: Inception Framework | Endpoint wmi_exec /environment/behavior.flac by thomas99 Associated Threat Actor: Inception Framework | wmi_exec | null | null | thomas99 | /environment/behavior.flac | 5,311 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5b5ea906-e9a7-4735-bdf4-16bb894e64da | 2025-05-24T21:25:05 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth locked for kimberly75 via password from 25.113.176.208 No additional info | {
"geo_location": "Suriname",
"device_hash": "5ba9c12ff57676500f00c48941e39540",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.1)",
"session_id": "12c3bfbf-f389-4264-86b9-46c4e4cd9647",
"risk_score": 51.86,
"confidence": 0.82
} | 25.113.176.208 | null | null | null | null | No additional info | Auth locked for kimberly75 via password from 25.113.176.208 No additional info | locked | null | null | kimberly75 | null | null | null | null | null | null | null | null | null | null | password | 19:43:a7:96:74:1f | null | null | null | null | null |
4fa756e1-7269-432a-8494-2b8d9914ab4a | 2025-03-18T17:16:32 | network | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 48.177.80.15 to 52.220.172.36 No additional info | {
"geo_location": "France",
"device_hash": "3fb382f0cc9d33fff5f4d3c5ebd7c19d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_1) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/36.0.819.0 Safari/536.1",
"session_id": "dc4f128b-eefd-465b-a309-6076670eb5da",
"risk_score": 21.26,
"confidence": 0.68
} | 48.177.80.15 | 52.220.172.36 | null | null | null | No additional info | Network bandwidth_usage from 48.177.80.15 to 52.220.172.36 No additional info | bandwidth_usage | 997,714 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2b9fce73-80cc-410d-97e6-353e8032f2b4 | 2025-04-12T19:02:39 | cloud | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in GCP by mlamb Unconventional IOC: Power consumption spikes | {
"geo_location": "Tajikistan",
"device_hash": "ae0ffc343dafc56d50ea6dd73c412a3ae5dc1e00",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "94b97b62-ff70-401a-85bf-0bdb8c0de0e8",
"risk_score": 49.44,
"confidence": 0.13
} | null | null | null | null | null | Unconventional IOC: Power consumption spikes | Cloud shadow_it in GCP by mlamb Unconventional IOC: Power consumption spikes | shadow_it | null | null | mlamb | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-58fcd693 |
81a4e56e-4b66-4382-88eb-1fddc2a80e70 | 2025-02-05T00:51:31 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 70.50.86.49 to 132.189.142.165 MITRE Technique: T1218.011 | {
"geo_location": "Lebanon",
"device_hash": "cae50c39cb9181eb9cdc2f870ba04b5fd4821de25e0f7c00a1446b66b4c8e0d1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/5.1)",
"session_id": "cffa7eab-3f69-4300-a13b-d87f5d534233",
"risk_score": 83.6,
"confidence": 0.08
} | 70.50.86.49 | 132.189.142.165 | null | null | null | MITRE Technique: T1218.011 | Network beaconing from 70.50.86.49 to 132.189.142.165 MITRE Technique: T1218.011 | beaconing | 440,596 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f15f1694-1dde-42d9-944e-c00c72751ba2 | 2025-03-28T16:49:30 | endpoint | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task couple by boyleantonio No additional info noise=1261DDF7 | {
"geo_location": "Egypt",
"device_hash": "80524b13b9d5535cd02df7c4c5307fe6662b14513f9072af0797913868545cba",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_5 rv:2.0; uk-UA) AppleWebKit/531.41.1 (KHTML, like Gecko) Version/4.0.4 Safari/531.41.1",
"session_id": "8321a6a8-da25-46d9-a4c4-7acb745a9393",
"risk_score": 25.7,
"confidence": 0.84
} | null | null | null | null | null | No additional info | Endpoint scheduled_task couple by boyleantonio No additional info | scheduled_task | null | null | boyleantonio | couple | 4,569 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c14b0aab-bc16-420c-99be-7ae534b3516c | 2025-06-01T15:44:23 | firewall | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine TCP traffic from 65.222.107.241:122 to 13.242.26.161:981 No additional info | {
"geo_location": "Liechtenstein",
"device_hash": "edaab02849916f13a487f6853a5f20bac0c8a03b",
"user_agent": "Opera/8.80.(Windows NT 4.0; ko-KR) Presto/2.9.174 Version/11.00",
"session_id": "c06bdd28-36f5-4553-ae51-a71e1252f699",
"risk_score": 65.89,
"confidence": 0.24
} | 65.222.107.241 | 13.242.26.161 | null | null | null | No additional info | Firewall quarantine TCP traffic from 65.222.107.241:122 to 13.242.26.161:981 No additional info | quarantine | 152,800 | TCP | null | null | null | null | null | null | null | null | 122 | 981 | 1,792 | null | null | null | null | null | null | null |
d38d5100-34b5-46a5-a432-1eeeb766ca3c | 2025-04-30T06:34:24 | endpoint | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism /important/trial.mp3 by sharon22 No additional info | {
"geo_location": "Palau",
"device_hash": "021077619c20471a1c471a3b010f1566",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_3 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/45.0.891.0 Mobile/47R635 Safari/531.1",
"session_id": "b3d1b68c-1ae4-4639-ae7e-d4bc8b906008",
"risk_score": 79.29,
"confidence": 0.58
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism /important/trial.mp3 by sharon22 No additional info | persistence_mechanism | null | null | sharon22 | /important/trial.mp3 | 5,917 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fad8bd4b-cc74-4b72-9aca-d73b334d682e | 2025-03-17T17:18:11 | iot | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Togo",
"device_hash": "8928529a26d3422e2cd31b0ce0335972ef52a8e1",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/533.37.1 (KHTML, like Gecko) Version/5.0.4 Safari/533.37.1",
"session_id": "395cfd9e-9f65-49e1-9c36-5fc15d49eb7e",
"risk_score": 81.3,
"confidence": 0.21
} | null | null | null | null | null | No additional info | IoT device Camera firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Camera | iot-f065185b | 6.4 | null | null | null | null | null | null | null | null | null | null |
0725b306-09c7-4387-aefb-f3553afe760f | 2025-04-25T16:35:23 | endpoint | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop /tree/choice.jpeg by philip57 No additional info | {
"geo_location": "New Zealand",
"device_hash": "0e814907e9bedcb61e3e43a91aa8eec94c1086f5e61ffa03a9dfa34be3856319",
"user_agent": "Mozilla/5.0 (Android 8.0.0; Mobile; rv:34.0) Gecko/34.0 Firefox/34.0",
"session_id": "d7dab023-d646-46c8-bbea-c5304c98ed7a",
"risk_score": 38.73,
"confidence": 0.04
} | null | null | null | null | null | No additional info | Endpoint process_stop /tree/choice.jpeg by philip57 No additional info | process_stop | null | null | philip57 | /tree/choice.jpeg | 6,294 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3f1b197d-2725-4cd2-8c5d-7e7996e875d5 | 2025-02-13T21:36:32 | ai | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by stevenbrown Associated Threat Actor: TA505 | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "ea7aca0c024a1012bfb9e1edacd9b1471fd55107",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; ha-NG) AppleWebKit/535.13.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6535.13.2",
"session_id": "ebf32f48-71d3-48ae-bd87-331f7e77e604",
"risk_score": 44.47,
"confidence": 0.51
} | null | null | null | null | null | Associated Threat Actor: TA505 | AI system fine_tuning by stevenbrown Associated Threat Actor: TA505 | fine_tuning | null | null | stevenbrown | null | null | null | null | null | null | null | null | null | null | null | null | model-613d64d6 | 8642ac9fc7b9502c232057e01bffb5aa80473fc1 | bd28e264a4b666d744e3d0abcb4c4813bee870f6f2f45884d4845c381d884a6f | null | null |
85f746f8-f43d-4f01-8dc3-e2325b93b986 | 2025-03-02T16:59:29 | auth | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|low| desc=Auth locked for martin87 via SAML from 181.198.213.88 No additional info | {
"geo_location": "Pakistan",
"device_hash": "1a6dcfbd62351d45cc4378f29ad11ed8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/3.1)",
"session_id": "2c61d076-92f4-45ba-9bce-bb4c0edbdb13",
"risk_score": 25,
"confidence": 0.27
} | 181.198.213.88 | null | null | null | null | No additional info | Auth locked for martin87 via SAML from 181.198.213.88 No additional info | locked | null | null | martin87 | null | null | null | null | null | null | null | null | null | null | SAML | f3:0c:fc:78:f2:85 | null | null | null | null | null |
31da63a7-db3b-4f9f-a8e4-d367660febdc | 2025-04-18T19:17:21 | auth | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|medium| desc=Auth failed for albertlambert via MFA from 66.28.2.187 No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "376dba8cec613ad4fa0910a38af27b827c9d2d3b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; mi-NZ) AppleWebKit/534.16.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6534.16.1",
"session_id": "54dab75a-a217-48ad-8b94-b3cde6319ac6",
"risk_score": 54.56,
"confidence": 0.52
} | 66.28.2.187 | null | null | null | null | No additional info | Auth failed for albertlambert via MFA from 66.28.2.187 No additional info | failed | null | null | albertlambert | null | null | null | null | null | null | null | null | null | null | MFA | 3f:13:e4:3f:e9:10 | null | null | null | null | null |
