event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8
values | source stringclasses 20
values | severity stringclasses 6
values | raw_log stringlengths 91 282 | advanced_metadata dict | user stringlengths 3 22 ⌀ | action stringclasses 55
values | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | additional_info stringlengths 18 148 | description stringlengths 45 225 | behavioral_analytics dict | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values | cloud_service stringclasses 5
values | resource_id stringlengths 12 12 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | protocol stringclasses 10
values | bytes int64 105 1,000k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7
values | mac_address stringlengths 17 17 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
57c12813-a56d-485a-a37f-9346cb374759 | 2025-06-08T11:46:15 | 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: Port Scan detected from 70.83.21.52 targeting N/A No additional info noise=RWR1Y2F0aW9uLg== | {
"geo_location": "Norfolk Island",
"device_hash": "e60859fe6f613a03754cdb3b80621dd553a3707e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_9 rv:5.0; eu-ES) AppleWebKit/532.19.6 (KHTML, like Gecko) Version/5.0.2 Safari/532.19.6",
"session_id": "40813aa7-939d-4897-b868-6cb02b27850c",
"risk_score... | null | null | null | null | null | No additional info | Vectra AI Alert: Port Scan detected from 70.83.21.52 targeting N/A No additional info | null | null | null | null | 70.83.21.52 | N/A | Port Scan | SIG-9399 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
ff36be0c-4f30-4559-b37e-f53c24e0a4f5 | 2025-03-03T20:02:49 | endpoint | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load include by shanson MITRE Technique: T1566.001 | Associated Threat Actor: APT35 | {
"geo_location": "New Caledonia",
"device_hash": "afd9123215497ce32afbfd4b71b5c3be6b4ce4d4",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_8; rv:1.9.5.20) Gecko/5513-12-13 04:07:11 Firefox/3.8",
"session_id": "f0723cdd-8ae6-494a-9f1f-4e3509a93f2f",
"risk_score": 42.63,
"confidence": 0.14
} | shanson | driver_load | include | 2,469 | powershell.exe | MITRE Technique: T1566.001 | Associated Threat Actor: APT35 | Endpoint driver_load include by shanson MITRE Technique: T1566.001 | Associated Threat Actor: APT35 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a492de1d-7c16-438f-9e7f-5aa15c0c944a | 2025-06-03T17:27:10 | ids_alert | ArcSight v7.4.0 | emergency | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=ArcSight Alert: AI Model Poisoning detected from 10.11.145.86 targeting 89.77.235.51 MITRE Technique: T1071.001 | Associated Threat Actor: Inception Framework | {
"geo_location": "Andorra",
"device_hash": "dbc53375e8f9f12444c765716b2be9c29fc11c8405bd36250ac8adc8310a2573",
"user_agent": "Opera/8.53.(X11; Linux i686; ps-AF) Presto/2.9.184 Version/10.00",
"session_id": "ca35e450-498b-42f1-9e53-2c618ced30e6",
"risk_score": 51.23,
"confidence": 0.98
} | null | null | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: Inception Framework | ArcSight Alert: AI Model Poisoning detected from 10.11.145.86 targeting 89.77.235.51 MITRE Technique: T1071.001 | Associated Threat Actor: Inception Framework | {
"baseline_deviation": 0.75,
"entropy": 2.45,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 10.11.145.86 | 89.77.235.51 | AI Model Poisoning | SIG-9138 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
bf351a02-7a03-47f6-8c26-5108fd09493e | 2025-03-31T18:04:22 | 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 michaelvargas No additional info noise=opportunity|field|loss | {
"geo_location": "Peru",
"device_hash": "d62757acc64ef3f3be5ba84385322f5d",
"user_agent": "Opera/8.86.(Windows 95; ka-GE) Presto/2.9.174 Version/12.00",
"session_id": "6c34e6a7-a5b6-4796-a678-e1d332e6e58b",
"risk_score": 57.86,
"confidence": 0.8
} | michaelvargas | fine_tuning | null | null | null | No additional info | AI system fine_tuning by michaelvargas No additional info | null | null | null | null | null | null | null | null | null | null | null | model-1e2ecc31 | fdb4e0ab856ba1299f40a1512c440b62 | d5db414ab6205da8bafe13228b84a6bb1372470a74b1958cbd559458efe2a666 | null | null | null | null | null | null | null |
93dddee9-4507-4c70-9d41-2e1a0586ec49 | 2025-01-15T14:34:05 | cloud | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in Alibaba by evansamber MITRE Technique: T1218.011 | {
"geo_location": "Ireland",
