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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
957ffd01-095e-45f0-9f2a-4409ed00d809 | 2025-06-01T04:02:19 | network | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 182.215.249.34 to 52.43.245.107 MITRE Technique: T1574.002 | {
"geo_location": "United Kingdom",
"device_hash": "12296a264d20a875aa96d781ec13599110ae4883",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/18.0.864.0 Safari/535.1",
"session_id": "73e99777-1e0a-48ef-b42c-1d7490c6cb75",
"risk_score": 56.17,
"confidence": 0.46
} | 182.215.249.34 | 52.43.245.107 | null | null | null | MITRE Technique: T1574.002 | Network protocol_anomaly from 182.215.249.34 to 52.43.245.107 MITRE Technique: T1574.002 | protocol_anomaly | 735,332 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b21a07b2-7c22-44d1-8b57-d81f03374134 | 2025-03-21T06:53:35 | cloud | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in OCI by john48 MITRE Technique: T1110.003 | {
"geo_location": "Mauritius",
"device_hash": "8b2f1b518a059bb03c50a3de8358ada53efc4386a7191ce354c96ab919337e7e",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/8143-07-17 22:54:37 Firefox/3.6.20",
"session_id": "00cca364-59c5-4243-962d-6767b04575d1",
"risk_score": 29.89,
"confidence": 0.3
} | null | null | null | null | null | MITRE Technique: T1110.003 | Cloud config_change in OCI by john48 MITRE Technique: T1110.003 | config_change | null | null | john48 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-9ae95f1f |
e3ffcad3-d93e-423e-9308-0e534cf88965 | 2025-07-08T07:07:43 | iot | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device Medical sensor_spoofing No additional info noise=DCC25792 | {
"geo_location": "Denmark",
"device_hash": "c9c3de359d3dcb907b7f1b1b72a51f07f055112a6c0b14357d9081d71544e178",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2_1 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/11.6l8648.0 Mobile/85B257 Safari/532.2",
"session_id": "80254f1c-435c-4af6-b085-1dae7043bde3",
"risk_score": 37.94,
"confidence": 0.8
} | null | null | null | null | null | No additional info | IoT device Medical sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | Medical | iot-977aef4b | 5.8 | null | null | null | null | null | null | null | null | null | null |
9db47a11-965e-4f9d-bad9-f16c830e3a73 | 2025-03-05T00:48:26 | cloud | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in GCP by austinparker No additional info | {
"geo_location": "Australia",
"device_hash": "92970e04ca1b2fc2e519c264077967369194b0a3",
"user_agent": "Opera/8.20.(X11; Linux x86_64; ro-RO) Presto/2.9.186 Version/11.00",
"session_id": "a428df92-3d98-4e19-b708-2d6d5b9b4541",
"risk_score": 61.86,
"confidence": 0.11
} | null | null | null | null | null | No additional info | Cloud crypto_mining in GCP by austinparker No additional info | crypto_mining | null | null | austinparker | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-1b961673 |
1847ee0e-4439-4ff3-910b-9ab5c7725765 | 2025-01-30T03:50:53 | ids_alert | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|medium| desc=Splunk Alert: DDoS detected from 78.205.127.115 targeting 27.183.185.1 No additional info | {
"geo_location": "Argentina",
"device_hash": "1be5a60469c820eeda3522662f0d280021e8af62728d82fc9fa30f45d4ae6355",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/4.0)",
"session_id": "02ebb8f7-679e-497c-9212-9e524bdcd4ae",
"risk_score": 56.56,
"confidence": 0.06
} | 78.205.127.115 | 27.183.185.1 | DDoS | SIG-4043 | Malware | No additional info | Splunk Alert: DDoS detected from 78.205.127.115 targeting 27.183.185.1 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2a2a9866-8b69-4ab0-a428-bda0cc302e8b | 2025-01-21T15:15:00 | ids_alert | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|high| desc=Snort Alert: Living-off-the-Land detected from 96.44.160.158 targeting N/A MITRE Technique: T1071.001 | {
"geo_location": "Grenada",
"device_hash": "9ec5bfd7fb3ace69b2f107b27695590dbc7d4b6a",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/25.0.834.0 Safari/536.2",
"session_id": "21552f37-5c44-4777-a30f-60d2a37b5618",
"risk_score": 24.8,
"confidence": 0.37
} | 96.44.160.158 | N/A | Living-off-the-Land | SIG-4158 | Policy | MITRE Technique: T1071.001 | Snort Alert: Living-off-the-Land detected from 96.44.160.158 targeting N/A MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
87524b8b-bd74-4247-8a6c-356f6d21f80d | 2025-01-28T12:43:15 | auth | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|info| desc=Auth failed for derek17 via passwordless from 65.10.123.150 No additional info noise=VGF4IGVpZ2h0Lg== | {
"geo_location": "Gabon",
"device_hash": "866805e1eabd9b7dc832af94e8b8aa64",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/3.1)",
"session_id": "23b7e389-f00c-4949-83fb-46ee8b976788",
"risk_score": 46.28,
"confidence": 0.19
} | 65.10.123.150 | null | null | null | null | No additional info | Auth failed for derek17 via passwordless from 65.10.123.150 No additional info | failed | null | null | derek17 | null | null | null | null | null | null | null | null | null | null | passwordless | 0c:7f:c9:bd:76:5c | null | null | null | null | null |
741cd4f3-f65e-42b5-ba71-7544f68f2974 | 2025-03-23T19:27:59 | firewall | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|medium| desc=Firewall drop ICMP traffic from 24.72.130.240:29438 to 3.255.65.190:18 No additional info | {
"geo_location": "Austria",
"device_hash": "d434da10adc7825c3d50eb042788960f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "2f34cae0-0ff7-4595-b1aa-1c6e375e74d2",
"risk_score": 75.97,
"confidence": 0.22
} | 24.72.130.240 | 3.255.65.190 | null | null | null | No additional info | Firewall drop ICMP traffic from 24.72.130.240:29438 to 3.255.65.190:18 No additional info | drop | 269,997 | ICMP | null | null | null | null | null | null | null | null | 29,438 | 18 | 1,327 | null | null | null | null | null | null | null |
5adf3934-68fc-4406-a637-586ed3f92f86 | 2025-03-22T09:27:54 | endpoint | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism /develop/design.numbers by mccalldonna MITRE Technique: T1547.001 noise=hold|might|his | {
"geo_location": "Trinidad and Tobago",
"device_hash": "2654698ef6bbb37af8e3284c2d639f3a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "df4ae274-6b7b-4c03-8f64-ba9c9f6eab71",
"risk_score": 80.5,
"confidence": 0.02
} | null | null | null | null | null | MITRE Technique: T1547.001 | Endpoint persistence_mechanism /develop/design.numbers by mccalldonna MITRE Technique: T1547.001 | persistence_mechanism | null | null | mccalldonna | /develop/design.numbers | 1,080 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
abef65f6-41fd-4db6-a11f-e5a448fcab36 | 2025-05-10T08:48:27 | ai | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by georgekent MITRE Technique: T1071.001 noise=explore | {
"geo_location": "Isle of Man",
"device_hash": "aecc8ea85d0c80096777963c3e62332439716b4f",
"user_agent": "Mozilla/5.0 (Android 6.0; Mobile; rv:41.0) Gecko/41.0 Firefox/41.0",
"session_id": "46b972d8-ff4d-4c73-897d-555f637b8251",
"risk_score": 42.22,
"confidence": 0.44
} | null | null | null | null | null | MITRE Technique: T1071.001 | AI system prompt_injection by georgekent MITRE Technique: T1071.001 | prompt_injection | null | null | georgekent | null | null | null | null | null | null | null | null | null | null | null | null | model-51178b1d | 05ba4bef84ca17be79a1b604f6e9853e | 4177c839286e61e4ec39400e54fae3a7 | null | null |
98a23fc0-3efb-4bf4-bf82-eb2673fe8ecc | 2021-01-11T11:16:52 | ai | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by poliver No additional info | {
"geo_location": "Netherlands",
"device_hash": "7fb4eeaad3367c355ab439dfb87dc73476699bd0b5eab13e5a65f17011ce569b",
"user_agent": "Opera/9.61.(Windows NT 4.0; ht-HT) Presto/2.9.177 Version/10.00",
"session_id": "cc857a43-0f18-4308-ab6e-8bfc9fd248f1",
"risk_score": 60.3,
"confidence": 0.6
} | null | null | null | null | null | No additional info | AI system model_inversion by poliver No additional info | model_inversion | null | null | poliver | null | null | null | null | null | null | null | null | null | null | null | null | model-de4b7455 | d56b2b3ce536aa9f53ab199aa157bc3a4efdfe8f6d44e8f41383b64d923aeb1e | 2a47223ede0fa5a78ca1268585f0f35a | null | null |
e7cb9aa3-6bbd-4dae-832a-3a62f134c687 | 2025-06-08T02:23:44 | ids_alert | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|low| desc=QRadar Alert: Supply Chain Compromise detected from 106.144.194.199 targeting 125.229.29.124 No additional info | {
"geo_location": "Turkey",
"device_hash": "c0a2c35fa229ffaf3997b58e937b3587daad8abcab84252db79294aceff6cd22",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/47.0.802.0 Safari/532.0",
"session_id": "7fe19b7f-29f7-4867-9a57-c024eef8cf53",
"risk_score": 58.81,
"confidence": 0.66
} | 106.144.194.199 | 125.229.29.124 | Supply Chain Compromise | SIG-6574 | Evasion | No additional info | QRadar Alert: Supply Chain Compromise detected from 106.144.194.199 targeting 125.229.29.124 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
afcae029-a431-4aea-b7bf-d3077b0bb40b | 2025-03-21T19:19:43 | cloud | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in Alibaba by eatontina No additional info noise=SGFuZCB5ZWFyLg== | {
"geo_location": "Nicaragua",
"device_hash": "ac8fdc29d6dce6487fd9af449d497c177c5b0c3b885a64b6df326c73ffdbbc83",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/5.0)",
"session_id": "fa29d1b4-e65d-4107-9273-3990797e9992",
"risk_score": 84.66,
"confidence": 0.12
} | null | null | null | null | null | No additional info | Cloud storage_access in Alibaba by eatontina No additional info | storage_access | null | null | eatontina | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-70145247 |