a6305b7e-9a22-4932-9783-2b590c9f3d02 | 2025-04-27T10:59:29 | ids_alert | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|high| desc=Snort Alert: ICS Attack detected from 117.228.176.61 targeting 67.222.185.39 No additional info | {
"geo_location": "Jersey",
"device_hash": "deb5fba54ba40a1ff95a244f1b2421dc198374ac",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/531.16.5 (KHTML, like Gecko) Version/5.1 Safari/531.16.5",
"session_id": "df979029-6238-4eff-a8a6-59e2f082de08",
"risk_score": 44.43,
"confidence": 0.83
} | 117.228.176.61 | 67.222.185.39 | ICS Attack | SIG-5909 | Malware | No additional info | Snort Alert: ICS Attack detected from 117.228.176.61 targeting 67.222.185.39 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fdd816ea-7605-410c-a6ad-83529a3e96b8 | 2025-05-07T07:45:12 | network | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 54.69.211.84 to 6.75.131.23 MITRE Technique: T1566.001 noise=search/category/main | {
"geo_location": "Netherlands Antilles",
"device_hash": "ccd76f32dcadb70719249d097b7cc3de46306332",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/54.0.842.0 Safari/534.0",
"session_id": "acab8c31-68c6-4203-893a-f8cf9700b667",
"risk_score": 32.03,
"confidence": 0.06
} | 54.69.211.84 | 6.75.131.23 | null | null | null | MITRE Technique: T1566.001 | Network latency_spike from 54.69.211.84 to 6.75.131.23 MITRE Technique: T1566.001 | latency_spike | 452,986 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
237f0082-2db1-45a5-9b8c-0da825379a2e | 2025-03-31T14:43:17 | ids_alert | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Vectra AI Alert: Port Scan detected from 84.22.239.6 targeting N/A MITRE Technique: T1543.003 | {
"geo_location": "Philippines",
"device_hash": "cbde94734d01900748ddafab2d9b7dc2ca31353c6765901d00656b5dcb954eba",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_5) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/14.0.892.0 Safari/531.2",
"session_id": "de4bc0d5-649c-46cb-979d-ade7fa8e47b2",
"risk_score": 70.66,
"confidence": 0.2
} | 84.22.239.6 | N/A | Port Scan | SIG-1680 | Evasion | MITRE Technique: T1543.003 | Vectra AI Alert: Port Scan detected from 84.22.239.6 targeting N/A MITRE Technique: T1543.003 | null | null | null | null | null | null | null | {
"baseline_deviation": 2.55,
"entropy": 4.08,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
b7688d32-b3c3-4a4f-ae3a-e19b9f897b66 | 2025-02-28T06:54:51 | network | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 218.245.206.71 to 169.179.69.198 Unconventional IOC: CPU microcode changes noise=SW1wcm92ZS4= | {
"geo_location": "United States of America",
"device_hash": "efd2ce1e0f1167a10b64dbe21d5f3cb4c8a0c448",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; nso-ZA; rv:1.9.2.20) Gecko/4990-05-19 23:06:54 Firefox/12.0",
"session_id": "9a29f923-ccb0-42f9-aab0-a072a2245755",
"risk_score": 50.48,
"confidence": 0.92
} | 218.245.206.71 | 169.179.69.198 | null | null | null | Unconventional IOC: CPU microcode changes | Network protocol_anomaly from 218.245.206.71 to 169.179.69.198 Unconventional IOC: CPU microcode changes | protocol_anomaly | 542,891 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
aa0aa7d1-a7b4-4cc5-80cc-adafbf1e1c38 | 2025-04-17T01:03:20 | iot | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor command_injection MITRE Technique: T1486 noise=blog | {
"geo_location": "Madagascar",
"device_hash": "bd972a93d02c26947c713bda26021e56",
"user_agent": "Opera/8.46.(Windows NT 6.0; ayc-PE) Presto/2.9.164 Version/11.00",
"session_id": "3d9210c3-d86c-44ff-9850-962ff0043e64",
"risk_score": 50.12,
"confidence": 0.2
} | null | null | null | null | null | MITRE Technique: T1486 | IoT device Sensor command_injection MITRE Technique: T1486 | command_injection | null | null | null | null | null | null | {
"baseline_deviation": 0.88,
"entropy": 7.11,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Sensor | iot-2b828114 | 5.9 | null | null | null | null | null | null | null | null | null | null |
3146e7da-45d0-4952-8a23-424916b39c86 | 2025-04-28T20:22:24 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 125.94.182.122 to 194.58.179.35 No additional info | {
"geo_location": "Nicaragua",
"device_hash": "7e35661e8fb39601f96fe5e3e5165470",
"user_agent": "Mozilla/5.0 (Android 4.0; Mobile; rv:41.0) Gecko/41.0 Firefox/41.0",
"session_id": "b273d4ab-3e5c-4660-a5e3-db149d329564",
"risk_score": 6.07,
"confidence": 0.14
} | 125.94.182.122 | 194.58.179.35 | null | null | null | No additional info | Network bandwidth_usage from 125.94.182.122 to 194.58.179.35 No additional info | bandwidth_usage | 667,641 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
370d8671-cb79-4990-b256-06f7669b36cb | 2025-06-17T17:34:45 | ids_alert | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Vectra AI Alert: Fileless Attack detected from 109.156.255.34 targeting N/A Associated Threat Actor: Lazarus Group | {
"geo_location": "Cote d'Ivoire",
"device_hash": "7ae4b1f06cde81c12da1877238e9a07011198b0b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/5.0)",
"session_id": "77a02d1d-de9d-404b-90cb-9b990abdefa8",
"risk_score": 63.28,
"confidence": 0.88
} | 109.156.255.34 | N/A | Fileless Attack | SIG-1085 | Policy | Associated Threat Actor: Lazarus Group | Vectra AI Alert: Fileless Attack detected from 109.156.255.34 targeting N/A Associated Threat Actor: Lazarus Group | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
992d8191-d47c-429c-8e2d-eaaec229d7ea | 2025-02-21T01:15:54 | ids_alert | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|medium| desc=Darktrace Alert: Container Escape detected from 146.68.221.104 targeting 189.64.103.20 MITRE Technique: T1110.003 | {
"geo_location": "Australia",
"device_hash": "c3c56cb09dcff2890e9f2153127cfc81",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/5.1)",
"session_id": "4993b2ea-ffac-41cc-8ddd-d67eed9f5a30",
"risk_score": 33.8,
"confidence": 0.21
} | 146.68.221.104 | 189.64.103.20 | Container Escape | SIG-9053 | Recon | MITRE Technique: T1110.003 | Darktrace Alert: Container Escape detected from 146.68.221.104 targeting 189.64.103.20 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b4f4b138-92fd-4741-b10f-669117e57c0d | 2025-03-04T10:50:30 | firewall | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|low| desc=Firewall drop RDP traffic from 135.164.31.253:107 to 18.61.155.120:267 No additional info | {
"geo_location": "Chad",
"device_hash": "20e03c21b5ed9cdaf178e68f8c55fb21e70fb292210de3a98414d02a0c509416",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/4434-11-04 21:19:27 Firefox/3.6.3",
"session_id": "1a92ded8-cf60-4d2b-8de0-1b4e34715eb8",
"risk_score": 17.23,
"confidence": 0.49
} | 135.164.31.253 | 18.61.155.120 | null | null | null | No additional info | Firewall drop RDP traffic from 135.164.31.253:107 to 18.61.155.120:267 No additional info | drop | 267,012 | RDP | null | null | null | null | null | null | null | null | 107 | 267 | 1,652 | null | null | null | null | null | null | null |
5b8d0f80-c0a0-40b2-b112-57f9ce850901 | 2025-02-08T11:28:04 | endpoint | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task run by morrowheather No additional info noise=Q3JpbWUgdXMu | {
"geo_location": "Zimbabwe",
"device_hash": "b651692511fedd34885fe5b1576017e86dbb35f3",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/33.0.842.0 Safari/535.2",
"session_id": "aa3269c0-040d-41a0-bef2-122a4abe8875",
"risk_score": 28.51,
"confidence": 0.85
} | null | null | null | null | null | No additional info | Endpoint scheduled_task run by morrowheather No additional info | scheduled_task | null | null | morrowheather | run | 8,966 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
940ce95d-cc04-4f67-a793-52c56f552752 | 2025-05-05T15:23:20 | cloud | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in Azure by gregoryerin No additional info | {
"geo_location": "Swaziland",
"device_hash": "7af84e65036c238131385796b535da4217195cae",
"user_agent": "Opera/9.67.(X11; Linux i686; kok-IN) Presto/2.9.178 Version/10.00",
"session_id": "fad8f8d6-d833-4e5c-afa8-534ae9f7719c",
"risk_score": 43.67,
"confidence": 0.17
} | null | null | null | null | null | No additional info | Cloud permission_escalation in Azure by gregoryerin No additional info | permission_escalation | null | null | gregoryerin | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-b07e1639 |
cd9124cc-a75e-483e-bd2d-05cfb991cb85 | 2025-03-06T01:40:35 | iot | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|info| desc=IoT device Sensor physical_tamper No additional info | {
"geo_location": "Bahamas",
"device_hash": "02514a69e8a53799dcf1cb8811a6d3a400830450",
"user_agent": "Opera/8.39.(Windows NT 5.0; uk-UA) Presto/2.9.179 Version/11.00",
"session_id": "487a9ef9-da3a-49fc-bb55-0a40d31e2d32",
"risk_score": 78.55,
"confidence": 0.91
} | null | null | null | null | null | No additional info | IoT device Sensor physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Sensor | iot-bce09c69 | 9.0 | null | null | null | null | null | null | null | null | null | null |