"device_hash": "c364e88f1a592092db432bb25994657030fe9ffb9e5173456af433501654394f",
"user_agent": "Opera/8.15.(Windows NT 6.2; os-RU) Presto/2.9.162 Version/10.00",
"session_id": "6b01110d-ac7d-4813-8590-d828e8097d33",
"risk_score": 29.12,
"confidence": 0.11
} | evansamber | lambda_execution | null | null | null | MITRE Technique: T1218.011 | Cloud lambda_execution in Alibaba by evansamber MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | Alibaba | res-81dee5b1 | null | null | null | null | null | null | null | null | null | null |
47209d11-87e4-4551-a41e-733700a8f34e | 2025-07-07T11:55:18 | cloud | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in Azure by jeffreycrawford No additional info | {
"geo_location": "Australia",
"device_hash": "858a8ec204be91716ea3fac36d225f9c8cda1da5",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ko-KR) AppleWebKit/533.42.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6533.42.1",
"session_id": "3209d65a-8b35-4fb2-b9d6-7373b03bba69",
"r... | jeffreycrawford | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Azure by jeffreycrawford No additional info | null | null | null | null | null | null | null | null | null | Azure | res-b15a7de4 | null | null | null | null | null | null | null | null | null | null |
093645b0-4509-46fd-8f7c-7325b38e5081 | 2025-05-15T23:58:56 | ids_alert | Splunk v9.0.2 | emergency | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|emergency| desc=Splunk Alert: SQL Injection detected from 48.194.227.164 targeting N/A No additional info | {
"geo_location": "Bermuda",
"device_hash": "36a7ceb4db6015dc820a235f8bdff2e7789a8146",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; tcy-IN; rv:1.9.0.20) Gecko/4803-10-03 21:58:28 Firefox/3.8",
"session_id": "65ed4fe5-cdf3-4ed0-8a3b-0a2e8199718c",
"risk_score": 75.62,
"confidence": 0.34
} | null | null | null | null | null | No additional info | Splunk Alert: SQL Injection detected from 48.194.227.164 targeting N/A No additional info | null | null | null | null | 48.194.227.164 | N/A | SQL Injection | SIG-9319 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
0011ddab-991a-432a-8c36-490a23e6f690 | 2025-02-09T11:55:01 | ids_alert | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|high| desc=AlienVault Alert: SQL Injection detected from 35.220.162.255 targeting N/A No additional info | {
"geo_location": "North Korea",
"device_hash": "484e3c4db235671ecf1bed7c33ca7c984cb6f3b0",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_7 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/15.6l9934.0 Mobile/82G834 Safari/535.0",
"session_id": "47c9a6b5-9e7b-4ded-9bab-42cfe1b36996",
"risk_s... | null | null | null | null | null | No additional info | AlienVault Alert: SQL Injection detected from 35.220.162.255 targeting N/A No additional info | null | null | null | null | 35.220.162.255 | N/A | SQL Injection | SIG-2172 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
7caff0f0-3a8b-4bea-b1c2-1f12ea406ae1 | 2025-07-02T15:27:34 | cloud | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in GCP by ellisdavid No additional info | {
"geo_location": "Nigeria",
"device_hash": "efd3a22ed0b635bca4fffc4b1874f21821cdf877",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_6; rv:1.9.5.20) Gecko/2725-08-27 14:25:21 Firefox/3.8",
"session_id": "76d3c501-fb64-42d2-bfee-424794c5cca1",
"risk_score": 46.4,
"confidence": 0.59
} | ellisdavid | instance_creation | null | null | null | No additional info | Cloud instance_creation in GCP by ellisdavid No additional info | null | null | null | null | null | null | null | null | null | GCP | res-3b50522f | null | null | null | null | null | null | null | null | null | null |
fa0d1e57-ddd5-4a99-8aa1-428be27f3a7b | 2025-03-25T22:08:02 | ids_alert | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|high| desc=OSSEC Alert: Fileless Attack detected from 67.69.57.54 targeting N/A No additional info | {
"geo_location": "Haiti",
"device_hash": "4d46ae72d8dc871841156ca4cd33d91c7e6600d04071e3861a2f0b292d5fc9c3",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_8; rv:1.9.3.20) Gecko/8947-01-17 01:18:58 Firefox/3.6.2",
"session_id": "cfd47b54-88ff-4983-8150-bbf2a62b1525",
"risk_score": 12.69,
"conf... | null | null | null | null | null | No additional info | OSSEC Alert: Fileless Attack detected from 67.69.57.54 targeting N/A No additional info | null | null | null | null | 67.69.57.54 | N/A | Fileless Attack | SIG-1035 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