1039c394-50e4-4fc9-a511-d34a4721ba8f | 2025-05-20T23:55:11 | cloud | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in Alibaba by ballen MITRE Technique: T1547.001 | Associated Threat Actor: Cobalt Group | {
"geo_location": "Brunei Darussalam",
"device_hash": "dd560dbfe5b82431755ef42bf1f563bd2ca4fdd101c4ebf839b76b1d0ca6c106",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/3.1)",
"session_id": "d0717776-3581-47b3-9403-307844c5f23f",
"risk_score": 69.32,
"confidence": 0.62
} | null | null | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: Cobalt Group | Cloud api_abuse in Alibaba by ballen MITRE Technique: T1547.001 | Associated Threat Actor: Cobalt Group | api_abuse | null | null | ballen | null | null | null | {
"baseline_deviation": 2.14,
"entropy": 4.08,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-7adbddca |
8f7635c6-d6f1-42ca-9028-5ae5e18532bc | 2025-04-05T06:45:19 | ai | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by zzamora No additional info | {
"geo_location": "Iraq",
"device_hash": "28c1dc01df73d067297303ad89596e1a",
"user_agent": "Opera/8.86.(X11; Linux x86_64; nb-NO) Presto/2.9.186 Version/10.00",
"session_id": "d926e921-92a7-42ed-a30a-644e621c1819",
"risk_score": 42.78,
"confidence": 0.28
} | null | null | null | null | null | No additional info | AI system membership_inference by zzamora No additional info | membership_inference | null | null | zzamora | null | null | null | null | null | null | null | null | null | null | null | null | model-7dc553b3 | 340d79ab909a87b12b8394beba3af56f33c41573 | 022779f42d5157b3c21ad224a8b4416f | null | null |
807ba87f-e46e-4268-9dae-da99694008c5 | 2025-07-06T06:13:43 | cloud | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in Azure by uglover No additional info | {
"geo_location": "Tunisia",
"device_hash": "d2697b6b68794a68c4fa7b2852f809a7314852c7",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/53.0.811.0 Safari/533.1",
"session_id": "90306893-0d43-438a-b032-2ae7e9451f71",
"risk_score": 45.6,
"confidence": 0.49
} | null | null | null | null | null | No additional info | Cloud shadow_it in Azure by uglover No additional info | shadow_it | null | null | uglover | null | null | null | {
"baseline_deviation": 1.56,
"entropy": 3.7,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | Azure | res-2a76c351 |
46e4db4a-aa4d-4e7f-b614-b1b4c0816250 | 2025-02-25T01:56:42 | ai | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by benjamin64 Associated Threat Actor: Mustang Panda | {
"geo_location": "Paraguay",
"device_hash": "0237ac096bebf826d5b8b4b410608fa69c9ef47f",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/9.7o8832.0 Mobile/91I644 Safari/532.1",
"session_id": "bb8a6406-28e9-4465-97f7-309c1dadab51",
"risk_score": 53.99,
"confidence": 0.45
} | null | null | null | null | null | Associated Threat Actor: Mustang Panda | AI system training_data_poisoning by benjamin64 Associated Threat Actor: Mustang Panda | training_data_poisoning | null | null | benjamin64 | null | null | null | {
"baseline_deviation": 2.93,
"entropy": 5.95,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-3ddc43fe | 936629d441d30595b2f3e1b1bd571380 | 84c5477fce8efa1e65be815d2861abc0bc4a3070 | null | null |
72f8a402-f865-4354-9854-9d212122c8ba | 2025-02-08T08:48:19 | auth | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|high| desc=Auth success for john70 via key from 11.43.176.74 MITRE Technique: T1110.003 noise=power|former|anything | {
"geo_location": "Denmark",
"device_hash": "678902866866348eb58329f029ece443ebaedff3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/4.0)",
"session_id": "8d0c44a5-aec4-4591-a11c-71cb3d6b3530",
"risk_score": 57.24,
"confidence": 0.51
} | 11.43.176.74 | null | null | null | null | MITRE Technique: T1110.003 | Auth success for john70 via key from 11.43.176.74 MITRE Technique: T1110.003 | success | null | null | john70 | null | null | null | null | null | null | null | null | null | null | key | cf:4c:a8:f3:d8:cd | null | null | null | null | null |
3c4b9410-e2a5-474b-9e74-cf238ab1f5d2 | 2025-06-17T04:17:09 | ids_alert | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|critical| desc=Elastic SIEM Alert: DNS Tunneling detected from 106.58.4.175 targeting 155.36.112.84 MITRE Technique: T1547.001 | {
"geo_location": "Saint Martin",
"device_hash": "8ad89a0f262e54369c7862f3072495bd152866a4",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; ml-IN) AppleWebKit/533.12.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6533.12.7",
"session_id": "ec6a02dc-bbfd-412c-9515-043d7cea6805",
"risk_score": 54.81,
"confidence": 0.63
} | 106.58.4.175 | 155.36.112.84 | DNS Tunneling | SIG-6672 | Malware | MITRE Technique: T1547.001 | Elastic SIEM Alert: DNS Tunneling detected from 106.58.4.175 targeting 155.36.112.84 MITRE Technique: T1547.001 | null | null | null | null | null | null | null | {
"baseline_deviation": 0.67,
"entropy": 2.43,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
ee3c9ea7-a1b4-4f44-9617-e94e63d8f1de | 2025-04-21T01:42:28 | ids_alert | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|high| desc=Splunk Alert: Port Scan detected from 108.56.163.70 targeting 185.195.14.57 No additional info noise=341401BB | {
"geo_location": "Montserrat",
"device_hash": "0ad7e1886021c481274598e05f485ef8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; rw-RW) AppleWebKit/532.48.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6532.48.1",
"session_id": "dfb379c7-0b90-4202-ad4d-964a86533899",
"risk_score": 34.55,
"confidence": 0.47
} | 108.56.163.70 | 185.195.14.57 | Port Scan | SIG-9589 | Policy | No additional info | Splunk Alert: Port Scan detected from 108.56.163.70 targeting 185.195.14.57 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fdf71b37-847b-4406-a65a-c994fdfc738e | 2025-02-13T17:30:09 | endpoint | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install /assume/radio.wav by ericrobbins MITRE Technique: T1059.001 | Fileless execution detected noise=box|parent|born | {
"geo_location": "Martinique",
"device_hash": "682f98112123c07a3fde6aaecb49d1c03d27f27ce86bd2892a49ecae81664784",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/3.0)",
"session_id": "3f33a956-1fb4-4068-bc7c-7f0a36e5a86d",
"risk_score": 29.16,
"confidence": 0.01
} | null | null | null | null | null | MITRE Technique: T1059.001 | Fileless execution detected | Endpoint service_install /assume/radio.wav by ericrobbins MITRE Technique: T1059.001 | Fileless execution detected | service_install | null | null | ericrobbins | /assume/radio.wav | 5,124 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
11875db7-060a-4aea-895a-2a617d977bee | 2025-05-02T21:09:16 | network | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|high| desc=Network connection from 218.13.112.77 to 10.208.95.14 Associated Threat Actor: Wizard Spider | {
"geo_location": "Uruguay",
"device_hash": "df4b506d52401d88ca7cdcc2a6062141",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/3.0)",
"session_id": "e679d7d8-326c-48d0-b83d-b21af99d660b",
"risk_score": 66.82,
"confidence": 0.3
} | 218.13.112.77 | 10.208.95.14 | null | null | null | Associated Threat Actor: Wizard Spider | Network connection from 218.13.112.77 to 10.208.95.14 Associated Threat Actor: Wizard Spider | connection | 296,220 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
043f5634-ea69-4dc8-839b-87b3463f7371 | 2025-02-15T06:53:55 | ai | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by iforbes MITRE Technique: T1547.001 | {
"geo_location": "Saint Martin",
"device_hash": "ef529ee75b2a741dcb8f2a3b4af938eb",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_1; rv:1.9.4.20) Gecko/5475-11-29 05:14:35 Firefox/6.0",
"session_id": "9f447529-5a0c-4e28-ad9d-e7627a4170e7",
"risk_score": 57.82,
"confidence": 0.25
} | null | null | null | null | null | MITRE Technique: T1547.001 | AI system fine_tuning by iforbes MITRE Technique: T1547.001 | fine_tuning | null | null | iforbes | null | null | null | null | null | null | null | null | null | null | null | null | model-6ea122e0 | 602e87a9cf37d91753b30203357be3c22b7c6567a23f775fbf422ba6b4b1bc09 | 9dd10226e3073132580df235c9c5aec6aace38c3 | null | null |
6b13f629-d97d-49f5-be2f-75977efe586f | 2025-05-22T20:57:55 | auth | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|high| desc=Auth bypass for charles43 via OAuth from 212.65.115.196 MITRE Technique: T1218.011 | {
"geo_location": "Gabon",
"device_hash": "ea14e89eb095e149597635289ae7509b",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_4 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/36.0.853.0 Mobile/62N320 Safari/531.1",
"session_id": "78799e9e-92a8-4109-846d-65f4aa9f8d7a",
"risk_score": 70.14,
"confidence": 0.93
} | 212.65.115.196 | null | null | null | null | MITRE Technique: T1218.011 | Auth bypass for charles43 via OAuth from 212.65.115.196 MITRE Technique: T1218.011 | bypass | null | null | charles43 | null | null | null | null | null | null | null | null | null | null | OAuth | cf:ed:ca:1e:97:e7 | null | null | null | null | null |
f02d28f1-1745-4c08-ab3b-8c0a6f3530bb | 2025-02-21T16:03:55 | auth | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|info| desc=Auth timeout for wongmichael via key from 101.208.191.50 No additional info | {
"geo_location": "New Caledonia",
"device_hash": "9085652abeab324b656ff9468bde9efcc45526b0",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/534.48.7 (KHTML, like Gecko) Version/4.1 Safari/534.48.7",
"session_id": "86bd803b-4b81-475b-a16a-e7fbd53f87d9",
"risk_score": 63.53,
"confidence": 0.05
} | 101.208.191.50 | null | null | null | null | No additional info | Auth timeout for wongmichael via key from 101.208.191.50 No additional info | timeout | null | null | wongmichael | null | null | null | null | null | null | null | null | null | null | key | 87:f3:7c:9a:ec:24 | null | null | null | null | null |