53f56bc9-8807-4a02-848e-263ad634f094 | 2025-04-21T11:05:24 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth bypass for patrick56 via MFA from 38.246.66.121 Associated Threat Actor: Wizard Spider noise=measure|name|actually | {
"geo_location": "Luxembourg",
"device_hash": "39b285face6f084d8eb24a81ddfcab8af55953b921f73cd639ce758739065acf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/5.1)",
"session_id": "a7720e7e-5c06-4e81-ad10-9be0bfe20254",
"risk_score": 54.66,
"confidence": 0.85
} | 38.246.66.121 | null | null | null | null | Associated Threat Actor: Wizard Spider | Auth bypass for patrick56 via MFA from 38.246.66.121 Associated Threat Actor: Wizard Spider | bypass | null | null | patrick56 | null | null | null | null | null | null | null | null | null | null | MFA | 58:7f:20:3e:5d:cb | null | null | null | null | null |
b26711c9-c0bc-4e53-b667-907218551aad | 2025-04-22T16:18:19 | endpoint | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access /benefit/building.csv by natalieguzman MITRE Technique: T1071.001 | {
"geo_location": "Kazakhstan",
"device_hash": "994a0036081d168724101065ef856e80e38adc3f",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/18.1u2044.0 Mobile/45Z287 Safari/532.2",
"session_id": "af6065b5-4e14-4012-99ac-262e96f26887",
"risk_score": 69.12,
"confidence": 0.66
} | null | null | null | null | null | MITRE Technique: T1071.001 | Endpoint file_access /benefit/building.csv by natalieguzman MITRE Technique: T1071.001 | file_access | null | null | natalieguzman | /benefit/building.csv | 2,806 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a4d7bfb2-8c5d-4272-968d-521762bf702c | 2025-02-15T15:16:51 | auth | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|high| desc=Auth timeout for ericcardenas via SAML from 53.78.219.26 MITRE Technique: T1486 | {
"geo_location": "Ireland",
"device_hash": "d735e7860ae9c77d23f795908bd2384a83ac5323b72d308c3ee867c47ecab25d",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_1) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/56.0.805.0 Safari/531.2",
"session_id": "db0a86d3-242f-47c9-a7b1-14275714d6ff",
"risk_score": 60.71,
"confidence": 0.47
} | 53.78.219.26 | null | null | null | null | MITRE Technique: T1486 | Auth timeout for ericcardenas via SAML from 53.78.219.26 MITRE Technique: T1486 | timeout | null | null | ericcardenas | null | null | null | null | null | null | null | null | null | null | SAML | 3b:14:bc:a4:c1:82 | null | null | null | null | null |
f929a9e8-021a-435b-9857-5200ad191ff8 | 2025-02-13T04:04:55 | firewall | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect NTP traffic from 97.210.2.49:879 to 139.105.66.76:509 No additional info | {
"geo_location": "North Korea",
"device_hash": "f8740a37c1ac0f6ac6f1880dc47543a72a419b91",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_4) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/52.0.883.0 Safari/535.0",
"session_id": "b0992b4b-a530-46a9-a6c9-af4dbd8900e8",
"risk_score": 47.33,
"confidence": 0.39
} | 97.210.2.49 | 139.105.66.76 | null | null | null | No additional info | Firewall inspect NTP traffic from 97.210.2.49:879 to 139.105.66.76:509 No additional info | inspect | 141,160 | NTP | null | null | null | null | null | null | null | null | 879 | 509 | 3,063 | null | null | null | null | null | null | null |
2444fb52-b215-441d-894e-3dc540eebe43 | 2025-04-29T16:52:00 | iot | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor sensor_spoofing No additional info | {
"geo_location": "Togo",
"device_hash": "e2df5edf6a2e5e0d88b7e90560f68963ce44c4f9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; fur-IT) AppleWebKit/535.49.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6535.49.5",
"session_id": "12ca0a36-8051-4482-85ad-94feff374a6c",
"risk_score": 82.68,
"confidence": 0.36
} | null | null | null | null | null | No additional info | IoT device Sensor sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | Sensor | iot-33925f1a | 1.4 | null | null | null | null | null | null | null | null | null | null |
f06fed7d-9a89-4314-85c7-796ddabd6542 | 2025-01-15T14:33:27 | iot | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor protocol_violation No additional info noise=none|man|conference | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "0ab1edee6fe77a1311c69ff6bcd97703426ee3d85d6c01f4266d9bb803e2ff67",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/3.0)",
"session_id": "f61ff2e9-4eb7-44d0-8041-4d5ff173e79e",
"risk_score": 82.83,
"confidence": 0.94
} | null | null | null | null | null | No additional info | IoT device Sensor protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Sensor | iot-b13f0bc7 | 4.1 | null | null | null | null | null | null | null | null | null | null |
5776e011-6223-44fb-82b4-362d452d6489 | 2025-01-13T05:06:12 | cloud | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in OCI by joshua85 No additional info | {
"geo_location": "Liberia",
"device_hash": "bbcb36b8ecca91f20f8bc09b2a381e2d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/532.21.7 (KHTML, like Gecko) Version/4.0 Safari/532.21.7",
"session_id": "64f8dcca-a730-4827-b6ed-c8059c9984d9",
"risk_score": 46.04,
"confidence": 0.43
} | null | null | null | null | null | No additional info | Cloud shadow_it in OCI by joshua85 No additional info | shadow_it | null | null | joshua85 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-8d1cc0a6 |
516607fa-0007-4d23-b4fb-eacc568774c1 | 2025-02-04T00:50:45 | network | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 45.170.94.204 to 175.37.246.254 MITRE Technique: T1574.002 | {
"geo_location": "Slovenia",
"device_hash": "a16b152e7fd77d4b5063af113ce4a1c305ff4a7a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; zu-ZA) AppleWebKit/532.17.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6532.17.1",
"session_id": "e8bd61c8-9a6f-467c-baac-52fa5a40ddd0",
"risk_score": 18.82,
"confidence": 0.67
} | 45.170.94.204 | 175.37.246.254 | null | null | null | MITRE Technique: T1574.002 | Network protocol_anomaly from 45.170.94.204 to 175.37.246.254 MITRE Technique: T1574.002 | protocol_anomaly | 259,928 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2647fdbb-6e2d-41ed-937b-d7e452ded177 | 2025-05-21T16:15:12 | endpoint | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task /book/student.gif by jodi94 MITRE Technique: T1218.011 | {
"geo_location": "Mayotte",
"device_hash": "dfb5934ff7b9135d54afe46c43cf8d0df6aacc6e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_0 rv:4.0; ss-ZA) AppleWebKit/535.3.2 (KHTML, like Gecko) Version/4.0 Safari/535.3.2",
"session_id": "e0fbcb59-5fa6-4b59-979c-4e78dcad65bb",
"risk_score": 33.35,
"confidence": 0.18
} | null | null | null | null | null | MITRE Technique: T1218.011 | Endpoint scheduled_task /book/student.gif by jodi94 MITRE Technique: T1218.011 | scheduled_task | null | null | jodi94 | /book/student.gif | 3,774 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9253f20c-1f08-44e0-957d-49cc4a01df18 | 2025-05-06T14:40:05 | cloud | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in OCI by cbrooks MITRE Technique: T1059.005 | {
"geo_location": "Bolivia",
"device_hash": "5f2520b55104e3af5f0a01a336baa258ef055d19",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/3.0)",
"session_id": "f930fbbe-8047-4b2b-b0bc-77ea50684a6c",
"risk_score": 54.89,
"confidence": 0.71
} | null | null | null | null | null | MITRE Technique: T1059.005 | Cloud shadow_it in OCI by cbrooks MITRE Technique: T1059.005 | shadow_it | null | null | cbrooks | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-1ae8c637 |
79f851e1-afe6-4b41-b32d-998f69d99e0b | 2023-07-23T16:54:29 | iot | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor unusual_activity No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "2344f08fdcdbc37547b8a7e5a5684de73bac29b9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/4.1)",
"session_id": "a2d777bb-5e29-48bd-8dec-6811091b672e",
"risk_score": 38.74,
"confidence": 0.63
} | null | null | null | null | null | No additional info | IoT device Sensor unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | Sensor | iot-8902156b | 7.1 | null | null | null | null | null | null | null | null | null | null |
3e77b906-004c-4d08-adae-5c3c702c5534 | 2025-05-30T16:01:26 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth bypass for bmoore via OAuth from 53.69.114.12 MITRE Technique: T1204.002 | {
"geo_location": "American Samoa",
"device_hash": "2b8d7d9d14990f95e689082a61b46407a83874f0",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_7 rv:4.0; nb-NO) AppleWebKit/532.41.3 (KHTML, like Gecko) Version/4.1 Safari/532.41.3",
"session_id": "ff57243f-9690-43ff-a4bb-c5e8cead8477",
"risk_score": 13.13,
"confidence": 0.12
} | 53.69.114.12 | null | null | null | null | MITRE Technique: T1204.002 | Auth bypass for bmoore via OAuth from 53.69.114.12 MITRE Technique: T1204.002 | bypass | null | null | bmoore | null | null | null | null | null | null | null | null | null | null | OAuth | 0f:20:e4:0d:34:07 | null | null | null | null | null |
d44c9521-cc79-4803-a006-d256ab8ebc07 | 2025-04-27T03:40:23 | ai | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by scott54 No additional info | {