0c4d0cee-1666-4d9d-995a-f3f180782ded | 2025-05-10T07:12:42 | ids_alert | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|medium| desc=Carbon Black Alert: DNS Tunneling detected from 208.160.20.245 targeting 89.192.220.150 MITRE Technique: T1486 noise=Q2F1c2Uu | {
"geo_location": "Venezuela",
"device_hash": "095462ebd74970df3a49d10031be0da5",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_8; rv:1.9.2.20) Gecko/3999-09-29 01:49:54 Firefox/3.8",
"session_id": "698b317d-aef4-4545-a283-43a85cae027a",
"risk_score": 69.49,
"confidence": 0.29
} | null | null | null | null | null | MITRE Technique: T1486 | Carbon Black Alert: DNS Tunneling detected from 208.160.20.245 targeting 89.192.220.150 MITRE Technique: T1486 | null | null | null | null | 208.160.20.245 | 89.192.220.150 | DNS Tunneling | SIG-9884 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
cb10b80f-9df2-49e7-9944-3b2a8680cee0 | 2025-01-14T17:17:11 | cloud | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in GCP by fthompson No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "f208404c686c4b96bc765522a70602cdf6091fb0b769d90f8770e002994b0c9b",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/53.0.855.0 Safari/531.0",
"session_id": "46640c99-c509-41a4-b8c4-2f3c8055ae1f",
"risk_score": 30.29,
"c... | fthompson | shadow_it | null | null | null | No additional info | Cloud shadow_it in GCP by fthompson No additional info | null | null | null | null | null | null | null | null | null | GCP | res-ba910dd2 | null | null | null | null | null | null | null | null | null | null |
d877fb1a-7017-4035-8b6a-a0158a57d027 | 2025-02-05T14:23:24 | iot | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC command_injection Associated Threat Actor: APT41 | {
"geo_location": "Venezuela",
"device_hash": "f6b5caaaa626e7e49463444a921046d3837ed103b71fa22fc4080f32c8502058",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/4.0)",
"session_id": "51e4c9a2-7abd-4143-8dff-4dbe208ba47e",
"risk_score": 35.75,
"confidence": 0.29
} | null | command_injection | null | null | null | Associated Threat Actor: APT41 | IoT device HVAC command_injection Associated Threat Actor: APT41 | null | HVAC | iot-a7a90534 | 6.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fbc4bf69-f524-473e-83d4-5c58ee70120d | 2025-05-26T23:30:04 | endpoint | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec I by thuynh No additional info | {
"geo_location": "Singapore",
"device_hash": "f922fff0f299eecef00dad8f1a68c2a97a478b7c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/5.0)",
"session_id": "d571238b-d118-42d1-8f0e-4d654bfc5972",
"risk_score": 87,
"confidence": 0.33
} | thuynh | powershell_exec | I | 1,158 | explorer.exe | No additional info | Endpoint powershell_exec I by thuynh No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fac6695d-a9f0-4ffe-a7e4-68c96dbf8f33 | 2025-02-21T18:16:24 | auth | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|high| desc=Auth success for gabriellefrancis via SAML from 161.0.101.13 MITRE Technique: T1204.002 | Associated Threat Actor: TA505 | {
"geo_location": "Cambodia",
"device_hash": "a7bba4f3112fa31a58c19dc9af4428daae5b4ab6e1691e622dac93442c8bf120",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/3.1)",
"session_id": "9c5eb15e-3975-4353-a1ca-1d9eb1aa866e",
"risk_score": 33.6,
"confidence": 0.33
} | gabriellefrancis | success | null | null | null | MITRE Technique: T1204.002 | Associated Threat Actor: TA505 | Auth success for gabriellefrancis via SAML from 161.0.101.13 MITRE Technique: T1204.002 | Associated Threat Actor: TA505 | null | null | null | null | 161.0.101.13 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 6a:6e:40:4f:bf:7c |
8c87c6af-974a-416a-8b60-abe546fe78e9 | 2025-06-15T17:22:42 | firewall | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|critical| desc=Firewall inspect ICMP traffic from 47.6.188.152:158 to 10.5.50.87:13 MITRE Technique: T1053.005 | {
"geo_location": "Azerbaijan",
"device_hash": "44ae566a9bd72a148e6000c242f0be2cb7d7b2df",
"user_agent": "Opera/8.26.(Windows 98; he-IL) Presto/2.9.162 Version/10.00",
"session_id": "2c6e4ecb-1306-4a09-b746-b723b1e51626",
"risk_score": 51.77,
"confidence": 0.99
} | null | inspect | null | null | null | MITRE Technique: T1053.005 | Firewall inspect ICMP traffic from 47.6.188.152:158 to 10.5.50.87:13 MITRE Technique: T1053.005 | null | null | null | null | 47.6.188.152 | 10.5.50.87 | null | null | null | null | null | null | null | null | 158 | 13 | ICMP | 605,134 | 1,785 | null | null |