03bd52ef-86d4-4d9e-8fa2-34847889a076 | 2025-05-29T09:35:41 | network | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 91.34.88.7 to 141.189.224.12 MITRE Technique: T1059.005 | {
"geo_location": "Namibia",
"device_hash": "2ed9ef9d030a65ad8ca591ad01ee2754",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/56.0.869.0 Mobile/82M344 Safari/531.2",
"session_id": "e776c0a8-38c5-45ef-a005-3b91a089ed8b",
"risk_score": 55.08,
"confidence": 0.32
} | 91.34.88.7 | 141.189.224.12 | null | null | null | MITRE Technique: T1059.005 | Network data_exfiltration from 91.34.88.7 to 141.189.224.12 MITRE Technique: T1059.005 | data_exfiltration | 873,534 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3c5e4c88-9ecf-47d1-b8e2-266a6604a877 | 2025-03-16T15:28:39 | ai | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by herreragregory No additional info | {
"geo_location": "Thailand",
"device_hash": "a9169b291ab36d975b5a78313b4b1569",
"user_agent": "Opera/8.55.(X11; Linux x86_64; si-LK) Presto/2.9.179 Version/10.00",
"session_id": "02feff65-de35-443c-9768-b6e67d21fe5d",
"risk_score": 38.65,
"confidence": 0.48
} | null | null | null | null | null | No additional info | AI system adversarial_input by herreragregory No additional info | adversarial_input | null | null | herreragregory | null | null | null | null | null | null | null | null | null | null | null | null | model-00fe56df | 37b2aa26ed6035dce7943f917fff3e4631803a556dc82194cb54235a243a98a9 | b28321e9c02451786a89e9554f6607db | null | null |
a228ce15-9ad5-49e0-9723-6ddb72b74cd2 | 2025-02-06T11:21:57 | endpoint | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start /wide/executive.mp4 by morseshannon Associated Threat Actor: Kimsuky | {
"geo_location": "Zimbabwe",
"device_hash": "52b09d6e8e3ad90aa8b8bcbd7a982bee5aadc02b540152693b059d08962fa377",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_8) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/58.0.892.0 Safari/531.0",
"session_id": "ea88635b-3cc2-4645-aac3-70af71790980",
"risk_score": 33.52,
"confidence": 0.88
} | null | null | null | null | null | Associated Threat Actor: Kimsuky | Endpoint process_start /wide/executive.mp4 by morseshannon Associated Threat Actor: Kimsuky | process_start | null | null | morseshannon | /wide/executive.mp4 | 7,799 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
daddbbbb-f115-41b3-94f3-5f9424c7c4c1 | 2025-07-01T04:25:16 | auth | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|info| desc=Auth failed for ehunt via passwordless from 152.188.153.198 No additional info | {
"geo_location": "Venezuela",
"device_hash": "02fe620572940fe82e90cadfeb6ba0b3a8e5552d41554f1019f9f9fc71e577f6",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_1_3 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/16.6j2475.0 Mobile/39J217 Safari/533.0",
"session_id": "da4b536b-085c-4a09-9aae-e42404de3ae9",
"risk_score": 28.69,
"confidence": 0.97
} | 152.188.153.198 | null | null | null | null | No additional info | Auth failed for ehunt via passwordless from 152.188.153.198 No additional info | failed | null | null | ehunt | null | null | null | null | null | null | null | null | null | null | passwordless | e8:5a:8f:2c:5f:bd | null | null | null | null | null |
bc6d99a2-a5b5-4b47-b912-d04177e6da4e | 2025-03-21T19:49:35 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by jaymurphy No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "3c24e6a789eff64516a0cd40fcee5c3ac0c7d92e",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/58.0.806.0 Safari/536.1",
"session_id": "a819c97c-a5f0-4057-833a-09670b8cf936",
"risk_score": 68.57,
"confidence": 0.21
} | null | null | null | null | null | No additional info | AI system fine_tuning by jaymurphy No additional info | fine_tuning | null | null | jaymurphy | null | null | null | null | null | null | null | null | null | null | null | null | model-f67dfad6 | 4d9c5c4eb9b9ccaf860a6890c18d7e8bb56865aa0e159a49621e9a75aa8977a1 | 8d1092527ac683dd3f5b9cce4c0a43d0c83e6d03 | null | null |
6c117a1c-b1d6-404f-ba11-107b19fc47ff | 2025-02-01T06:59:31 | network | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 10.97.200.95 to 65.81.25.162 No additional info | {
"geo_location": "Estonia",
"device_hash": "026f6183e9cff1eee7ef38aab7b81f5d71f4b3e8f04b4953d69fb6477fad5123",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_4 rv:4.0; ia-FR) AppleWebKit/532.6.2 (KHTML, like Gecko) Version/4.0 Safari/532.6.2",
"session_id": "f15a7dac-ffcf-4b1a-9103-a6661237a7a9",
"risk_score": 57.86,
"confidence": 0.73
} | 10.97.200.95 | 65.81.25.162 | null | null | null | No additional info | Network disconnection from 10.97.200.95 to 65.81.25.162 No additional info | disconnection | 300,333 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4544b572-0797-4b4b-997f-ff01a7e5d448 | 2025-06-18T00:32:21 | endpoint | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load others by ypark No additional info | {
"geo_location": "Turkmenistan",
"device_hash": "b254a731104bc6f0cf08ce13ed4b79e4625ecae839cccf2b1d192d30bf5fff46",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/3.1)",
"session_id": "15da4d23-31f0-498d-8e13-a5eba227ebe9",
"risk_score": 32.78,
"confidence": 0.29
} | null | null | null | null | null | No additional info | Endpoint driver_load others by ypark No additional info | driver_load | null | null | ypark | others | 2,625 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a795c29b-aa75-4074-ba1e-37ea901306d9 | 2022-11-02T10:05:06 | auth | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for christophertate via password from 216.234.51.158 No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "b38cc70a2a0207f8e905b357cd22e51c4f114a7afa15369620613ed4d3a296e1",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/6970-03-10 10:53:06 Firefox/3.8",
"session_id": "acb59bf3-9098-4112-bbbc-079b7d19ebc3",
"risk_score": 52.94,
"confidence": 0.14
} | 216.234.51.158 | null | null | null | null | No additional info | Auth challenge for christophertate via password from 216.234.51.158 No additional info | challenge | null | null | christophertate | null | null | null | null | null | null | null | null | null | null | password | 64:1a:cf:14:70:c4 | null | null | null | null | null |
5861a3cf-aed9-4736-906e-a63d940a93a3 | 2029-08-27T15:11:10 | cloud | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in AWS by dtate MITRE Technique: T1486 | {
"geo_location": "Nigeria",
"device_hash": "7cabd6ba3be2eb9783127050edb77dbd110829e5e45e150b7d576356143a8161",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/47.0.839.0 Safari/533.1",
"session_id": "c9a227ec-2e3f-42f8-bb3d-6cbc0900e02f",
"risk_score": 29.79,
"confidence": 0.57
} | null | null | null | null | null | MITRE Technique: T1486 | Cloud crypto_mining in AWS by dtate MITRE Technique: T1486 | crypto_mining | null | null | dtate | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-490df8a6 |
1f1e09d8-fdf2-41af-838d-2f94908b8651 | 2025-04-08T10:40:40 | iot | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|medium| desc=IoT device Camera unusual_activity No additional info noise=season|high|beyond | {
"geo_location": "Portugal",
"device_hash": "a833e31d5a090fd2adf8bc2274e5f397309a5871",
"user_agent": "Opera/9.51.(Windows NT 6.2; bn-BD) Presto/2.9.164 Version/12.00",
"session_id": "ee810803-d42f-4f2c-9b27-5163556ddaa4",
"risk_score": 39.74,
"confidence": 0.58
} | null | null | null | null | null | No additional info | IoT device Camera unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | Camera | iot-d938d59a | 9.7 | null | null | null | null | null | null | null | null | null | null |
2be03b00-7482-4268-9c42-b1a24b7678e7 | 2025-02-07T01:07:16 | network | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|high| desc=Network beaconing from 159.185.73.18 to 141.188.185.29 No additional info noise=7AEA5D9B | {
"geo_location": "Guinea",
"device_hash": "92baae535ea21771982cee4bd69b1557",
"user_agent": "Mozilla/5.0 (Android 11; Mobile; rv:51.0) Gecko/51.0 Firefox/51.0",
"session_id": "2444ef7c-6847-4379-b5c3-9ddea7320447",
"risk_score": 19.6,
"confidence": 0.15
} | 159.185.73.18 | 141.188.185.29 | null | null | null | No additional info | Network beaconing from 159.185.73.18 to 141.188.185.29 No additional info | beaconing | 236,795 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
24ce76ce-929b-4f70-a4af-a44dd7f43c1d | 2025-05-30T02:04:56 | network | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 99.183.178.207 to 13.170.12.78 No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "6f54920f6520594515f3bb35bfa877980140e396",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_0 rv:3.0; vi-VN) AppleWebKit/533.38.1 (KHTML, like Gecko) Version/5.0.1 Safari/533.38.1",
"session_id": "abd7aadd-8f83-40bd-94ac-c6a16be7d63e",
"risk_score": 82.2,
"confidence": 0.14
} | 99.183.178.207 | 13.170.12.78 | null | null | null | No additional info | Network latency_spike from 99.183.178.207 to 13.170.12.78 No additional info | latency_spike | 665,759 | UDP | null | null | null | null | {
"baseline_deviation": 2.82,
"entropy": 3.35,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
3b0cecb0-7fe3-473f-8162-15c1476de216 | 2025-06-29T16:57:50 | auth | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|medium| desc=Auth locked for vwhite via MFA from 203.246.165.166 MITRE Technique: T1071.001 | {
"geo_location": "Sierra Leone",
"device_hash": "52ff8296d6d45ceffa96e85ab616cdd893f2c18e08131ba84f4499c1076a72a8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; ta-IN) AppleWebKit/531.11.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6531.11.4",