"geo_location": "Pakistan",
"device_hash": "06965b18d7b02b9a42befa12c1e14c0affeada7b14b234dccf0592e24234f33a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; mai-IN) AppleWebKit/534.19.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6534.19.2",
"session_id": "c47a17d0-081f-4f6e-80a2-4924db42169d",
"risk_score": 30.63,
"confidence": 0.41
} | null | null | null | null | null | No additional info | AI system model_inversion by scott54 No additional info | model_inversion | null | null | scott54 | null | null | null | {
"baseline_deviation": 2.6,
"entropy": 2.86,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-186f6708 | 488197005722fa1d8add6d6c3e5b9aba282442f8 | 27d00ed93c67163ecd21f8bef3ae937e557fc8d01d8f0e4992a24e5c2327872c | null | null |
d393d0f6-6f57-4a32-8aad-23157091484e | 2025-03-10T05:01:56 | auth | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|high| desc=Auth timeout for johnsonjeremy via MFA from 158.114.139.94 No additional info | {
"geo_location": "Paraguay",
"device_hash": "154b7292a690a80a25b407a16d380286c0123c41",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/11.7i2749.0 Mobile/13Q519 Safari/533.0",
"session_id": "78ecc0e0-0720-4bd2-b444-4eefe1f41ca4",
"risk_score": 90.87,
"confidence": 0.76
} | 158.114.139.94 | null | null | null | null | No additional info | Auth timeout for johnsonjeremy via MFA from 158.114.139.94 No additional info | timeout | null | null | johnsonjeremy | null | null | null | null | null | null | null | null | null | null | MFA | 83:05:d8:94:a8:ed | null | null | null | null | null |
b71fef0e-05a0-4dc3-81d5-eceded56c39c | 2025-04-30T18:08:19 | auth | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|low| desc=Auth challenge for mary48 via OAuth from 203.244.220.60 Associated Threat Actor: Scattered Spider | {
"geo_location": "Finland",
"device_hash": "428d52de69dddfc4cc9d40e0979c8964",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/4.0)",
"session_id": "a09ebe4c-ace9-4b8e-9e5e-974f8c138c1f",
"risk_score": 15.11,
"confidence": 0.62
} | 203.244.220.60 | null | null | null | null | Associated Threat Actor: Scattered Spider | Auth challenge for mary48 via OAuth from 203.244.220.60 Associated Threat Actor: Scattered Spider | challenge | null | null | mary48 | null | null | null | null | null | null | null | null | null | null | OAuth | 4a:ca:0a:f6:4e:88 | null | null | null | null | null |
b22bb8bb-57f8-4791-8724-17f19c0f7459 | 2025-04-09T08:22:37 | firewall | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny NTP traffic from 171.227.255.213:158 to 61.123.83.159:37 MITRE Technique: T1059.001 noise=investment|trouble|security | {
"geo_location": "Ghana",
"device_hash": "4b49d90a1d7eafdb3c093073fc963212",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_6) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/46.0.812.0 Safari/534.2",
"session_id": "33744cdc-0646-484e-a623-550ef7519552",
"risk_score": 64.77,
"confidence": 0.11
} | 171.227.255.213 | 61.123.83.159 | null | null | null | MITRE Technique: T1059.001 | Firewall deny NTP traffic from 171.227.255.213:158 to 61.123.83.159:37 MITRE Technique: T1059.001 | deny | 794,203 | NTP | null | null | null | null | null | null | null | null | 158 | 37 | 1,429 | null | null | null | null | null | null | null |
0b4dd611-4128-4e61-aa61-85d9bdb67406 | 2023-08-19T03:46:20 | firewall | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine SSH traffic from 33.48.69.79:902 to 182.35.189.163:722 No additional info noise=D27F1B63 | {
"geo_location": "Zambia",
"device_hash": "da9d832403b1701073e0a6790c791730c5b9cc83aa682b8b0d707e3f9be28f76",
"user_agent": "Opera/8.80.(X11; Linux x86_64; ff-SN) Presto/2.9.162 Version/10.00",
"session_id": "d5398fa5-db05-4fa3-bba8-51af1ceefa69",
"risk_score": 37.67,
"confidence": 0.49
} | 33.48.69.79 | 182.35.189.163 | null | null | null | No additional info | Firewall quarantine SSH traffic from 33.48.69.79:902 to 182.35.189.163:722 No additional info | quarantine | 201,563 | SSH | null | null | null | null | null | null | null | null | 902 | 722 | 902 | null | null | null | null | null | null | null |
23d08f49-ada3-48f3-8a3d-bd07008d5404 | 2025-02-09T11:26:49 | ids_alert | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|medium| desc=Snort Alert: ICS Attack detected from 52.76.84.19 targeting N/A No additional info | {
"geo_location": "Costa Rica",
"device_hash": "b00f4736d6b70aba47da098c317d9b5e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "5d6ca74e-f509-4c54-9532-b5815c794f8b",
"risk_score": 100,
"confidence": 0.82
} | 52.76.84.19 | N/A | ICS Attack | SIG-3632 | Recon | No additional info | Snort Alert: ICS Attack detected from 52.76.84.19 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9e38a36e-b269-4c93-90e5-e727ed16ac4d | 2025-02-24T07:48:27 | network | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|high| desc=Network disconnection from 4.196.207.13 to 2.10.138.23 No additional info | {
"geo_location": "Bermuda",
"device_hash": "d819d1a5b615c587a8cb320f847ebd97",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; nl-AW) AppleWebKit/534.33.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6534.33.4",
"session_id": "6d5aca6b-e138-47c4-92b6-266323eb89cc",
"risk_score": 69.18,
"confidence": 0.9
} | 4.196.207.13 | 2.10.138.23 | null | null | null | No additional info | Network disconnection from 4.196.207.13 to 2.10.138.23 No additional info | disconnection | 427,433 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dac98f9b-3176-4cb9-a468-98a757cc5fdc | 2025-02-19T01:17:11 | iot | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|low| desc=IoT device Thermostat firmware_update MITRE Technique: T1204.002 | Associated Threat Actor: Leafminer | {
"geo_location": "Panama",
"device_hash": "fa131fddafa1b8f00a2c32d1315a2f83",
"user_agent": "Mozilla/5.0 (Windows CE; st-ZA; rv:1.9.0.20) Gecko/2892-06-27 02:21:21 Firefox/3.6.8",
"session_id": "9e7e9715-358b-4bf3-97b0-515e5ef85b50",
"risk_score": 69.13,
"confidence": 0.72
} | null | null | null | null | null | MITRE Technique: T1204.002 | Associated Threat Actor: Leafminer | IoT device Thermostat firmware_update MITRE Technique: T1204.002 | Associated Threat Actor: Leafminer | firmware_update | null | null | null | null | null | null | null | Thermostat | iot-ef26733f | 5.3 | null | null | null | null | null | null | null | null | null | null |
74aefa95-cfeb-4eea-a9be-6e03eb38e387 | 2025-01-18T01:18:18 | iot | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|low| desc=IoT device Camera sensor_spoofing MITRE Technique: T1204.002 | Associated Threat Actor: APT34 | {
"geo_location": "Peru",
"device_hash": "c92ba8bfb9464e6ae76e0923408c81a9",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/532.39.5 (KHTML, like Gecko) Version/4.0.3 Safari/532.39.5",
"session_id": "95bf3878-ae4b-4972-9371-8029f539b50b",
"risk_score": 34.9,
"confidence": 0.28
} | null | null | null | null | null | MITRE Technique: T1204.002 | Associated Threat Actor: APT34 | IoT device Camera sensor_spoofing MITRE Technique: T1204.002 | Associated Threat Actor: APT34 | sensor_spoofing | null | null | null | null | null | null | null | Camera | iot-30a0c7ac | 5.2 | null | null | null | null | null | null | null | null | null | null |
300914c4-fd9c-4229-bb46-4f37ee89cd98 | 2025-03-16T23:24:49 | ids_alert | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|low| desc=Wazuh Alert: Brute Force detected from 198.140.86.64 targeting 21.73.169.58 MITRE Technique: T1574.002 | {
"geo_location": "United Arab Emirates",
"device_hash": "2a30a974c30af32fa9edd71cc4f9ea15fb3fea1b",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/36.0.893.0 Safari/533.2",
"session_id": "e229aa34-bd72-41ab-9f05-03e918a67a17",
"risk_score": 52.14,
"confidence": 0.05
} | 198.140.86.64 | 21.73.169.58 | Brute Force | SIG-3276 | Evasion | MITRE Technique: T1574.002 | Wazuh Alert: Brute Force detected from 198.140.86.64 targeting 21.73.169.58 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 |
bcd98ae9-912b-4827-898d-23f81b024929 | 2025-02-13T22:12:40 | auth | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for montgomerythomas via OAuth from 56.27.105.80 MITRE Technique: T1218.011 | {
"geo_location": "Andorra",
"device_hash": "fa676607c4cdd1b8324bc1222670c65b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_7; rv:1.9.4.20) Gecko/4818-06-28 14:53:34 Firefox/3.8",
"session_id": "80d09c24-69e3-4dff-afda-5af9dca53e4a",
"risk_score": 68.8,
"confidence": 0.92
} | 56.27.105.80 | null | null | null | null | MITRE Technique: T1218.011 | Auth timeout for montgomerythomas via OAuth from 56.27.105.80 MITRE Technique: T1218.011 | timeout | null | null | montgomerythomas | null | null | null | null | null | null | null | null | null | null | OAuth | 78:73:c0:fe:0b:6e | null | null | null | null | null |
9db0589b-8a7e-4207-83a9-6f93222942aa | 2025-02-27T11:23:56 | endpoint | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection /beyond/minute.json by mchavez No additional info | {
"geo_location": "Senegal",