108cab90-8145-4c01-b204-f3e435099d14 | 2020-11-14T23:17:17 | network | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|high| desc=Network latency_spike from 5.72.185.114 to 181.220.165.80 MITRE Technique: T1543.003 | {
"geo_location": "Afghanistan",
"device_hash": "bdf2b86c908f79b24a8f39da0c6ead940384744a",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 6_1_6 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/17.7o7996.0 Mobile/81P375 Safari/531.0",
"session_id": "96a7231d-8186-4c6a-bb59-34dd4b428e6b",
"risk_sc... | null | latency_spike | null | null | null | MITRE Technique: T1543.003 | Network latency_spike from 5.72.185.114 to 181.220.165.80 MITRE Technique: T1543.003 | null | null | null | null | 5.72.185.114 | 181.220.165.80 | null | null | null | null | null | null | null | null | null | null | HTTP | 141,965 | null | null | null |
d9ddb1a4-01eb-4119-9af5-e00d60d3ac15 | 2025-03-03T02:09:27 | ids_alert | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|medium| desc=Trellix Alert: ICS Attack detected from 114.34.4.116 targeting 182.197.58.103 No additional info | {
"geo_location": "Pitcairn Islands",
"device_hash": "c3114ded1bd7718dc25334a3886f609a2d06215c71d9f32f023f8fa43ecbd6fd",
"user_agent": "Opera/8.94.(Windows NT 6.1; sk-SK) Presto/2.9.165 Version/11.00",
"session_id": "9771741e-968f-418c-9895-9417a83e50c5",
"risk_score": 65.09,
"confidence": 0.89
} | null | null | null | null | null | No additional info | Trellix Alert: ICS Attack detected from 114.34.4.116 targeting 182.197.58.103 No additional info | null | null | null | null | 114.34.4.116 | 182.197.58.103 | ICS Attack | SIG-2325 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
c61e96f6-c656-4348-9668-5a81276610b3 | 2025-04-18T00:24:05 | firewall | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop TCP traffic from 23.224.38.183:508 to 118.100.22.74:320 No additional info | {
"geo_location": "Ukraine",
"device_hash": "8d67bde54ec088b8e0211e0b11be6e2f43a635d5",
"user_agent": "Opera/9.17.(X11; Linux i686; ms-MY) Presto/2.9.175 Version/11.00",
"session_id": "2f49b550-9e4d-468e-a275-6151f3b02577",
"risk_score": 67.8,
"confidence": 0.6
} | null | drop | null | null | null | No additional info | Firewall drop TCP traffic from 23.224.38.183:508 to 118.100.22.74:320 No additional info | null | null | null | null | 23.224.38.183 | 118.100.22.74 | null | null | null | null | null | null | null | null | 508 | 320 | TCP | 48,749 | 573 | null | null |
ed065d33-18f4-4414-a322-7206aec27225 | 2025-04-07T01:36:43 | cloud | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in Alibaba by sarahgonzalez No additional info | {
"geo_location": "Iran",
"device_hash": "eb9e89caffa3feec90d6d0808c74fd7c",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/18.0.844.0 Safari/531.1",
"session_id": "090bf9de-5bf6-4f31-a1df-f40f960f91f4",
"risk_score": 48.64,
"confidence": 0.61
} | sarahgonzalez | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Alibaba by sarahgonzalez No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-065d144f | null | null | null | null | null | null | null | null | null | null |
ede64d38-6c45-401b-810e-7f6ebffdcd2c | 2025-01-17T09:54:49 | firewall | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect NTP traffic from 74.187.218.112:741 to 43.50.143.37:466 Associated Threat Actor: Conti | {
"geo_location": "Panama",
"device_hash": "9308f67f23b9349ae8cd738c8c6ee8ca",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_0 rv:4.0; dz-BT) AppleWebKit/533.12.4 (KHTML, like Gecko) Version/5.1 Safari/533.12.4",
"session_id": "430bb827-0322-4db0-9530-07a41b67067a",
"risk_score": 83.45,
"confiden... | null | inspect | null | null | null | Associated Threat Actor: Conti | Firewall inspect NTP traffic from 74.187.218.112:741 to 43.50.143.37:466 Associated Threat Actor: Conti | null | null | null | null | 74.187.218.112 | 43.50.143.37 | null | null | null | null | null | null | null | null | 741 | 466 | NTP | 742,004 | 2,524 | null | null |
f8b38fdf-ddbd-4d65-846d-79c9333efa13 | 2025-03-04T02:58:52 | ai | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by swade MITRE Technique: T1204.002 | {
"geo_location": "Aruba",
"device_hash": "9b3890d48fd33ef673061ebaa64a91736ff5af12726fe6229f518549a1376e93",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/3.0)",
"session_id": "f0528b24-913b-4bd0-a359-67bca6ce2555",
"risk_score": 41.36,
"confidence": 0.58