"session_id": "dc6c2abb-5917-4891-a150-7040bcff1f37",
"risk_score": 48.09,
"confidence": 0.3
} | 203.246.165.166 | null | null | null | null | MITRE Technique: T1071.001 | Auth locked for vwhite via MFA from 203.246.165.166 MITRE Technique: T1071.001 | locked | null | null | vwhite | null | null | null | null | null | null | null | null | null | null | MFA | f8:99:d2:43:4a:65 | null | null | null | null | null |
250df3b4-ced5-4372-9600-6a2aa3a1b839 | 2025-06-01T15:42:59 | firewall | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only SMB traffic from 65.171.107.31:64 to 217.193.125.210:879 No additional info noise=category | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "e4ac4dfb3438bd3cd23008345a4fde7798e0209b",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_6 rv:3.0; ky-KG) AppleWebKit/535.16.5 (KHTML, like Gecko) Version/4.0 Safari/535.16.5",
"session_id": "ef71d874-1d96-40d8-9bc5-96ba64acb06d",
"risk_score": 49.32,
"confidence": 0.95
} | 65.171.107.31 | 217.193.125.210 | null | null | null | No additional info | Firewall log-only SMB traffic from 65.171.107.31:64 to 217.193.125.210:879 No additional info | log-only | 983,614 | SMB | null | null | null | null | null | null | null | null | 64 | 879 | 110 | null | null | null | null | null | null | null |
290906ef-562f-4dd6-b021-41d26f844eda | 2025-05-26T15:33:56 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth challenge for charles28 via OAuth from 145.191.51.89 MITRE Technique: T1134.001 | {
"geo_location": "Wallis and Futuna",
"device_hash": "0b65911fd4826d872fd63665297018f110858b6a0935416cf6b90792288afa63",
"user_agent": "Mozilla/5.0 (Linux; Android 2.1) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/25.0.830.0 Safari/531.0",
"session_id": "7251cdc8-6860-4bd5-a4b5-f16ce842d7f1",
"risk_score": 24.67,
"confidence": 0.54
} | 145.191.51.89 | null | null | null | null | MITRE Technique: T1134.001 | Auth challenge for charles28 via OAuth from 145.191.51.89 MITRE Technique: T1134.001 | challenge | null | null | charles28 | null | null | null | null | null | null | null | null | null | null | OAuth | 70:0c:94:a8:d4:d4 | null | null | null | null | null |
ba7e1edd-f881-4be8-b681-ad9cbd2dfba9 | 2025-06-22T15:22:50 | auth | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|low| desc=Auth timeout for lambcory via SAML from 208.96.149.251 MITRE Technique: T1059.005 | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "3bb1a4e7cb945604a6bba26e731b3c8d2bebda09",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/9903-05-01 06:37:46 Firefox/7.0",
"session_id": "bcad4210-bc3d-49d5-96a2-0b2db237eb08",
"risk_score": 69.42,
"confidence": 0.88
} | 208.96.149.251 | null | null | null | null | MITRE Technique: T1059.005 | Auth timeout for lambcory via SAML from 208.96.149.251 MITRE Technique: T1059.005 | timeout | null | null | lambcory | null | null | null | null | null | null | null | null | null | null | SAML | 43:b8:f5:b6:e6:ba | null | null | null | null | null |
165c85eb-46c8-4176-a7df-72ece3aec2d7 | 2025-06-02T07:46:59 | auth | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|low| desc=Auth locked for smithtraci via passwordless from 129.207.21.251 MITRE Technique: T1486 | {
"geo_location": "Somalia",
"device_hash": "32ef43b26497020ef1dea64e158cd021",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; et-EE) AppleWebKit/533.9.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6533.9.4",
"session_id": "6c673de2-66eb-47ce-9ffe-9f6bfe4a4246",
"risk_score": 76.24,
"confidence": 0.32
} | 129.207.21.251 | null | null | null | null | MITRE Technique: T1486 | Auth locked for smithtraci via passwordless from 129.207.21.251 MITRE Technique: T1486 | locked | null | null | smithtraci | null | null | null | {
"baseline_deviation": 2.74,
"entropy": 7.23,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | passwordless | 9b:fb:76:4f:3f:82 | null | null | null | null | null |
02a62823-0f64-48a0-8477-a18f1a8438e5 | 2025-04-16T00:36:54 | endpoint | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install /book/executive.mp4 by rodrigueztommy No additional info | {
"geo_location": "Liberia",
"device_hash": "7cbd48dcca4b3b3cae1197e9844cd2894a3ed33b",
"user_agent": "Opera/9.73.(Windows NT 10.0; gd-GB) Presto/2.9.173 Version/12.00",
"session_id": "0adb986e-67f4-4d00-b1d5-600aec311020",
"risk_score": 43.83,
"confidence": 0.15
} | null | null | null | null | null | No additional info | Endpoint service_install /book/executive.mp4 by rodrigueztommy No additional info | service_install | null | null | rodrigueztommy | /book/executive.mp4 | 5,754 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a600d8c4-57f6-4c4b-a08c-d21d131f37ab | 2025-06-23T20:33:55 | auth | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|high| desc=Auth locked for taylordale via key from 10.170.35.113 No additional info | {
"geo_location": "Micronesia",
"device_hash": "e351cb11d8f433a28d2de9678989d46d44c31afec5902a25617f1d361eccf5b7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/3.0)",
"session_id": "30f6a532-b35d-4527-8d3d-758dc9adcf9d",
"risk_score": 27.4,
"confidence": 0.11
} | 10.170.35.113 | null | null | null | null | No additional info | Auth locked for taylordale via key from 10.170.35.113 No additional info | locked | null | null | taylordale | null | null | null | null | null | null | null | null | null | null | key | ee:fe:90:75:59:af | null | null | null | null | null |
506047aa-41a4-4ee6-9191-1e8eb605f8e9 | 2025-06-04T17:15:09 | firewall | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only HTTP traffic from 198.25.250.171:41809 to 38.117.181.106:55466 No additional info noise=VHJpYWwu | {
"geo_location": "United States Virgin Islands",
"device_hash": "36ff0c8c561ee328b18beff76b71258e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/4.0)",
"session_id": "b22fd2c1-85d0-49a3-a9da-69084cccd243",
"risk_score": 53.35,
"confidence": 0.72
} | 198.25.250.171 | 38.117.181.106 | null | null | null | No additional info | Firewall log-only HTTP traffic from 198.25.250.171:41809 to 38.117.181.106:55466 No additional info | log-only | 930,873 | HTTP | null | null | null | null | {
"baseline_deviation": 2.03,
"entropy": 4.91,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 41,809 | 55,466 | 3,274 | null | null | null | null | null | null | null |
9af51fbf-9eef-4e8e-a817-c75c48a5c1f3 | 2025-06-19T14:00:17 | network | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 121.220.106.106 to 203.1.62.241 MITRE Technique: T1071.001 | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "e75fc251ca310c872634102a8bd039225b03a18d",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_3) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/31.0.814.0 Safari/532.0",
"session_id": "aee25b36-a71b-4648-b9d0-41edba9a2b47",
"risk_score": 43.88,
"confidence": 0.85
} | 121.220.106.106 | 203.1.62.241 | null | null | null | MITRE Technique: T1071.001 | Network beaconing from 121.220.106.106 to 203.1.62.241 MITRE Technique: T1071.001 | beaconing | 188,802 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
17af9e48-0e05-48fa-bfe8-e3325e9a9943 | 2025-02-22T22:26:48 | cloud | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in GCP by imunoz Associated Threat Actor: Scattered Spider | {
"geo_location": "Pakistan",
"device_hash": "f421d2b253ee85febbfaa9ec855d2c99",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; byn-ER) AppleWebKit/533.24.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6533.24.6",
"session_id": "483be16c-07e9-4ced-9a3a-da98ab05172c",
"risk_score": 23.85,
"confidence": 0.7
} | null | null | null | null | null | Associated Threat Actor: Scattered Spider | Cloud storage_access in GCP by imunoz Associated Threat Actor: Scattered Spider | storage_access | null | null | imunoz | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-9103d6d5 |
cbecb990-94b6-43e8-8a8c-e2dae2c2675a | 2025-02-08T15:54:54 | cloud | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in Azure by lzamora No additional info | {
"geo_location": "Aruba",
"device_hash": "a118f051bfbc51aa6d4e4e03ab1bb97c2cd8fcbd22fe7f136181ba8ca4cd1f6d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/4.0)",
"session_id": "5a71d6bd-9e3a-4213-ba18-316a99d8f135",
"risk_score": 56.71,
"confidence": 0.01
} | null | null | null | null | null | No additional info | Cloud config_change in Azure by lzamora No additional info | config_change | null | null | lzamora | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-6b8a9a37 |
f1b7333d-c64f-434b-bc76-284602cf6d58 | 2025-05-21T13:01:47 | network | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 22.141.156.55 to 10.81.214.109 Unconventional IOC: TPM attestation failures | {
"geo_location": "Lebanon",
"device_hash": "f60154b9c8ccfeb889994c93b641030d36a7da26",
"user_agent": "Opera/9.75.(X11; Linux x86_64; ky-KG) Presto/2.9.171 Version/12.00",
"session_id": "d9598a2e-f054-49ee-8926-38a21bb6d174",
"risk_score": 49.74,
"confidence": 0.09
} | 22.141.156.55 | 10.81.214.109 | null | null | null | Unconventional IOC: TPM attestation failures | Network latency_spike from 22.141.156.55 to 10.81.214.109 Unconventional IOC: TPM attestation failures | latency_spike | 66,871 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
218180e6-99b9-4ec4-9e9d-a3a7c4b3bdc5 | 2025-04-12T14:25:47 | network | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|low| desc=Network disconnection from 97.44.224.185 to 76.106.79.160 Associated Threat Actor: Equation Group | {
"geo_location": "Hong Kong",
"device_hash": "01f0bfc29406b9cc60f4609d4873a7e270a030598514222050145492a94c38ad",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 12_5_7 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) FxiOS/9.8h0183.0 Mobile/07T681 Safari/536.0",