"device_hash": "dfe4b83a896c075256f984158d00153e",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/20.0.885.0 Mobile/18M550 Safari/531.2",
"session_id": "8368d374-9fa6-4215-be5e-9945a6fbe873",
"risk_score": 59.98,
"confidence": 0.31
} | null | null | null | null | null | No additional info | Endpoint memory_injection /beyond/minute.json by mchavez No additional info | memory_injection | null | null | mchavez | /beyond/minute.json | 1,917 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6f608cdf-f3a6-42af-824a-ff29e9f8dae6 | 2025-04-16T17:02:39 | firewall | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|low| desc=Firewall deny ICMP traffic from 113.250.212.237:53120 to 191.39.101.170:16 MITRE Technique: T1574.002 | {
"geo_location": "Japan",
"device_hash": "2e6656704512a6aac5d0475cc1ce0aac8f97b8a158976fe53d33869d48202180",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_3 rv:6.0; cv-RU) AppleWebKit/532.46.1 (KHTML, like Gecko) Version/4.0.5 Safari/532.46.1",
"session_id": "25087aa7-0877-416e-90df-f984c53c05e6",
"risk_score": 44.11,
"confidence": 0.33
} | 113.250.212.237 | 191.39.101.170 | null | null | null | MITRE Technique: T1574.002 | Firewall deny ICMP traffic from 113.250.212.237:53120 to 191.39.101.170:16 MITRE Technique: T1574.002 | deny | 224,736 | ICMP | null | null | null | null | null | null | null | null | 53,120 | 16 | 1,129 | null | null | null | null | null | null | null |
e1bb32b9-bb2e-4173-82fc-2ba8c212f57e | 2025-04-23T21:53:41 | 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: Container Escape detected from 43.232.193.119 targeting N/A MITRE Technique: T1566.001 | {
"geo_location": "El Salvador",
"device_hash": "1fca79eb75d54c52b94989e2eb9e105f",
"user_agent": "Opera/9.48.(X11; Linux i686; fo-FO) Presto/2.9.172 Version/10.00",
"session_id": "e7380871-77ae-4932-a346-c7816985e2a6",
"risk_score": 31.35,
"confidence": 0.38
} | 43.232.193.119 | N/A | Container Escape | SIG-3149 | Exploit | MITRE Technique: T1566.001 | Palo Alto Cortex Alert: Container Escape detected from 43.232.193.119 targeting N/A 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 |
6ecb84cd-ab95-4637-ab7d-a1a7de4cb7d9 | 2025-06-08T19:10:03 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth locked for cassiemorales via OAuth from 91.141.151.94 Possible golden ticket usage | {
"geo_location": "Korea",
"device_hash": "9d4bb029d71eb92af8c56375dbf9427462afcf3b84de74a7c9492bd6b1468028",
"user_agent": "Opera/8.36.(X11; Linux x86_64; gez-ER) Presto/2.9.183 Version/11.00",
"session_id": "c3ae01e8-42e6-473e-81d6-68d9b5f12581",
"risk_score": 65.23,
"confidence": 0.75
} | 91.141.151.94 | null | null | null | null | Possible golden ticket usage | Auth locked for cassiemorales via OAuth from 91.141.151.94 Possible golden ticket usage | locked | null | null | cassiemorales | null | null | null | null | null | null | null | null | null | null | OAuth | 9a:fc:be:7c:27:f5 | null | null | null | null | null |
eab0bf5b-cec7-4785-9090-d1a49852a530 | 2025-06-18T19:49:38 | firewall | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|critical| desc=Firewall deny TCP traffic from 101.234.80.234:22013 to 20.175.19.49:367 No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "a2aad42d7fdde955ff0c6edcae7bc1d5abb35e77",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/3.0)",
"session_id": "7387bdb3-cb8f-4894-8b5c-9ca9ac146e51",
"risk_score": 75.58,
"confidence": 0.42
} | 101.234.80.234 | 20.175.19.49 | null | null | null | No additional info | Firewall deny TCP traffic from 101.234.80.234:22013 to 20.175.19.49:367 No additional info | deny | 313,832 | TCP | null | null | null | null | null | null | null | null | 22,013 | 367 | 1,680 | null | null | null | null | null | null | null |
96e9adf6-da33-4e66-9b6b-6f62c66b83ec | 2025-01-29T15:37:23 | ids_alert | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|low| desc=Wazuh Alert: Port Scan detected from 143.127.56.245 targeting N/A No additional info | {
"geo_location": "South Africa",
"device_hash": "c6f1463d73393c282864e0850fcc1906",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_8; rv:1.9.3.20) Gecko/6734-05-11 16:57:07 Firefox/3.6.1",
"session_id": "47655f31-46f9-4937-b612-436c0818249a",
"risk_score": 20.25,
"confidence": 0.17
} | 143.127.56.245 | N/A | Port Scan | SIG-6666 | Exploit | No additional info | Wazuh Alert: Port Scan detected from 143.127.56.245 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
de2d4ec4-0ba4-4e31-ad59-f88270abc896 | 2025-06-11T12:42:24 | network | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 30.72.99.18 to 121.148.28.3 MITRE Technique: T1110.003 | {
"geo_location": "El Salvador",
"device_hash": "399a0a9a09eace4ff4d13f373a847e52",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/32.0.895.0 Mobile/66R427 Safari/534.2",
"session_id": "d2658d91-db75-4150-a705-00b8fbd786fe",
"risk_score": 49.87,
"confidence": 0.86
} | 30.72.99.18 | 121.148.28.3 | null | null | null | MITRE Technique: T1110.003 | Network disconnection from 30.72.99.18 to 121.148.28.3 MITRE Technique: T1110.003 | disconnection | 999,921 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9d6350ab-3190-4fbe-b24f-896790d342f5 | 2025-02-06T06:31:38 | ids_alert | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|high| desc=FireEye HX Alert: DDoS detected from 156.118.253.110 targeting 197.210.253.9 Obfuscated payload detected | {
"geo_location": "Cape Verde",
"device_hash": "69dbfd0334076f52c9e56a4811d6d2a6afc2686e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/533.2.3 (KHTML, like Gecko) Version/4.0 Safari/533.2.3",
"session_id": "d991f312-594f-4139-91bc-5253b1ed614b",
"risk_score": 36.91,
"confidence": 0.07
} | 156.118.253.110 | 197.210.253.9 | DDoS | SIG-1999 | Malware | Obfuscated payload detected | FireEye HX Alert: DDoS detected from 156.118.253.110 targeting 197.210.253.9 Obfuscated payload detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
22adb100-a0d2-4196-ad66-f99c17d5a327 | 2025-04-06T00:48:48 | firewall | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine SSH traffic from 213.182.235.227:794 to 34.186.124.213:44360 MITRE Technique: T1110.003 noise=32DBAD1D | {
"geo_location": "Gibraltar",
"device_hash": "865c33792924dd0bd690139dbc6bd739e3826b6b4c2f0f2142c7089b4d46e1b2",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; nn-NO; rv:1.9.0.20) Gecko/3472-06-03 01:13:45 Firefox/7.0",
"session_id": "e2349bc4-5131-4352-8681-71962cae9cfd",
"risk_score": 56,
"confidence": 0.84
} | 213.182.235.227 | 34.186.124.213 | null | null | null | MITRE Technique: T1110.003 | Firewall quarantine SSH traffic from 213.182.235.227:794 to 34.186.124.213:44360 MITRE Technique: T1110.003 | quarantine | 878,950 | SSH | null | null | null | null | null | null | null | null | 794 | 44,360 | 2,669 | null | null | null | null | null | null | null |
2c367b75-2f44-4184-9f05-10a9bf291faa | 2025-05-18T20:18:55 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth failed for christine24 via passwordless from 59.9.249.166 No additional info | {
"geo_location": "Solomon Islands",
"device_hash": "d5b1ead17f4347b4d76443df4c254fef",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "bdffc9ec-f6bf-4a95-b8ea-e09cbb938dc0",
"risk_score": 48.02,
"confidence": 0.75
} | 59.9.249.166 | null | null | null | null | No additional info | Auth failed for christine24 via passwordless from 59.9.249.166 No additional info | failed | null | null | christine24 | null | null | null | null | null | null | null | null | null | null | passwordless | 0d:d4:b7:2f:21:3d | null | null | null | null | null |
a3bf8d7e-d3f5-4ed1-97b3-420e54ed0d91 | 2025-06-25T12:42:51 | auth | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|medium| desc=Auth success for richardrhodes via OAuth from 177.244.144.159 No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "9eff3b11f5025befa78a322855eb4355",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/532.23.4 (KHTML, like Gecko) Version/5.1 Safari/532.23.4",
"session_id": "99a07dda-2331-4ff3-98a7-4a035cd8f6cf",
"risk_score": 84.67,
"confidence": 0.37
} | 177.244.144.159 | null | null | null | null | No additional info | Auth success for richardrhodes via OAuth from 177.244.144.159 No additional info | success | null | null | richardrhodes | null | null | null | null | null | null | null | null | null | null | OAuth | 96:6b:ea:04:75:fa | null | null | null | null | null |
696799e1-d1d9-4fc5-af16-227ecc622c86 | 2025-02-18T19:47:31 | firewall | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine HTTPS traffic from 216.34.146.110:203 to 112.161.3.204:800 Associated Threat Actor: APT38 noise=CE166441 | {
"geo_location": "Martinique",
"device_hash": "db6d479307592bda95a1097cd5b4d710b0c1c21a81bde5769738d7c4e200b231",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/4.1)",
"session_id": "35f29b69-d612-4269-a8ec-b9fdb1bbc923",
"risk_score": 48.51,
"confidence": 0.12
} | 216.34.146.110 | 112.161.3.204 | null | null | null | Associated Threat Actor: APT38 | Firewall quarantine HTTPS traffic from 216.34.146.110:203 to 112.161.3.204:800 Associated Threat Actor: APT38 | quarantine | 685,930 | HTTPS | null | null | null | null | null | null | null | null | 203 | 800 | 422 | null | null | null | null | null | null | null |