} | swade | model_access | null | null | null | MITRE Technique: T1204.002 | AI system model_access by swade MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | model-d8f1aae9 | 96ec3b330517d91170df9b822ac605aac36f2234600c59ad3e7ecadf19c43103 | 710d9d02ce549394e4b8faf3e25ce277e4095e6b3de4641beb687c5d8e3888fd | null | null | null | null | null | null | null |
350d9ced-c244-44fa-81f8-3c7976f83ce8 | 2025-04-08T03:58:53 | auth | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|info| desc=Auth success for fmurphy via MFA from 125.29.254.101 No additional info | {
"geo_location": "Tanzania",
"device_hash": "a50210bc65dd39d536094e5680992662bc16fa0f",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/40.0.841.0 Safari/532.2",
"session_id": "b05d2291-d0f1-4cd5-b72e-85cfe2101a7b",
"risk_score": 43.59,
"confidence": 0.34
} | fmurphy | success | null | null | null | No additional info | Auth success for fmurphy via MFA from 125.29.254.101 No additional info | null | null | null | null | 125.29.254.101 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | b9:ce:a0:46:31:a0 |
d3321be1-667e-41bf-8a65-56136f2f4d28 | 2025-04-15T01:25:18 | cloud | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in AWS by cannonlynn No additional info noise=WW91cnNlbGYu | {
"geo_location": "French Polynesia",
"device_hash": "ef1a8018e6cec9a20b4622ec4f8dba00413c4969",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/4.0)",
"session_id": "64edcc7e-a02d-43d2-a96e-97ccefc4cef6",
"risk_score": 28.7,
"confidence": 0.03
} | cannonlynn | container_escape | null | null | null | No additional info | Cloud container_escape in AWS by cannonlynn No additional info | null | null | null | null | null | null | null | null | null | AWS | res-a8558abe | null | null | null | null | null | null | null | null | null | null |
9aa3dc52-3e10-409e-ad07-5a7bdee9714e | 2025-07-07T12:46:27 | endpoint | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec movement by pearsonkevin No additional info | {
"geo_location": "Russia",
"device_hash": "4f8b67684ef73b3cff81b642c2ca29e146a9a86a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_3 rv:4.0; bhb-IN) AppleWebKit/535.1.5 (KHTML, like Gecko) Version/4.0.2 Safari/535.1.5",
"session_id": "854396ce-288d-4c91-aff3-5f5f98197d21",
"risk_score": 72.87,
... | pearsonkevin | powershell_exec | movement | 5,476 | cmd.exe | No additional info | Endpoint powershell_exec movement by pearsonkevin No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6d386406-8ce7-4bca-8423-1a86ecffb088 | 2025-03-31T23:40:08 | cloud | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in GCP by martinkelley Associated Threat Actor: Conti | {
"geo_location": "Mali",
"device_hash": "01cb62e13b1264c9bb4cdaa83f3cc3b5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/3.0)",
"session_id": "98fa8cd0-b28a-4434-813b-62b6b58120d9",
"risk_score": 41.58,
"confidence": 0.15
} | martinkelley | crypto_mining | null | null | null | Associated Threat Actor: Conti | Cloud crypto_mining in GCP by martinkelley Associated Threat Actor: Conti | null | null | null | null | null | null | null | null | null | GCP | res-ce81c767 | null | null | null | null | null | null | null | null | null | null |
6741d979-f21e-4061-8e05-93b2a8f80aab | 2025-05-12T03:38:36 | endpoint | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop /response/beat.mp3 by jacqueline87 Associated Threat Actor: TA505 | {
"geo_location": "Suriname",
"device_hash": "ad67cef59adf95ef1c3e47670ed0d71e81a9f6fb93cd7842abf2a20eab23d0cd",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; id-ID; rv:1.9.0.20) Gecko/7763-02-02 01:18:05 Firefox/3.8",
"session_id": "aad9be57-b117-4230-a670-39ddcd833a17",
"risk_score": 48.36,
"confidence": 0.... | jacqueline87 | process_stop | /response/beat.mp3 | 6,161 | explorer.exe | Associated Threat Actor: TA505 | Endpoint process_stop /response/beat.mp3 by jacqueline87 Associated Threat Actor: TA505 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7cc3d37b-4703-439d-8599-0fea224a0bcd | 2025-03-30T12:25:30 | auth | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|info| desc=Auth failed for mcleantonya via passwordless from 103.229.173.82 Associated Threat Actor: APT35 | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "bf75c87a5e767942bcb60983217d47a0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/3.1)",
"session_id": "fe07a709-ceda-4dfc-928c-9edca5ed9797",
"risk_score": 15.72,
"confidence": 0.94