"session_id": "05363271-ba46-49d2-a1cb-ec5f34a66d90",
"risk_score": 68.15,
"confidence": 0.28
} | 97.44.224.185 | 76.106.79.160 | null | null | null | Associated Threat Actor: Equation Group | Network disconnection from 97.44.224.185 to 76.106.79.160 Associated Threat Actor: Equation Group | disconnection | 514,948 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c4772627-e62b-4f9a-b211-d8a09e6368a6 | 2030-06-06T02:57:06 | ids_alert | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|critical| desc=Microsoft Sentinel Alert: Domain Fronting detected from 70.91.169.58 targeting N/A MITRE Technique: T1486 noise=list | {
"geo_location": "Slovenia",
"device_hash": "7eb075769c684853be0f08ab3e2c96c567e4637890f3ae99495eb8f82f0829c1",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_2) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/15.0.804.0 Safari/534.1",
"session_id": "56194cb1-0159-4e7f-a47e-ce7ad4caff10",
"risk_score": 28.41,
"confidence": 0.36
} | 70.91.169.58 | N/A | Domain Fronting | SIG-5874 | Policy | MITRE Technique: T1486 | Microsoft Sentinel Alert: Domain Fronting detected from 70.91.169.58 targeting N/A MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fd97cd68-0147-4799-87c8-70398830f7e1 | 2025-01-15T17:59:35 | cloud | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in OCI by josephmurray No additional info | {
"geo_location": "Puerto Rico",
"device_hash": "b597765bb9cd980494a443d072b521a0c4050169",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_9; rv:1.9.5.20) Gecko/7072-07-13 06:39:29 Firefox/3.6.17",
"session_id": "d3e247ec-fb34-4c6e-9e43-d8d4eac783a7",
"risk_score": 43.6,
"confidence": 0.59
} | null | null | null | null | null | No additional info | Cloud storage_access in OCI by josephmurray No additional info | storage_access | null | null | josephmurray | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-b76c08fa |
66bee792-2550-4953-928a-0b8611d6ecb4 | 2025-07-08T08:16:06 | auth | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|info| desc=Auth failed for brenda81 via biometric from 29.157.62.216 No additional info | {
"geo_location": "Bhutan",
"device_hash": "79dcecc79636d16b2c5118de966a8af6",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_4 rv:2.0; nds-NL) AppleWebKit/532.38.4 (KHTML, like Gecko) Version/5.0 Safari/532.38.4",
"session_id": "da1aaaae-7302-4c73-8fb7-02a5e83cbcd1",
"risk_score": 48.36,
"confidence": 0.87
} | 29.157.62.216 | null | null | null | null | No additional info | Auth failed for brenda81 via biometric from 29.157.62.216 No additional info | failed | null | null | brenda81 | null | null | null | null | null | null | null | null | null | null | biometric | 9c:4e:52:ed:ca:59 | null | null | null | null | null |
78458337-73d8-46b9-9e90-6fe276c053b1 | 2025-03-15T00:40:43 | cloud | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in Azure by omurray No additional info | {
"geo_location": "Indonesia",
"device_hash": "f12890a1a43227126c6e6bb9b2e0182bd57e5628",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/5.1)",
"session_id": "87769379-70c9-4932-8f4b-10aac1d70538",
"risk_score": 35.37,
"confidence": 0.22
} | null | null | null | null | null | No additional info | Cloud lambda_execution in Azure by omurray No additional info | lambda_execution | null | null | omurray | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-2a83f1af |
6e5f1cd9-cd80-437b-b192-07cb535f4935 | 2025-07-10T20:39:45 | network | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 48.97.111.202 to 72.235.250.234 MITRE Technique: T1574.002 | {
"geo_location": "Austria",
"device_hash": "88986eb239009c70108000da524d11e0e7cd61d1bce99fd01aecbcc9656712f5",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_4; rv:1.9.6.20) Gecko/4203-11-25 22:47:52 Firefox/3.6.4",
"session_id": "8433bc81-21df-4ca7-88a1-35f31b8603ae",
"risk_score": 66.45,
"confidence": 0.48
} | 48.97.111.202 | 72.235.250.234 | null | null | null | MITRE Technique: T1574.002 | Network protocol_anomaly from 48.97.111.202 to 72.235.250.234 MITRE Technique: T1574.002 | protocol_anomaly | 752,043 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
285c1dd4-fe63-4da5-9aa9-44c78b0ba797 | 2025-03-31T22:00:11 | endpoint | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access weight by emilymorales MITRE Technique: T1566.001 | {
"geo_location": "Gabon",
"device_hash": "5b1a49440f15a395500803d61d98bc73253e5121619059f7470e1e4667e25bc0",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 8_4_1 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/18.7c9320.0 Mobile/19D188 Safari/535.2",
"session_id": "b73a3851-6ddb-4929-a0d0-0a3ba6171fec",
"risk_score": 38.29,
"confidence": 0.79
} | null | null | null | null | null | MITRE Technique: T1566.001 | Endpoint file_access weight by emilymorales MITRE Technique: T1566.001 | file_access | null | null | emilymorales | weight | 8,960 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
630f0c13-df6e-40b0-b539-70c2b2b9bf24 | 2025-05-03T04:29:03 | ai | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by wsmith Associated Threat Actor: Mustang Panda noise=U2lnbi4= | {
"geo_location": "American Samoa",
"device_hash": "bcd2dd2cb88e7542297ff61c49debd55",
"user_agent": "Opera/8.31.(X11; Linux x86_64; bem-ZM) Presto/2.9.172 Version/11.00",
"session_id": "c704081a-9bb4-4cf4-859f-d77a71f0a0cb",
"risk_score": 32.27,
"confidence": 0.54
} | null | null | null | null | null | Associated Threat Actor: Mustang Panda | AI system fine_tuning by wsmith Associated Threat Actor: Mustang Panda | fine_tuning | null | null | wsmith | null | null | null | null | null | null | null | null | null | null | null | null | model-473ed248 | c9172faeab3c4d89b0ba132801b5c4a848401e5ea77977f60f8ec90c01e1c644 | 2c565dace123550652603b81535b9897 | null | null |
c70f3a19-fcb5-4539-bfdd-01cf0b28cf6c | 2025-02-17T19:31:17 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by mlambert MITRE Technique: T1059.001 | {
"geo_location": "Turkey",
"device_hash": "2ef789372264f1791df8c576fe32039edbc9d1ff",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "8fa73f3a-8bc2-44b1-b5fb-c0a49a6e0c30",
"risk_score": 68.25,
"confidence": 0.3
} | null | null | null | null | null | MITRE Technique: T1059.001 | AI system membership_inference by mlambert MITRE Technique: T1059.001 | membership_inference | null | null | mlambert | null | null | null | null | null | null | null | null | null | null | null | null | model-612c8370 | 3f2c61489bd97bb04a30ef3e218bb133 | 01d46dc5c2455f1cd8b1810c041ccd27 | null | null |
b592963d-027f-4ffb-bd7b-417585a01ef6 | 2025-05-18T21:41:56 | endpoint | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec pull by rachel20 No additional info noise=main/search/explore | {
"geo_location": "Canada",
"device_hash": "0ecfc5d89a706d26bccd66d656bc579afd2d4e854e27a8f5f37350c728389d24",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/531.22.5 (KHTML, like Gecko) Version/4.0.4 Safari/531.22.5",
"session_id": "3386620e-5eb3-4399-8bc0-ae45babd33f3",
"risk_score": 61.49,
"confidence": 0.88
} | null | null | null | null | null | No additional info | Endpoint powershell_exec pull by rachel20 No additional info | powershell_exec | null | null | rachel20 | pull | 8,338 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
295ecae4-110e-4fbe-bd8d-7e9d829674fa | 2025-05-03T03:17:04 | cloud | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in OCI by gdouglas No additional info noise=posts | {
"geo_location": "Cyprus",
"device_hash": "8093aeb2e61b2747869e144404ae4db2",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_9 rv:5.0; bem-ZM) AppleWebKit/533.42.5 (KHTML, like Gecko) Version/5.0 Safari/533.42.5",
"session_id": "a9b3b45e-4bcd-4faf-9688-4f83bd840803",
"risk_score": 21.66,
"confidence": 0.94
} | null | null | null | null | null | No additional info | Cloud storage_access in OCI by gdouglas No additional info | storage_access | null | null | gdouglas | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-6b03d581 |
c9325b05-ab9d-4fc2-90f6-34e53af61883 | 2025-04-28T01:15:41 | iot | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|high| desc=IoT device HVAC physical_tamper MITRE Technique: T1053.005 | {
"geo_location": "Uganda",
"device_hash": "845b7d6fc6500f346631e4071a016952e6101bac",
"user_agent": "Opera/9.87.(X11; Linux i686; mn-MN) Presto/2.9.186 Version/12.00",
"session_id": "41e067af-aca5-4074-b4cd-f65d0cb8ee8c",
"risk_score": 42.76,
"confidence": 0.81
} | null | null | null | null | null | MITRE Technique: T1053.005 | IoT device HVAC physical_tamper MITRE Technique: T1053.005 | physical_tamper | null | null | null | null | null | null | null | HVAC | iot-fd7f73c1 | 7.3 | null | null | null | null | null | null | null | null | null | null |
0f719562-a4d4-4267-b292-7b9bec95e553 | 2025-05-09T21:32:06 | network | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 129.124.171.35 to 10.251.98.74 No additional info | {
"geo_location": "Hong Kong",
"device_hash": "91a394d104f262e169d593ce0cfc6e42",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/9759-05-13 10:34:41 Firefox/14.0",
"session_id": "1af7a568-e191-4301-ac10-03b3d996ba33",
"risk_score": 16.48,
"confidence": 0.06
} | 129.124.171.35 | 10.251.98.74 | null | null | null | No additional info | Network bandwidth_usage from 129.124.171.35 to 10.251.98.74 No additional info | bandwidth_usage | 871,986 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
96abae9c-784a-44df-9c2d-dad7f70e8fa1 | 2025-01-13T21:49:20 | auth | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|info| desc=Auth bypass for rivasholly via biometric from 57.109.245.117 Associated Threat Actor: Lazarus Group | {
"geo_location": "Chile",
"device_hash": "ae809ba66329af1d46b1ff1289e3b70f417588d5",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/532.21.1 (KHTML, like Gecko) Version/5.1 Safari/532.21.1",