57d017b6-e218-4c08-b2b4-0f617c78f9d6 | 2025-01-13T20:57:50 | ids_alert | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Vectra AI Alert: DDoS detected from 11.168.96.117 targeting 38.78.175.123 No additional info | {
"geo_location": "Pakistan",
"device_hash": "3dbe28aeead05579f0e8a452d8a4864d42fca8ac7b0ece46aa529f92807b8c83",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.0)",
"session_id": "967375ce-b0fa-4825-bab1-0ddb496bc5f7",
"risk_score": 53.78,
"confidence": 0.65
} | 11.168.96.117 | 38.78.175.123 | DDoS | SIG-6262 | Evasion | No additional info | Vectra AI Alert: DDoS detected from 11.168.96.117 targeting 38.78.175.123 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a1d6d971-52a3-48c8-b999-8adcf88295fb | 2025-04-01T14:45:39 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by annejackson MITRE Technique: T1566.001 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Czech Republic",
"device_hash": "abe969a98ddef6dd03d888eb9b1afeac17ac30e5d1c968fafe7a7755054a7ebb",
"user_agent": "Opera/8.72.(Windows NT 10.0; is-IS) Presto/2.9.162 Version/12.00",
"session_id": "038704af-e346-429a-88db-c0b30ffa64aa",
"risk_score": 67.42,
"confidence": 0.08
} | null | null | null | null | null | MITRE Technique: T1566.001 | Associated Threat Actor: BlueNoroff | AI system model_access by annejackson MITRE Technique: T1566.001 | Associated Threat Actor: BlueNoroff | model_access | null | null | annejackson | null | null | null | null | null | null | null | null | null | null | null | null | model-a1bebeff | c9ef12242d34726fbce80b43bde1637dee6a8397 | 9a14ce78529a68ab263d69aa48673e6ed9912e9fca0d0b11b25add93fffcd769 | null | null |
288264d5-64fe-432a-8102-2dd6f4740f5b | 2023-01-26T14:59:49 | ids_alert | CrowdStrike v6.45.0 | emergency | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|emergency| desc=CrowdStrike Alert: Port Scan detected from 80.223.179.173 targeting N/A MITRE Technique: T1566.001 | {
"geo_location": "Croatia",
"device_hash": "00436e94b5b1d314dcc7e9ea407f8a4a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/4.0)",
"session_id": "0e994c3d-7896-4799-8308-7c3ceb87c6dd",
"risk_score": 52.14,
"confidence": 0.15
} | 80.223.179.173 | N/A | Port Scan | SIG-7217 | Policy | MITRE Technique: T1566.001 | CrowdStrike Alert: Port Scan detected from 80.223.179.173 targeting N/A 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 |
03f534ff-2b47-451c-aa49-33aeb9c30ad5 | 2025-05-05T08:27:44 | firewall | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect HTTP traffic from 33.174.248.250:1002 to 136.65.251.40:43272 No additional info | {
"geo_location": "Mexico",
"device_hash": "2752b2c029c39fa40b56f559a9137c77",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Trident/3.0)",
"session_id": "15fe0061-c6a6-4d82-a388-449b01928935",
"risk_score": 68.03,
"confidence": 0.68
} | 33.174.248.250 | 136.65.251.40 | null | null | null | No additional info | Firewall inspect HTTP traffic from 33.174.248.250:1002 to 136.65.251.40:43272 No additional info | inspect | 519,267 | HTTP | null | null | null | null | null | null | null | null | 1,002 | 43,272 | 2,622 | null | null | null | null | null | null | null |
b460c9fa-38af-4434-88f0-7355d4bd88a9 | 2025-06-04T14:18:26 | ids_alert | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|high| desc=Snort Alert: Domain Fronting detected from 10.73.30.230 targeting 10.98.151.178 Unconventional IOC: Power consumption spikes | {
"geo_location": "Portugal",
"device_hash": "35682796efa8ece0a212e4f55e073908",
"user_agent": "Opera/8.66.(Windows NT 6.1; ks-IN) Presto/2.9.168 Version/11.00",
"session_id": "ad11e116-5c10-4e07-95cd-e987f58436d0",
"risk_score": 58.3,
"confidence": 0.28
} | 10.73.30.230 | 10.98.151.178 | Domain Fronting | SIG-1708 | Malware | Unconventional IOC: Power consumption spikes | Snort Alert: Domain Fronting detected from 10.73.30.230 targeting 10.98.151.178 Unconventional IOC: Power consumption spikes | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
232abdec-1457-446d-9c16-88a66b1fd56c | 2026-10-15T14:31:31 | ai | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by harmonbenjamin Associated Threat Actor: Conti | {
"geo_location": "Uganda",
"device_hash": "1dc9a64c6c38a51f9015991c20214b78",
"user_agent": "Mozilla/5.0 (Android 2.2.3; Mobile; rv:41.0) Gecko/41.0 Firefox/41.0",
"session_id": "54ce173f-8d95-4c55-9252-38dc34192fbc",
"risk_score": 52.48,
"confidence": 0.89
} | null | null | null | null | null | Associated Threat Actor: Conti | AI system api_abuse by harmonbenjamin Associated Threat Actor: Conti | api_abuse | null | null | harmonbenjamin | null | null | null | null | null | null | null | null | null | null | null | null | model-a448adce | 7e5c99728987279d1fcd0bfdcd8733e4 | ebf1ac7e426dc0eb5a9cbe4c120c9de81c27fae0 | null | null |
8d38aecf-aee1-44b9-ab17-f60a95cdf7a9 | 2025-02-08T20:54:56 | network | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 177.181.206.154 to 220.155.222.1 No additional info | {
"geo_location": "Belgium",
"device_hash": "74bb72d9f53d0d47e1ff8040f04e87d6",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; mt-MT) AppleWebKit/532.29.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6532.29.4",
"session_id": "af828b1b-8381-4089-9be6-022d366cad86",
"risk_score": 48.03,
"confidence": 0.76
} | 177.181.206.154 | 220.155.222.1 | null | null | null | No additional info | Network covert_channel from 177.181.206.154 to 220.155.222.1 No additional info | covert_channel | 118,983 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
69c09445-97bd-44a3-8223-9bf11f6fc741 | 2025-05-20T10:18:37 | iot | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor battery_drain No additional info | {
"geo_location": "Switzerland",
"device_hash": "d5c4b9a6348a4559c9081e4684a9bba4a9bc77cec22a38f56f6a459ea19e4906",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/5.1)",
"session_id": "237e17eb-cb7d-46aa-a002-172209a379d1",
"risk_score": 69.79,
"confidence": 0.66
} | 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-9b7bb60c | 8.2 | null | null | null | null | null | null | null | null | null | null |
e81e73e4-129a-4681-9c3b-e33e72df5b5a | 2025-04-04T06:36:53 | ids_alert | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|low| desc=AlienVault Alert: ICS Attack detected from 203.204.22.176 targeting 135.215.106.4 No additional info | {
"geo_location": "Andorra",
"device_hash": "30fc5acd602fe97ce098535b4032c77f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "7e0dda83-0424-4a12-b413-31706e53aadd",
"risk_score": 70.17,
"confidence": 0.95
} | 203.204.22.176 | 135.215.106.4 | ICS Attack | SIG-6047 | Recon | No additional info | AlienVault Alert: ICS Attack detected from 203.204.22.176 targeting 135.215.106.4 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
263f15f1-c377-4e6b-8879-23e18080f83d | 2025-04-03T13:59:44 | firewall | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|low| desc=Firewall deny RDP traffic from 10.154.243.200:965 to 10.12.69.79:382 MITRE Technique: T1574.002 | {
"geo_location": "Pitcairn Islands",
"device_hash": "59f4b48b641cd256b5d33972e4c740fca947142674d295ef9c6e72bd06874cad",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/535.7.3 (KHTML, like Gecko) Version/4.0.1 Safari/535.7.3",
"session_id": "6572ba85-83ba-4c95-a729-1b42ab0ed4b0",
"risk_score": 37.3,
"confidence": 0.47
} | 10.154.243.200 | 10.12.69.79 | null | null | null | MITRE Technique: T1574.002 | Firewall deny RDP traffic from 10.154.243.200:965 to 10.12.69.79:382 MITRE Technique: T1574.002 | deny | 731,148 | RDP | null | null | null | null | null | null | null | null | 965 | 382 | 747 | null | null | null | null | null | null | null |
2a295b84-78ff-4078-9768-a56b7a307a0f | 2025-06-13T02:30:07 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow SMB traffic from 149.243.131.204:265 to 86.35.59.87:555 No additional info | {
"geo_location": "Ghana",
"device_hash": "63dcfb7a7001c5fdb21423b7a998df52",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_3) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/39.0.862.0 Safari/532.1",
"session_id": "91a59c18-50c8-4f50-8ecd-289dd9bad693",
"risk_score": 45.07,
"confidence": 0.07
} | 149.243.131.204 | 86.35.59.87 | null | null | null | No additional info | Firewall allow SMB traffic from 149.243.131.204:265 to 86.35.59.87:555 No additional info | allow | 673,743 | SMB | null | null | null | null | null | null | null | null | 265 | 555 | 938 | null | null | null | null | null | null | null |
0733caf0-6e19-4b58-b447-626cf0fc8052 | 2025-01-31T11:59:16 | ai | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|high| desc=AI system model_access by danielle11 No additional info | {
"geo_location": "China",
"device_hash": "9870aa6f50bcd2d860ff873a8ddfe20796a9db01de8c38b3f126c873d57dc07e",
"user_agent": "Opera/8.81.(X11; Linux i686; sl-SI) Presto/2.9.179 Version/11.00",
"session_id": "880e1ee9-0aaa-4039-825e-f6254504f02e",
"risk_score": 70.5,
"confidence": 0.71
} | null | null | null | null | null | No additional info | AI system model_access by danielle11 No additional info | model_access | null | null | danielle11 | null | null | null | {