} | mcleantonya | failed | null | null | null | Associated Threat Actor: APT35 | Auth failed for mcleantonya via passwordless from 103.229.173.82 Associated Threat Actor: APT35 | null | null | null | null | 103.229.173.82 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 67:aa:b3:3d:42:62 |
d9af3014-8299-42cf-857b-e0741bd2a3c6 | 2025-04-10T13:16:37 | iot | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|high| desc=IoT device Camera protocol_violation MITRE Technique: T1190 | {
"geo_location": "Moldova",
"device_hash": "a82885d188086945908abb02751d8edf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/5.0)",
"session_id": "f3b7a70f-3368-4b2c-923d-84641528db92",
"risk_score": 29.83,
"confidence": 0.99
} | null | protocol_violation | null | null | null | MITRE Technique: T1190 | IoT device Camera protocol_violation MITRE Technique: T1190 | null | Camera | iot-613bcf9f | 6.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8bc4ff6b-2079-4bb0-892e-6b9cbbded168 | 2025-01-23T04:25:08 | cloud | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in OCI by ofernandez No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "4d0f9fed2e2b4b12e33800388618af53",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/9417-01-21 06:15:40 Firefox/3.6.16",
"session_id": "f569bf57-4c7c-47c4-82c3-49e4fd755867",
"risk_score": 30.86,
"confidence": 0.25
} | ofernandez | config_change | null | null | null | No additional info | Cloud config_change in OCI by ofernandez No additional info | null | null | null | null | null | null | null | null | null | OCI | res-f210de88 | null | null | null | null | null | null | null | null | null | null |
9dd6da6a-6beb-4a6e-8e54-9793a610ce49 | 2025-01-22T20:56:16 | ids_alert | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|medium| desc=Snort Alert: DNS Tunneling detected from 156.186.12.189 targeting N/A No additional info | {
"geo_location": "Bangladesh",
"device_hash": "6a5dc353374e8d9a7b507a5ba17615d46db4cc199664268e3b19d37e67f6cf10",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/534.50.6 (KHTML, like Gecko) Version/4.1 Safari/534.50.6",
"session_id": "1e27907f-7b99-453d-8cf6-dff8bc488931",
"risk_score": ... | null | null | null | null | null | No additional info | Snort Alert: DNS Tunneling detected from 156.186.12.189 targeting N/A No additional info | null | null | null | null | 156.186.12.189 | N/A | DNS Tunneling | SIG-9073 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
f7ccd979-c221-40c9-ab5f-9b8e6a9d8e6c | 2025-03-16T07:05:54 | endpoint | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop /begin/small.docx by singhgarrett MITRE Technique: T1053.005 | {
"geo_location": "Mozambique",
"device_hash": "949223cd9cd77c6dc9691813162ba25c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "ecc6a802-fbcd-4a75-ab4b-fcfdc5f8312c",
"risk_score": 38.25,
"confidence": 0.13
} | singhgarrett | process_stop | /begin/small.docx | 5,040 | cmd.exe | MITRE Technique: T1053.005 | Endpoint process_stop /begin/small.docx by singhgarrett MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
86cba677-3e0d-46ea-ad1f-b935effa5570 | 2025-05-02T12:28:15 | ids_alert | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=LogRhythm Alert: Zero-Day Exploit detected from 61.227.232.207 targeting 131.117.245.13 Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "South Africa",
"device_hash": "0c1d23a7a4f0f9ea9913e458e8141aa6835e5f861f782defa56a5c6bbe004990",
"user_agent": "Opera/9.24.(X11; Linux i686; he-IL) Presto/2.9.184 Version/12.00",
"session_id": "f11cef54-e97a-462d-8a74-fd045ccf14b9",
"risk_score": 37.9,
"confidence": 0.06
} | null | null | null | null | null | Unconventional IOC: Bios timestamp anomalies | LogRhythm Alert: Zero-Day Exploit detected from 61.227.232.207 targeting 131.117.245.13 Unconventional IOC: Bios timestamp anomalies | null | null | null | null | 61.227.232.207 | 131.117.245.13 | Zero-Day Exploit | SIG-3088 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
2c7e3647-fa80-4f7a-86ca-4b11ac0631d9 | 2025-03-21T07:14:08 | endpoint | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop /edge/commercial.odt by rodriguezjuan No additional info noise=category/main | {
"geo_location": "Nicaragua",
"device_hash": "a310a00f7231cd16669063c08a67d621e7bbde26",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_8; rv:1.9.5.20) Gecko/6757-01-16 22:44:34 Firefox/3.6.5",
"session_id": "01243036-3021-4e9f-a54a-f004134bfcdf",
"risk_score": 85.97,
"confidence": 0.17