"session_id": "826b1035-30d3-42d5-8f28-10de1e04b80d",
"risk_score": 23.18,
"confidence": 0.43
} | 57.109.245.117 | null | null | null | null | Associated Threat Actor: Lazarus Group | Auth bypass for rivasholly via biometric from 57.109.245.117 Associated Threat Actor: Lazarus Group | bypass | null | null | rivasholly | null | null | null | null | null | null | null | null | null | null | biometric | 48:a7:61:b0:70:4f | null | null | null | null | null |
333b4abf-8cdb-4e10-8f48-b3bd3a62ffd6 | 2025-02-06T13:02:54 | firewall | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect DNS traffic from 88.114.113.52:888 to 35.219.34.231:645 Associated Threat Actor: Wizard Spider | {
"geo_location": "Liberia",
"device_hash": "a2a22c0300117eb47a620434db55b177b2db1414",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/51.0.868.0 Mobile/50X320 Safari/536.2",
"session_id": "ae16ea6b-de89-4e8a-bd4e-c651a7300427",
"risk_score": 20.32,
"confidence": 0.41
} | 88.114.113.52 | 35.219.34.231 | null | null | null | Associated Threat Actor: Wizard Spider | Firewall inspect DNS traffic from 88.114.113.52:888 to 35.219.34.231:645 Associated Threat Actor: Wizard Spider | inspect | 430,442 | DNS | null | null | null | null | null | null | null | null | 888 | 645 | 690 | null | null | null | null | null | null | null |
b8cbee18-de4e-42c3-84ca-42cd508191d5 | 2025-05-02T10:44:32 | iot | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC battery_drain No additional info noise=posts | {
"geo_location": "United Arab Emirates",
"device_hash": "80230e3ce9b03ebfb357f18ea7193e45edb7a4a5",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/62.0.892.0 Safari/532.1",
"session_id": "27fa8d3e-581b-4311-9df4-713244e714f3",
"risk_score": 52.33,
"confidence": 0.46
} | 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-ce13f810 | 8.1 | null | null | null | null | null | null | null | null | null | null |
d1f1f173-db9c-4cfb-9d47-29ac50c72196 | 2025-05-21T16:55:07 | endpoint | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change /sell/keep.xlsx by danielssandra No additional info noise=VHJlZS4= | {
"geo_location": "Tanzania",
"device_hash": "93b8246462e5ac75c8d33a124ec47ab92e6798618e69fdc365a59134398c41cb",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; bg-BG) AppleWebKit/531.44.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6531.44.2",
"session_id": "6c6e4f73-0a88-4325-bd01-408a304759e6",
"risk_score": 37.6,
"confidence": 0.03
} | null | null | null | null | null | No additional info | Endpoint registry_change /sell/keep.xlsx by danielssandra No additional info | registry_change | null | null | danielssandra | /sell/keep.xlsx | 3,501 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2e681928-6aa7-4b82-8854-0cc45535fdee | 2025-03-13T18:11:23 | ids_alert | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|medium| desc=Darktrace Alert: Domain Fronting detected from 181.74.73.82 targeting N/A No additional info | {
"geo_location": "Turkey",
"device_hash": "90b909299219acced9a5eed0fe060186",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/63.0.804.0 Safari/533.2",
"session_id": "72a05812-6540-4695-a349-d2c871069e53",
"risk_score": 43.67,
"confidence": 0.13
} | 181.74.73.82 | N/A | Domain Fronting | SIG-8420 | Malware | No additional info | Darktrace Alert: Domain Fronting detected from 181.74.73.82 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 |
0ae65c1e-3553-43b2-be08-d6fcc41d0da0 | 2025-04-21T13:01:46 | network | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|info| desc=Network disconnection from 64.230.101.183 to 51.220.171.170 MITRE Technique: T1204.002 | {
"geo_location": "Netherlands",
"device_hash": "cd2b7abaf1118c0fe171dc5329253a3b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; nr-ZA) AppleWebKit/531.49.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6531.49.2",
"session_id": "0e8ef542-5add-4835-9aa0-b8f44693324a",
"risk_score": 55.6,
"confidence": 0.89
} | 64.230.101.183 | 51.220.171.170 | null | null | null | MITRE Technique: T1204.002 | Network disconnection from 64.230.101.183 to 51.220.171.170 MITRE Technique: T1204.002 | disconnection | 275,148 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f18f14dc-3017-4071-bb52-64968ae1aee2 | 2025-06-11T06:08:53 | ids_alert | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|medium| desc=Trellix Alert: SQL Injection detected from 114.134.155.219 targeting 17.150.238.85 No additional info | {
"geo_location": "Lesotho",
"device_hash": "477ff91565d787c13d8f699c36c6d4eda529ad85",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/4.1)",
"session_id": "b7e126a3-783f-45da-9a45-4eacaf248fa9",
"risk_score": 41.56,
"confidence": 0.63
} | 114.134.155.219 | 17.150.238.85 | SQL Injection | SIG-7445 | Exploit | No additional info | Trellix Alert: SQL Injection detected from 114.134.155.219 targeting 17.150.238.85 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8b79c6a9-466e-4cad-90c0-5a1678bdd349 | 2025-04-17T04:48:55 | ai | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by tammy40 Associated Threat Actor: FIN7 | {
"geo_location": "Peru",
"device_hash": "4b73c8db8241124ec65ee92a9b31752af9ee1246",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_6; rv:1.9.2.20) Gecko/4344-02-08 08:41:39 Firefox/3.6.5",
"session_id": "c9facfdb-c57a-4ee4-a51f-45fc725a5fc8",
"risk_score": 0,
"confidence": 0.05
} | null | null | null | null | null | Associated Threat Actor: FIN7 | AI system membership_inference by tammy40 Associated Threat Actor: FIN7 | membership_inference | null | null | tammy40 | null | null | null | null | null | null | null | null | null | null | null | null | model-d8d08866 | b454d571511c46e42ba239c81d680ad52fbbfb50e8459ced5e4ba95b6a71f0fd | 0361107cacb72b7079605d410cad0e9827618c7f | null | null |
aea9bba6-708f-4b94-9ab7-ff00d79aeb92 | 2025-03-28T23:25:17 | firewall | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|high| desc=Firewall drop SMB traffic from 39.89.99.150:42544 to 14.154.240.184:184 No additional info noise=8118D6AF | {
"geo_location": "United States of America",
"device_hash": "89ba41f216122cc0f17d4af3166cc583341f5627",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_0 rv:4.0; eu-ES) AppleWebKit/533.8.3 (KHTML, like Gecko) Version/5.1 Safari/533.8.3",
"session_id": "2b67759a-4768-4037-ac8b-4276cc3b5a75",
"risk_score": 46.2,
"confidence": 0.62
} | 39.89.99.150 | 14.154.240.184 | null | null | null | No additional info | Firewall drop SMB traffic from 39.89.99.150:42544 to 14.154.240.184:184 No additional info | drop | 177,961 | SMB | null | null | null | null | null | null | null | null | 42,544 | 184 | 3,107 | null | null | null | null | null | null | null |
bda2910a-0ba6-4cb6-9649-19b9686fe51c | 2025-03-17T04:44:59 | cloud | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in GCP by courtneyyoung MITRE Technique: T1078.004 noise=category/list | {
"geo_location": "Malaysia",
"device_hash": "01e1c3a09e3217dbec01886609fd295edf99ae27",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/46.0.885.0 Safari/532.1",
"session_id": "d0a74d3e-4914-4af1-924a-d423e9cb9207",
"risk_score": 1.19,
"confidence": 0.36
} | null | null | null | null | null | MITRE Technique: T1078.004 | Cloud crypto_mining in GCP by courtneyyoung MITRE Technique: T1078.004 | crypto_mining | null | null | courtneyyoung | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-24c88576 |
a0392a6c-ac23-4c60-b561-168e4b12b4f4 | 2025-04-07T10:21:52 | network | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|info| desc=Network connection from 10.86.221.252 to 4.126.85.162 No additional info | {
"geo_location": "Tokelau",
"device_hash": "4c068a61d1df82977525420fd6aeb3bf",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; mk-MK; rv:1.9.2.20) Gecko/6332-09-26 09:51:21 Firefox/8.0",
"session_id": "c480c696-c633-491b-80e0-b89c05efeeae",
"risk_score": 67.5,
"confidence": 0.3
} | 10.86.221.252 | 4.126.85.162 | null | null | null | No additional info | Network connection from 10.86.221.252 to 4.126.85.162 No additional info | connection | 111,836 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c9152a51-6e90-4a36-8d51-644a6d21693d | 2025-03-20T16:46:51 | network | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 179.119.11.181 to 117.49.197.221 No additional info | {
"geo_location": "Martinique",
"device_hash": "915e4eed9775a1c7cba52e626322b43e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; ks-IN) AppleWebKit/532.46.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6532.46.6",
"session_id": "0788d3bd-8d5b-4122-b0f7-3d11e85a33cf",
"risk_score": 46.17,
"confidence": 0.45
} | 179.119.11.181 | 117.49.197.221 | null | null | null | No additional info | Network latency_spike from 179.119.11.181 to 117.49.197.221 No additional info | latency_spike | 223,634 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
806a12f6-9a04-471b-a830-8e90f2d4de4f | 2025-01-30T22:25:07 | firewall | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|high| desc=Firewall drop SSH traffic from 80.131.219.114:545 to 140.220.145.97:216 No additional info | {
"geo_location": "Korea",
"device_hash": "1d396d59643a1a4754217ef0dd5f6994879cf026",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_7) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/47.0.804.0 Safari/534.2",
"session_id": "3495492c-ff07-41c9-ba94-ae9b5dfa4fb6",
"risk_score": 36.97,
"confidence": 0.54
} | 80.131.219.114 | 140.220.145.97 | null | null | null | No additional info | Firewall drop SSH traffic from 80.131.219.114:545 to 140.220.145.97:216 No additional info | drop | 35,470 | SSH | null | null | null | null | null | null | null | null | 545 | 216 | 49 | null | null | null | null | null | null | null |