"baseline_deviation": 1.45,
"entropy": 3.13,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-fb9d47bf | 87be0411deaed0d8efca7df2394e89bc651aa84c | 41503b04d938ffac073f2098bc23a06ec066827e4aed03fb729cbd245297ff2a | null | null |
bc6c5694-a51e-4664-a54e-56ed555bb0b7 | 2025-05-14T22:40:20 | iot | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|info| desc=IoT device Medical protocol_violation No additional info | {
"geo_location": "Tonga",
"device_hash": "f759d226f86314a34c873ddd000bdb7308add9bd",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; ik-CA) AppleWebKit/532.45.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6532.45.5",
"session_id": "e0fdeaa7-2c20-4b46-9593-dacf30740574",
"risk_score": 11.55,
"confidence": 0.24
} | null | null | null | null | null | No additional info | IoT device Medical protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Medical | iot-322c3662 | 8.0 | null | null | null | null | null | null | null | null | null | null |
8398bc51-706b-419c-b71b-24d765a3394d | 2025-04-12T17:31:51 | ai | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|low| desc=AI system model_access by mortonryan Unconventional IOC: UEFI variable tampering | {
"geo_location": "Nauru",
"device_hash": "78ad4a912a6d3bb6493e86d29676c0f4",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_0 rv:5.0; hak-TW) AppleWebKit/534.25.5 (KHTML, like Gecko) Version/5.0.5 Safari/534.25.5",
"session_id": "b72a2368-af4e-4b32-b1ab-36d9d943adf5",
"risk_score": 54.66,
"confidence": 0.68
} | null | null | null | null | null | Unconventional IOC: UEFI variable tampering | AI system model_access by mortonryan Unconventional IOC: UEFI variable tampering | model_access | null | null | mortonryan | null | null | null | null | null | null | null | null | null | null | null | null | model-69d28129 | d10431f514b55fb84d26f81c8cafa862 | f4e5efd8885374e571ef3d469c8f56af78971a8a | null | null |
78607198-16fe-4ac7-9f69-276e8c4eb0a3 | 2025-04-21T20:29:40 | ai | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by harrisontodd No additional info | {
"geo_location": "Greece",
"device_hash": "668f5cb0148f99ea0889b7642ed2f60b",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.2) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/24.0.838.0 Safari/534.0",
"session_id": "7d16a95b-41bb-4135-a0f3-735c491e407a",
"risk_score": 64.86,
"confidence": 0.09
} | null | null | null | null | null | No additional info | AI system model_inversion by harrisontodd No additional info | model_inversion | null | null | harrisontodd | null | null | null | null | null | null | null | null | null | null | null | null | model-4146f05e | fe284a83b73a43b8dc27c764bb26368da72aaa5d | db0ddce4c8c02fb78b348e2be496ae46c4207180 | null | null |
50450ac5-5ec2-4687-aeba-42aadff879a5 | 2025-06-05T14:23:06 | ai | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by rpark No additional info | {
"geo_location": "Niger",
"device_hash": "d7df201d68b1d1899827de467d8b006ee48917b57215beed13b84047d0968902",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/531.8.1 (KHTML, like Gecko) Version/5.0.5 Safari/531.8.1",
"session_id": "a65df721-c0ac-4533-8ca5-5968595f6b4a",
"risk_score": 80.89,
"confidence": 0.15
} | null | null | null | null | null | No additional info | AI system adversarial_input by rpark No additional info | adversarial_input | null | null | rpark | null | null | null | null | null | null | null | null | null | null | null | null | model-433118e4 | a3b17ada248fb115e34386099eb13dc6 | df04d199b3f281a4542d99fedb9dee45df7c37229623eeea3af8951eb553a4b6 | null | null |
c9c44dd5-46b6-428a-a879-ebd8786559bc | 2025-03-20T16:21:32 | firewall | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine NTP traffic from 178.233.40.72:518 to 119.213.248.128:38 No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "6f3748b69cf0e60fa15b7daf00e9770d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/3.1)",
"session_id": "2e3f2387-e530-48fa-8f62-5d2abd77244b",
"risk_score": 50.9,
"confidence": 0.21
} | 178.233.40.72 | 119.213.248.128 | null | null | null | No additional info | Firewall quarantine NTP traffic from 178.233.40.72:518 to 119.213.248.128:38 No additional info | quarantine | 929,914 | NTP | null | null | null | null | null | null | null | null | 518 | 38 | 2,432 | null | null | null | null | null | null | null |
620e1cd8-a79a-4dd5-aeeb-f5ae986f249c | 2025-02-13T13:38:40 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth timeout for valenzuelamelissa via OAuth from 57.83.47.96 No additional info | {
"geo_location": "Liechtenstein",
"device_hash": "1fe4ab1b3972dd2715cda2f0820feb15",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; cs-CZ) AppleWebKit/535.46.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6535.46.5",
"session_id": "6c60c69c-fc7b-4901-90a0-7faac7cbe2a5",
"risk_score": 36.32,
"confidence": 0.32
} | 57.83.47.96 | null | null | null | null | No additional info | Auth timeout for valenzuelamelissa via OAuth from 57.83.47.96 No additional info | timeout | null | null | valenzuelamelissa | null | null | null | null | null | null | null | null | null | null | OAuth | 45:77:1f:a4:b2:50 | null | null | null | null | null |
ee969a18-84d5-4895-b875-4883fbc3990e | 2025-04-25T01:44:05 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop senior by beltrancathy No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "01c7ec1c2916ef305e3d4a5081c4c1cbea3d313a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/3.0)",
"session_id": "24fc0c0a-93e9-48e9-9a20-3d83d53f7a2d",
"risk_score": 47.89,
"confidence": 0.63
} | null | null | null | null | null | No additional info | Endpoint process_stop senior by beltrancathy No additional info | process_stop | null | null | beltrancathy | senior | 2,919 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6db3cb53-4898-4333-a78c-5c2c3516f329 | 2025-05-23T06:15:20 | firewall | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine HTTP traffic from 202.28.109.119:158 to 49.82.145.193:31531 No additional info | {
"geo_location": "Chad",
"device_hash": "eb20730d1ab4f3fc24d808f87c7ff898",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/534.11.7 (KHTML, like Gecko) Version/5.0.5 Safari/534.11.7",
"session_id": "f1adf924-9b81-44fd-87a6-c732782bb1db",
"risk_score": 50,
"confidence": 0.84
} | 202.28.109.119 | 49.82.145.193 | null | null | null | No additional info | Firewall quarantine HTTP traffic from 202.28.109.119:158 to 49.82.145.193:31531 No additional info | quarantine | 786,838 | HTTP | null | null | null | null | null | null | null | null | 158 | 31,531 | 843 | null | null | null | null | null | null | null |
b36df827-1c49-4bc6-a68b-b50dcd524253 | 2025-06-18T10:40:32 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by glovertammy Unconventional IOC: ACPI table modifications | {
"geo_location": "Mali",
"device_hash": "cfffdfcba0e03ffd08d499e43aa7299b6833f30bcb9a9b36b2f53564d2624970",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_0 rv:3.0; bo-CN) AppleWebKit/532.9.5 (KHTML, like Gecko) Version/4.0.2 Safari/532.9.5",
"session_id": "36f99b01-8852-4987-ae39-98b032ca1a70",
"risk_score": 31.61,
"confidence": 0.96
} | null | null | null | null | null | Unconventional IOC: ACPI table modifications | AI system membership_inference by glovertammy Unconventional IOC: ACPI table modifications | membership_inference | null | null | glovertammy | null | null | null | null | null | null | null | null | null | null | null | null | model-2fd44a8f | 153a154f73626e5e16fa2678b4a562f7 | 73976bdea17917e268f0382625f4726e66bf3b1e | null | null |
4ee05d50-0ef1-4627-8db7-c2bf11e592d0 | 2025-03-01T12:57:05 | network | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|info| desc=Network latency_spike from 140.247.240.109 to 10.251.14.229 Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Uzbekistan",
"device_hash": "7e37308de3c2773b9f020b3ac6af22f1",
"user_agent": "Opera/8.98.(Windows NT 5.01; gv-GB) Presto/2.9.188 Version/12.00",
"session_id": "e7b173c7-e796-49ba-b79f-ba00e5ac01c4",
"risk_score": 21.23,
"confidence": 0.62
} | 140.247.240.109 | 10.251.14.229 | null | null | null | Unconventional IOC: Bios timestamp anomalies | Network latency_spike from 140.247.240.109 to 10.251.14.229 Unconventional IOC: Bios timestamp anomalies | latency_spike | 595,991 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8db20a18-6b42-4132-a9e4-aae3e364fdc9 | 2025-06-10T15:43:49 | auth | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|high| desc=Auth challenge for carterrichard via password from 26.81.173.29 No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "5cd281671bacc54947b8aab93769fd7e",
"user_agent": "Mozilla/5.0 (Windows 98; st-ZA; rv:1.9.1.20) Gecko/5947-03-07 00:49:56 Firefox/3.6.2",
"session_id": "74f93b75-30de-41d3-a0e8-93a2af96266c",
"risk_score": 64.72,
"confidence": 0.13
} | 26.81.173.29 | null | null | null | null | No additional info | Auth challenge for carterrichard via password from 26.81.173.29 No additional info | challenge | null | null | carterrichard | null | null | null | null | null | null | null | null | null | null | password | 01:75:ed:e4:f1:46 | null | null | null | null | null |