} | rodriguezjuan | process_stop | /edge/commercial.odt | 4,711 | explorer.exe | No additional info | Endpoint process_stop /edge/commercial.odt by rodriguezjuan No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ec973e58-95f0-48b7-a1ed-2a4114f730a3 | 2025-03-17T22:19:31 | cloud | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in Alibaba by lisa04 No additional info | {
"geo_location": "Madagascar",
"device_hash": "386e5b823f6abcc6b7b0981ef11aecd6df013cb250b5fcbb6758e52b2c994f3b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/4.0)",
"session_id": "ce7a3d13-d524-4396-9161-16b95e437476",
"risk_score": 41,
"confidence": 0.74
} | lisa04 | instance_creation | null | null | null | No additional info | Cloud instance_creation in Alibaba by lisa04 No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-0e355265 | null | null | null | null | null | null | null | null | null | null |
926110b7-29cc-4695-ba47-0d150cae9885 | 2025-02-03T00:47:55 | ids_alert | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|low| desc=Elastic SIEM Alert: Brute Force detected from 147.170.157.80 targeting N/A MITRE Technique: T1071.001 | {
"geo_location": "Georgia",
"device_hash": "4ed38c2aaa8bea8fb3962ad298e6fec6a29137f55ca2ba266c238f8a6fb33623",
"user_agent": "Mozilla/5.0 (Android 1.6; Mobile; rv:9.0) Gecko/9.0 Firefox/9.0",
"session_id": "ae8d3c9e-7e6e-4c29-bd94-11b54470bd28",
"risk_score": 19.55,
"confidence": 0.45
} | null | null | null | null | null | MITRE Technique: T1071.001 | Elastic SIEM Alert: Brute Force detected from 147.170.157.80 targeting N/A MITRE Technique: T1071.001 | null | null | null | null | 147.170.157.80 | N/A | Brute Force | SIG-9030 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
293ad1ea-17aa-466c-a14f-51ada2e99b51 | 2025-01-31T03:58:02 | auth | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|high| desc=Auth timeout for pthomas via SAML from 120.63.89.88 No additional info | {
"geo_location": "Macao",
"device_hash": "2b53b34d6bc807efa238779260066254",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/531.32.2 (KHTML, like Gecko) Version/5.0.2 Safari/531.32.2",
"session_id": "eef9ffbe-7802-4c74-9eed-407b9e6ff7d9",
"risk_score": 57.13,
"confidence": 0.37
} | pthomas | timeout | null | null | null | No additional info | Auth timeout for pthomas via SAML from 120.63.89.88 No additional info | {
"baseline_deviation": 0.65,
"entropy": 2.33,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 120.63.89.88 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 1c:56:e5:35:2a:8f |
c7eca3f3-d751-4526-a2f4-130e4b717602 | 2025-03-02T19:44:26 | ai | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by valenciawilliam No additional info noise=00083A50 | {
"geo_location": "San Marino",
"device_hash": "f0618ae0aa2c36f6fe51c133461ee917",
"user_agent": "Mozilla/5.0 (Android 2.2; Mobile; rv:58.0) Gecko/58.0 Firefox/58.0",
"session_id": "ce83d0a3-a53e-40ff-a743-a86ca7b9597d",
"risk_score": 64.02,
"confidence": 0.13
} | valenciawilliam | prompt_injection | null | null | null | No additional info | AI system prompt_injection by valenciawilliam No additional info | null | null | null | null | null | null | null | null | null | null | null | model-8e43f800 | eb3819ee448f216f22760270d1cbcb625f97dd2b | e6e314e2de62c4314d62d5687db42088 | null | null | null | null | null | null | null |
884865bd-5b2c-4d63-88fb-a803a1cf3e4d | 2025-01-20T20:14:51 | cloud | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in OCI by eileen03 No additional info | {
"geo_location": "Malawi",
"device_hash": "23a2288090fdd5c63d96970b15b4f19d",
"user_agent": "Opera/9.86.(X11; Linux i686; bg-BG) Presto/2.9.170 Version/10.00",
"session_id": "5d5f479f-aa36-42f8-bd20-1d1342ae2aa5",
"risk_score": 67.37,
"confidence": 0.78
} | eileen03 | shadow_it | null | null | null | No additional info | Cloud shadow_it in OCI by eileen03 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-b58ebdf3 | null | null | null | null | null | null | null | null | null | null |
7c4ba313-f15e-45e5-bd19-90d09d9107ee | 2025-04-28T02:29:47 | cloud | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in Alibaba by maryfranco MITRE Technique: T1547.001 | {
"geo_location": "North Macedonia",
"device_hash": "a9196e3bd38d9ca997155166025b5c7bb8be0c08",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/24.0.839.0 Safari/532.0",
"session_id": "1920e678-f596-47ac-8624-4719db88c4e4",
"risk_score": 30.85,
"confidence": 0.8