207229ec-f42f-499e-8611-28c6d8509515 | 2025-02-27T18:58:10 | ids_alert | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|medium| desc=Wazuh Alert: AI Model Poisoning detected from 54.68.219.206 targeting 10.117.124.20 MITRE Technique: T1059.001 | {
"geo_location": "Swaziland",
"device_hash": "eb36451410a92dfe5e2c9c9d5d0b3cbe9909afdac1292a322fec5d23f2dabac6",
"user_agent": "Mozilla/5.0 (Linux; Android 5.0.1) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/51.0.845.0 Safari/532.2",
"session_id": "11f7d7ef-e9a2-4bd3-b258-3a055037bc53",
"risk_score": 37.15,
"confidence": 0.13
} | 54.68.219.206 | 10.117.124.20 | AI Model Poisoning | SIG-2503 | Recon | MITRE Technique: T1059.001 | Wazuh Alert: AI Model Poisoning detected from 54.68.219.206 targeting 10.117.124.20 MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4c3e6aa0-a25f-4a55-ab8f-4273ed10cbdd | 2025-02-04T00:40:26 | firewall | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny UDP traffic from 7.53.181.58:28 to 10.217.58.203:490 No additional info | {
"geo_location": "Paraguay",
"device_hash": "c1a050e3b4f50b403e9f94e8272247ae",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_3 rv:2.0; is-IS) AppleWebKit/535.28.7 (KHTML, like Gecko) Version/5.0.4 Safari/535.28.7",
"session_id": "9a3dd6fa-29a4-4088-b365-9bcda323a113",
"risk_score": 73.18,
"confidence": 0.58
} | 7.53.181.58 | 10.217.58.203 | null | null | null | No additional info | Firewall deny UDP traffic from 7.53.181.58:28 to 10.217.58.203:490 No additional info | deny | 839,455 | UDP | null | null | null | null | null | null | null | null | 28 | 490 | 1,236 | null | null | null | null | null | null | null |
5f1e705f-ffc5-43de-b577-7f4495b06583 | 2025-06-29T21:23:20 | iot | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical protocol_violation No additional info | {
"geo_location": "Pakistan",
"device_hash": "450b7ad536e3c9d6c0ee297a15137e5c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/5.0)",
"session_id": "3e759a22-df33-4b12-856b-7266d891925f",
"risk_score": 49.78,
"confidence": 0.12
} | 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-b2176a1c | 7.2 | null | null | null | null | null | null | null | null | null | null |
e889627c-29ac-42d7-babf-f710512d9a0a | 2025-07-07T00:55:11 | ids_alert | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|low| desc=ArcSight Alert: Container Escape detected from 171.20.24.236 targeting 198.135.238.171 MITRE Technique: T1543.003 noise=4888E3E8 | {
"geo_location": "Saint Helena",
"device_hash": "d5648cbdf9ef5f71ab6732b03c903824",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/13.4y1111.0 Mobile/43F800 Safari/532.1",
"session_id": "a7f5591f-e5f0-4f98-a875-0bf2bc149c3e",
"risk_score": 61.09,
"confidence": 0.34
} | 171.20.24.236 | 198.135.238.171 | Container Escape | SIG-5087 | Exploit | MITRE Technique: T1543.003 | ArcSight Alert: Container Escape detected from 171.20.24.236 targeting 198.135.238.171 MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5b95f01a-60b7-4581-9d11-3eb72014351f | 2025-05-31T16:54:39 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by stonelinda MITRE Technique: T1059.005 | {
"geo_location": "Cameroon",
"device_hash": "cb12fff4a30f24cdd0e5212303af6f39",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "cceda78f-1697-4ba4-8587-b4352ed19daf",
"risk_score": 95.38,
"confidence": 0.84
} | null | null | null | null | null | MITRE Technique: T1059.005 | AI system model_inversion by stonelinda MITRE Technique: T1059.005 | model_inversion | null | null | stonelinda | null | null | null | null | null | null | null | null | null | null | null | null | model-050c15cd | abc1bfbd0a0c54e346ae9072bf9723973ef8101f2657a973595dcffdd4994b7a | a653142a229e121c3ed045590dd55e34 | null | null |
1f59c8e3-d0f1-4939-b8d3-279cd814b5c6 | 2025-05-30T20:51:43 | cloud | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in Azure by kimberlylopez MITRE Technique: T1071.001 noise=categories/list/explore | {
"geo_location": "Lebanon",
"device_hash": "8ce1863757623a194058d90d1bed2e6772c7fd53ff597dfb98ce812714cdc9e3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/3.0)",
"session_id": "6861e40c-6a72-4f5b-9c75-d05bb1b19098",
"risk_score": 51.53,
"confidence": 0.31
} | null | null | null | null | null | MITRE Technique: T1071.001 | Cloud permission_escalation in Azure by kimberlylopez MITRE Technique: T1071.001 | permission_escalation | null | null | kimberlylopez | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-e3f644f8 |
a03af3f1-b64a-4bab-ae74-2638d18a0ae2 | 2024-05-29T10:34:18 | 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 92.203.127.26 targeting N/A MITRE Technique: T1574.002 | Associated Threat Actor: Mustang Panda | {
"geo_location": "Western Sahara",
"device_hash": "ce20a1a519da29e30017b60da44cb2a93d170669",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/532.18.5 (KHTML, like Gecko) Version/4.1 Safari/532.18.5",
"session_id": "898dd232-3bbf-4e69-b071-a7efb5761200",
"risk_score": 93.56,
"confidence": 0.71
} | 92.203.127.26 | N/A | Port Scan | SIG-3934 | Recon | MITRE Technique: T1574.002 | Associated Threat Actor: Mustang Panda | Vectra AI Alert: Port Scan detected from 92.203.127.26 targeting N/A MITRE Technique: T1574.002 | 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 |
d4d0d302-131b-427c-ac70-3765a79a2ee4 | 2025-02-12T12:15:04 | auth | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for udunn via passwordless from 6.26.133.27 Associated Threat Actor: Cobalt Group | {
"geo_location": "United Arab Emirates",
"device_hash": "fde82bc38a589c236b369c35f810636b8efcd97372e321f3409062ea09886392",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_0) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/43.0.827.0 Safari/536.0",
"session_id": "33e30ae5-7323-45f8-a9a9-b73632a7acb3",
"risk_score": 44.43,
"confidence": 0.26
} | 6.26.133.27 | null | null | null | null | Associated Threat Actor: Cobalt Group | Auth timeout for udunn via passwordless from 6.26.133.27 Associated Threat Actor: Cobalt Group | timeout | null | null | udunn | null | null | null | null | null | null | null | null | null | null | passwordless | c6:38:e9:13:1b:51 | null | null | null | null | null |
5610e8c6-1c89-4232-a969-5edecb3797fb | 2025-05-26T16:39:20 | firewall | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine UDP traffic from 10.197.194.78:33407 to 55.91.45.113:563 MITRE Technique: T1134.001 | {
"geo_location": "Oman",
"device_hash": "3e7b52bae66c1659af42825d9101a99d",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; pt-BR) AppleWebKit/533.33.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6533.33.1",
"session_id": "c8707667-5d2d-4f6c-9de0-aea04be2ac03",
"risk_score": 91.07,
"confidence": 0.41
} | 10.197.194.78 | 55.91.45.113 | null | null | null | MITRE Technique: T1134.001 | Firewall quarantine UDP traffic from 10.197.194.78:33407 to 55.91.45.113:563 MITRE Technique: T1134.001 | quarantine | 78,705 | UDP | null | null | null | null | null | null | null | null | 33,407 | 563 | 2,024 | null | null | null | null | null | null | null |
62908379-a9e0-4b39-af47-c431606e0cf6 | 2025-04-03T16:20:12 | ai | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by amanda33 No additional info | {
"geo_location": "Samoa",
"device_hash": "39e47a2733dad87f7ec0d49b4156824c",
"user_agent": "Opera/9.12.(Windows NT 10.0; nan-TW) Presto/2.9.169 Version/10.00",
"session_id": "faa48005-4b9a-4158-95c6-4cfcb78f24d5",
"risk_score": 34.19,
"confidence": 0.1
} | null | null | null | null | null | No additional info | AI system api_abuse by amanda33 No additional info | api_abuse | null | null | amanda33 | null | null | null | null | null | null | null | null | null | null | null | null | model-4dff281d | 5cfd018568b5a92ddef583e47272ff26aba87cbe | 08f7abbdc3176bc9551f2b29d1fd4eb0868403624ebf51cb104a1e59f5b19312 | null | null |
916fff05-2efb-4977-ae38-a8eb16adf4d2 | 2025-04-15T15:19:41 | auth | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|info| desc=Auth failed for joseph14 via passwordless from 146.22.129.48 MITRE Technique: T1134.001 noise=QnV0IG1lZGlhLg== | {
"geo_location": "Palau",
"device_hash": "449b35fe171ba81bce46ea579dbac3a8577e8f8e2b6ababe2560b539ffe3452c",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; ts-ZA; rv:1.9.1.20) Gecko/7727-11-15 20:10:54 Firefox/3.6.10",
"session_id": "01c6551c-2a2d-4d81-8d12-3e29a7ca444a",
"risk_score": 80.11,
"confidence": 0.98
} | 146.22.129.48 | null | null | null | null | MITRE Technique: T1134.001 | Auth failed for joseph14 via passwordless from 146.22.129.48 MITRE Technique: T1134.001 | failed | null | null | joseph14 | null | null | null | null | null | null | null | null | null | null | passwordless | 38:2f:a0:96:e6:54 | null | null | null | null | null |
87ed9a5e-9177-40f9-84e2-b122fb811f4c | 2025-06-28T12:02:29 | ai | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by anthonyperez No additional info noise=she|cut|agent | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "bb5f88174c252b6416640cd465f33dae",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "3bb349cc-2d6d-4e39-b9e5-3ca1e94282eb",
"risk_score": 7.69,
"confidence": 0.33
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by anthonyperez No additional info | training_data_poisoning | null | null | anthonyperez | null | null | null | null | null | null | null | null | null | null | null | null | model-7979567c | 8273ac96a73823715f62ffade497f230 | 6ef5b026aa2f7594210acbbcb6facac0f8b1b85c4b2abbcb64dab51395e54cca | null | null |
b8d1573e-45c3-4ab1-bbbf-32419e483d3a | 2025-06-29T17:33:52 | ids_alert | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|medium| desc=Suricata Alert: SQL Injection detected from 192.29.166.79 targeting 129.174.32.74 No additional info | {