bb17d5cb-7fa7-466a-a507-084f38e1c55f | 2025-06-04T13:11:28 | auth | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|info| desc=Auth timeout for mark48 via password from 14.51.132.162 No additional info | {
"geo_location": "Kenya",
"device_hash": "42fbd2a20ff8ecca4be873311dfc5a07e938f65f65d0a72851eaba6bc0ebecf4",
"user_agent": "Mozilla/5.0 (Android 14; Mobile; rv:29.0) Gecko/29.0 Firefox/29.0",
"session_id": "dd3ee81d-7e87-4075-ac65-81addbb05be8",
"risk_score": 64.14,
"confidence": 0.58
} | 14.51.132.162 | null | null | null | null | No additional info | Auth timeout for mark48 via password from 14.51.132.162 No additional info | timeout | null | null | mark48 | null | null | null | null | null | null | null | null | null | null | password | 5a:88:4d:5b:42:fd | null | null | null | null | null |
e20bab6a-96a6-49cd-a57e-c2c34e9548cb | 2025-04-27T18:42:11 | iot | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat unusual_activity MITRE Technique: T1486 | {
"geo_location": "Cook Islands",
"device_hash": "e6556ef2b6781828fa821820dc8e8078",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; niu-NZ; rv:1.9.0.20) Gecko/2246-08-13 11:30:13 Firefox/13.0",
"session_id": "45cd1770-ca23-430a-a55d-bf34f9bef8d2",
"risk_score": 60.35,
"confidence": 0.5
} | null | null | null | null | null | MITRE Technique: T1486 | IoT device Thermostat unusual_activity MITRE Technique: T1486 | unusual_activity | null | null | null | null | null | null | null | Thermostat | iot-fd14a316 | 8.9 | null | null | null | null | null | null | null | null | null | null |
16d6d86f-02e6-448d-a019-5526caf064b8 | 2025-05-20T21:18:48 | iot | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor protocol_violation MITRE Technique: T1486 noise=Mrs|six|spend | {
"geo_location": "Malawi",
"device_hash": "eefef3464ca07cdd1c4798130ceb22d4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/3.0)",
"session_id": "6787f7d9-8194-42e8-b2a4-19664d2c9caf",
"risk_score": 82.43,
"confidence": 0.71
} | null | null | null | null | null | MITRE Technique: T1486 | IoT device Sensor protocol_violation MITRE Technique: T1486 | protocol_violation | null | null | null | null | null | null | null | Sensor | iot-d92084ea | 7.5 | null | null | null | null | null | null | null | null | null | null |
21972c0c-8fe9-432c-8cf7-5f346b55462b | 2025-01-23T18:48:02 | iot | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat command_injection No additional info | {
"geo_location": "Canada",
"device_hash": "fea0717caaa1f28c61094ecafa9dc088c2fc98e422cad47a7d14f579b9f72225",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/534.13.7 (KHTML, like Gecko) Version/4.0.5 Safari/534.13.7",
"session_id": "69eba209-33b2-46b0-8cd8-c7f4a493f8d2",
"risk_score": 12.55,
"confidence": 0.1
} | null | null | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | command_injection | null | null | null | null | null | null | {
"baseline_deviation": 1.66,
"entropy": 6.87,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Thermostat | iot-72e74124 | 6.4 | null | null | null | null | null | null | null | null | null | null |
03f0ab18-f33d-46db-8fab-f0d6a10338c8 | 2025-05-27T17:53:26 | ids_alert | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|high| desc=AlienVault Alert: Zero-Day Exploit detected from 166.117.10.169 targeting 207.56.218.43 No additional info | {
"geo_location": "Korea",
"device_hash": "964ce6b426d51e298cb5e99eec4cab8376597d1698007962f2823991b62ad635",
"user_agent": "Opera/9.20.(X11; Linux x86_64; bs-BA) Presto/2.9.160 Version/10.00",
"session_id": "321ce975-61b8-443a-b61d-cf4eaa3c0567",
"risk_score": 38.23,
"confidence": 0.46
} | 166.117.10.169 | 207.56.218.43 | Zero-Day Exploit | SIG-6289 | Evasion | No additional info | AlienVault Alert: Zero-Day Exploit detected from 166.117.10.169 targeting 207.56.218.43 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
65fcdc4a-7452-408e-8e05-3becc4a6500e | 2025-01-14T21:03:15 | network | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|low| desc=Network disconnection from 10.8.131.121 to 93.176.68.66 No additional info | {
"geo_location": "Niger",
"device_hash": "af219458ed08e68f82f4b16eb06096a1f727c7e5",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_3) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/31.0.897.0 Safari/534.2",
"session_id": "d5b4415c-2d44-4644-8e75-c0efd2ba0d5e",
"risk_score": 68.91,
"confidence": 0.43
} | 10.8.131.121 | 93.176.68.66 | null | null | null | No additional info | Network disconnection from 10.8.131.121 to 93.176.68.66 No additional info | disconnection | 136,377 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b341defc-4f98-4347-be7b-c560c0c6177f | 2025-06-01T10:20:57 | iot | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|low| desc=IoT device Camera side_channel Associated Threat Actor: REvil | {
"geo_location": "Ukraine",
"device_hash": "9750598e3f834f2e40343af2f31fb2051f2beae6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/4.0)",
"session_id": "1abc9a32-d17c-4c52-b072-caea931a83ca",
"risk_score": 29.12,
"confidence": 0.43
} | null | null | null | null | null | Associated Threat Actor: REvil | IoT device Camera side_channel Associated Threat Actor: REvil | side_channel | null | null | null | null | null | null | null | Camera | iot-3dabf115 | 1.1 | null | null | null | null | null | null | null | null | null | null |
6ecca63c-15b3-4feb-b547-123bf601037f | 2025-02-24T01:21:47 | iot | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|critical| desc=IoT device HVAC battery_drain No additional info | {
"geo_location": "Iran",
"device_hash": "7eb0398c9dbb3c02c26217a818436dfa",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; mg-MG; rv:1.9.1.20) Gecko/5699-01-04 09:24:25 Firefox/4.0",
"session_id": "2059fcb6-3b66-40b0-92ed-1bad46cc3aca",
"risk_score": 47.99,
"confidence": 0.78
} | null | null | null | null | null | No additional info | IoT device HVAC battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | HVAC | iot-52b11163 | 5.7 | null | null | null | null | null | null | null | null | null | null |
a5982622-9390-4743-85f8-1e47dd6d5c40 | 2025-04-18T05:55:19 | endpoint | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec able by bryanallen No additional info noise=V2l0aCBiZWF0Lg== | {
"geo_location": "Grenada",
"device_hash": "aa60a8b1bc7ad846ce44ecdd60d298c78e5979b848f9f90d45552e26f0adc183",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/4.1)",
"session_id": "e920adbe-d42b-4346-931b-e24ffe3384e7",
"risk_score": 11.12,
"confidence": 0.33
} | null | null | null | null | null | No additional info | Endpoint wmi_exec able by bryanallen No additional info | wmi_exec | null | null | bryanallen | able | 3,506 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
46dbcd09-27f4-408d-922a-2580afa05008 | 2025-01-14T03:54:32 | endpoint | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load night by kyle35 MITRE Technique: T1566.001 | {
"geo_location": "Bahrain",
"device_hash": "29c11e0770afc0f4ab0a514d4f427f88a34a92d0eef20615c9550fa58c7ac0aa",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_9) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/49.0.816.0 Safari/534.2",
"session_id": "ed1ffcfd-f11d-4bc2-b55f-7a0e02308f1f",
"risk_score": 23.49,
"confidence": 0.21
} | null | null | null | null | null | MITRE Technique: T1566.001 | Endpoint driver_load night by kyle35 MITRE Technique: T1566.001 | driver_load | null | null | kyle35 | night | 7,292 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
42c22dee-b350-47e2-8fed-95996795b1b0 | 2025-07-06T15:53:23 | firewall | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|low| desc=Firewall drop UDP traffic from 51.242.136.24:379 to 170.246.164.45:5277 No additional info | {
"geo_location": "Colombia",
"device_hash": "63b7efd99b9e5085dfb79a3f0bbe51e1",
"user_agent": "Opera/8.18.(Windows NT 5.0; niu-NU) Presto/2.9.172 Version/10.00",
"session_id": "41ce0171-4474-4aaa-8bef-c191ba711f9f",
"risk_score": 38.98,
"confidence": 0.3
} | 51.242.136.24 | 170.246.164.45 | null | null | null | No additional info | Firewall drop UDP traffic from 51.242.136.24:379 to 170.246.164.45:5277 No additional info | drop | 896,194 | UDP | null | null | null | null | null | null | null | null | 379 | 5,277 | 1,978 | null | null | null | null | null | null | null |
39fc4f78-2d41-4c1c-8510-19c6c544503e | 2025-07-06T18:41:51 | cloud | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in GCP by craig68 No additional info | {
"geo_location": "Bahrain",
"device_hash": "a87814da47b17d09cd7137e4f9112cde9b7fe5f53af4c983d47130240e0972c8",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_8 rv:3.0; ru-RU) AppleWebKit/531.8.1 (KHTML, like Gecko) Version/5.0.4 Safari/531.8.1",
"session_id": "d0cb3809-eae4-46e3-b3cd-06d5b95ec598",
"risk_score": 22.36,
"confidence": 0.29
} | null | null | null | null | null | No additional info | Cloud storage_access in GCP by craig68 No additional info | storage_access | null | null | craig68 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-faa0c944 |
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