"geo_location": "Gabon",
"device_hash": "171161003e2ab4ec3ad1757cd391ae59e99df43f5bc818637d5eb7f319318a79",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/43.0.862.0 Safari/531.1",
"session_id": "bf6c6d4b-7f99-40fa-a2d5-a05cf3db6ccc",
"risk_score": 55.25,
"confidence": 0.92
} | 192.29.166.79 | 129.174.32.74 | SQL Injection | SIG-5344 | Malware | No additional info | Suricata Alert: SQL Injection detected from 192.29.166.79 targeting 129.174.32.74 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
54e39d54-730c-4e5b-b954-3263e65959bb | 2025-05-01T20:18:08 | endpoint | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec /pay/indicate.avi by faustin MITRE Technique: T1078.004 noise=discover|our|political | {
"geo_location": "United States Virgin Islands",
"device_hash": "6cf9984971b7b04187da69ffb416b8a83cb52b1e",
"user_agent": "Mozilla/5.0 (Linux; Android 5.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/27.0.842.0 Safari/535.1",
"session_id": "de05acd0-9aff-48f1-ae4b-03d605d09e83",
"risk_score": 53.94,
"confidence": 0.04
} | null | null | null | null | null | MITRE Technique: T1078.004 | Endpoint wmi_exec /pay/indicate.avi by faustin MITRE Technique: T1078.004 | wmi_exec | null | null | faustin | /pay/indicate.avi | 2,160 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b54d9d75-4ad3-489d-9832-4a165916b78b | 2025-02-02T18:28:13 | firewall | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop UDP traffic from 10.229.246.106:113 to 93.250.88.161:493 No additional info | {
"geo_location": "Niue",
"device_hash": "61cda18b8c19168c038bd4ca7414e18d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/534.31.4 (KHTML, like Gecko) Version/4.0 Safari/534.31.4",
"session_id": "a7e02496-d64f-4208-893b-c73842e79383",
"risk_score": 46.11,
"confidence": 0.2
} | 10.229.246.106 | 93.250.88.161 | null | null | null | No additional info | Firewall drop UDP traffic from 10.229.246.106:113 to 93.250.88.161:493 No additional info | drop | 47,290 | UDP | null | null | null | null | null | null | null | null | 113 | 493 | 2,503 | null | null | null | null | null | null | null |
18fde5ea-b061-4d53-a8a8-afec464ffe49 | 2025-01-26T17:59:08 | iot | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC physical_tamper No additional info | {
"geo_location": "Nauru",
"device_hash": "def679c2da10d29a4ffb39b71617bd44",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; the-NP; rv:1.9.0.20) Gecko/7049-07-22 18:56:03 Firefox/3.6.1",
"session_id": "382bd1a6-1571-4185-9855-8e08f0c6ba29",
"risk_score": 86.23,
"confidence": 0.33
} | null | null | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | HVAC | iot-0707e7a8 | 8.1 | null | null | null | null | null | null | null | null | null | null |
f5f608c9-1886-4a7a-bdd1-f7e43659829f | 2025-03-25T07:26:52 | network | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|critical| desc=Network connection from 171.25.100.129 to 187.128.89.110 No additional info noise=list/explore/list | {
"geo_location": "Vanuatu",
"device_hash": "9de315e97a820832e2820020246ef62c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/4.1)",
"session_id": "a8977acf-db60-4496-9b1f-530c82332b1b",
"risk_score": 97.88,
"confidence": 0.44
} | 171.25.100.129 | 187.128.89.110 | null | null | null | No additional info | Network connection from 171.25.100.129 to 187.128.89.110 No additional info | connection | 293,044 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b07f61a1-d665-40c2-86b2-05531aec446d | 2025-04-04T12:31:36 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism /small/write.mp3 by steven60 No additional info | {
"geo_location": "Afghanistan",
"device_hash": "096ee6c2b7d122138475c09d508fd6189ce05aae",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_5) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/46.0.895.0 Safari/533.1",
"session_id": "e417b2b4-af79-40e8-b449-0cba7299578c",
"risk_score": 90.9,
"confidence": 0.96
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism /small/write.mp3 by steven60 No additional info | persistence_mechanism | null | null | steven60 | /small/write.mp3 | 2,236 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
55f5fcf8-cf9b-474e-910c-8b3984b01e48 | 2025-06-02T06:08:58 | cloud | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in GCP by katherinehansen No additional info | {
"geo_location": "Turkey",
"device_hash": "c6aa08084abdf36766c375e3ee888d1381b0a06d",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 11_4_1 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) CriOS/55.0.858.0 Mobile/58H474 Safari/531.0",
"session_id": "fd4c3878-eb95-414c-8bb4-7c09241301d5",
"risk_score": 47.98,
"confidence": 0.34
} | null | null | null | null | null | No additional info | Cloud permission_escalation in GCP by katherinehansen No additional info | permission_escalation | null | null | katherinehansen | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-7e1b4893 |
78f39574-cc30-440c-bb15-d6491c12dcc8 | 2025-02-27T18:18:43 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth bypass for crystalsmith via biometric from 138.10.177.86 No additional info | {
"geo_location": "Qatar",
"device_hash": "7024b8270254584e24c394d7dc76b354efc0e97e371ad1c6a2dcd54f655a8420",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/5.0)",
"session_id": "c5fe112f-ea0c-4e4f-b046-8a6e1f323fe6",
"risk_score": 35.82,
"confidence": 0.06
} | 138.10.177.86 | null | null | null | null | No additional info | Auth bypass for crystalsmith via biometric from 138.10.177.86 No additional info | bypass | null | null | crystalsmith | null | null | null | null | null | null | null | null | null | null | biometric | 37:25:cc:8a:7d:d9 | null | null | null | null | null |
345ff21b-08e8-4958-8ef6-82686991a162 | 2025-07-05T02:53:14 | iot | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat physical_tamper No additional info noise=wp-content/explore/explore | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "128df38b6c37acc2db729eeef40ee862b37363f1",
"user_agent": "Opera/8.15.(Windows NT 4.0; nl-BE) Presto/2.9.176 Version/11.00",
"session_id": "99578212-5b72-411f-8a1a-5cc00307f7a3",
"risk_score": 84.6,
"confidence": 0.52
} | null | null | null | null | null | No additional info | IoT device Thermostat physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Thermostat | iot-e9ea3bfb | 8.3 | null | null | null | null | null | null | null | null | null | null |
2633cc97-c257-42dc-9d6b-66467b5f8910 | 2025-03-26T12:09:41 | auth | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|info| desc=Auth success for jacquelinebrown via biometric from 24.16.246.253 MITRE Technique: T1486 | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "1243d9543467741af6e05ba478123238f69f6bbb",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; zh-CN; rv:1.9.2.20) Gecko/4193-05-01 04:25:41 Firefox/12.0",
"session_id": "8734a32b-7635-4ead-a635-4857150a5810",
"risk_score": 12.11,
"confidence": 0.23
} | 24.16.246.253 | null | null | null | null | MITRE Technique: T1486 | Auth success for jacquelinebrown via biometric from 24.16.246.253 MITRE Technique: T1486 | success | null | null | jacquelinebrown | null | null | null | null | null | null | null | null | null | null | biometric | a1:9b:94:e0:65:f9 | null | null | null | null | null |
f2ad4c63-6e88-4904-97c5-bcb5ceae8515 | 2025-03-18T06:13:15 | ai | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by gbowers No additional info | {
"geo_location": "Moldova",
"device_hash": "54b1fc811b2b4fcd705cc8fc45d10b71b8a90097",
"user_agent": "Opera/9.49.(Windows NT 11.0; sv-FI) Presto/2.9.172 Version/12.00",
"session_id": "6d884b35-12da-4229-894e-87692f671891",
"risk_score": 64.32,
"confidence": 0.63
} | null | null | null | null | null | No additional info | AI system model_access by gbowers No additional info | model_access | null | null | gbowers | null | null | null | null | null | null | null | null | null | null | null | null | model-571bc9a0 | 02ea85a19e6aa3092784b50e492b7cd5c0e539ed441f734e7b13b381f2d1461d | 66121a90a436cd5e25c53d684bdd7060 | null | null |
5906fa25-84a2-4216-940d-c5d95c9860d0 | 2025-03-13T22:28:47 | firewall | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall allow ICMP traffic from 111.215.236.70:15927 to 26.217.255.58:344 Associated Threat Actor: Conti | {
"geo_location": "Congo",
"device_hash": "e3777712624846690aa56b75e75bd53f",
"user_agent": "Opera/8.62.(Windows 95; wa-BE) Presto/2.9.190 Version/11.00",
"session_id": "18b1aa07-41c5-422a-bdfd-07540f944904",
"risk_score": 18.43,
"confidence": 0.4
} | 111.215.236.70 | 26.217.255.58 | null | null | null | Associated Threat Actor: Conti | Firewall allow ICMP traffic from 111.215.236.70:15927 to 26.217.255.58:344 Associated Threat Actor: Conti | allow | 281,139 | ICMP | null | null | null | null | null | null | null | null | 15,927 | 344 | 3,432 | null | null | null | null | null | null | null |
06b92f12-4e38-4413-b793-2ab849010dde | 2025-02-01T15:21:16 | endpoint | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop reach by leonardmorgan No additional info | {
"geo_location": "Luxembourg",
"device_hash": "591f3ff0d3cd50daed8754655cde98d7180abc8e",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_2 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/18.4l7468.0 Mobile/56B970 Safari/535.2",
"session_id": "036e5736-cbeb-4dc2-b057-83150bedc87e",
"risk_score": 49.22,
"confidence": 0.21
} | null | null | null | null | null | No additional info | Endpoint process_stop reach by leonardmorgan No additional info | process_stop | null | null | leonardmorgan | reach | 5,657 | explorer.exe | {
"baseline_deviation": 1.08,
"entropy": 6.97,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
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