} | maryfranco | shadow_it | null | null | null | MITRE Technique: T1547.001 | Cloud shadow_it in Alibaba by maryfranco MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | Alibaba | res-f0f63269 | null | null | null | null | null | null | null | null | null | null |
1781a76e-3b1d-4f60-be88-5939d3374611 | 2025-01-23T10:07:20 | firewall | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine HTTPS traffic from 220.112.210.165:52187 to 116.24.88.149:2641 No additional info | {
"geo_location": "Togo",
"device_hash": "c8794c16bbfdaf3ce76e2982b51cf4544ceee9815204642604269f72883dc6a9",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_0; rv:1.9.6.20) Gecko/9099-10-09 00:29:48 Firefox/3.6.15",
"session_id": "9eee9f46-e3f7-4e7d-a86a-28af8d89b5d1",
"risk_score": 37.47,
"confid... | null | quarantine | null | null | null | No additional info | Firewall quarantine HTTPS traffic from 220.112.210.165:52187 to 116.24.88.149:2641 No additional info | {
"baseline_deviation": 1.99,
"entropy": 4.86,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 220.112.210.165 | 116.24.88.149 | null | null | null | null | null | null | null | null | 52,187 | 2,641 | HTTPS | 791,118 | 3,246 | null | null |
f8a6ebbd-5f3f-4d5d-b158-79a239bbad91 | 2025-04-15T22:28:33 | firewall | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine ICMP traffic from 171.181.105.118:378 to 124.177.221.184:28450 MITRE Technique: T1218.011 | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "79eb748a0efd11fa4068413fc5612baa",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; fr-LU) AppleWebKit/535.26.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6535.26.2",
"session_id": "1bd8fe04-de17-4548-bfa9-9b70d32fdfb... | null | quarantine | null | null | null | MITRE Technique: T1218.011 | Firewall quarantine ICMP traffic from 171.181.105.118:378 to 124.177.221.184:28450 MITRE Technique: T1218.011 | {
"baseline_deviation": 1.43,
"entropy": 3.01,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 171.181.105.118 | 124.177.221.184 | null | null | null | null | null | null | null | null | 378 | 28,450 | ICMP | 862,160 | 111 | null | null |
d6e37c8a-fe29-4f91-8f98-d3cb01a110c4 | 2025-05-31T06:51:32 | iot | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical battery_drain No additional info | {
"geo_location": "Iraq",
"device_hash": "af98ba7d4efa7736cc10aaa85a66af29",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; kok-IN; rv:1.9.1.20) Gecko/9243-01-25 02:24:31 Firefox/3.8",
"session_id": "3375da4a-32c2-40bc-8d99-9cc927f4fbf5",
"risk_score": 65.71,
"confidence": 0.45
} | null | battery_drain | null | null | null | No additional info | IoT device Medical battery_drain No additional info | {
"baseline_deviation": 1.43,
"entropy": 4.07,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Medical | iot-e9a6d223 | 3.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a396db98-83b6-40a2-b817-35c160857c9f | 2023-12-24T06:42:11 | iot | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat command_injection No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "6a8ec5f59967e86f339b50fde870a55dcbf78b1d",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_7; rv:1.9.2.20) Gecko/3842-05-09 05:55:06 Firefox/11.0",
"session_id": "ec1653ab-a13f-4b36-8c21-ffe79300584f",
"risk_score": 74.59,
"confidence": 0.33
... | null | command_injection | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | null | Thermostat | iot-f97d9929 | 5.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f91faa94-36ca-45a7-8dc7-824ac67f0862 | 2025-06-27T23:57:22 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth bypass for kmichael via key from 209.171.31.246 MITRE Technique: T1486 | {
"geo_location": "North Korea",
"device_hash": "2cd690daf46a15dcfa084d4ea239f87b",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/46.0.877.0 Mobile/32E016 Safari/532.2",
"session_id": "c03e4d7d-c4ab-4463-8f2f-7a2956945d93",
"risk_score": 27.84,
... | kmichael | bypass | null | null | null | MITRE Technique: T1486 | Auth bypass for kmichael via key from 209.171.31.246 MITRE Technique: T1486 | null | null | null | null | 209.171.31.246 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 20:0d:ac:33:75:d3 |
b4543377-fb89-4e6e-844b-07dab4028a05 | 2025-03-26T03:09:14 | cloud | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in Alibaba by kristenho No additional info | {
"geo_location": "Gabon",
"device_hash": "9cc957908385b66ee9237a91005a60fbba4ffe1e",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; niu-NZ; rv:1.9.1.20) Gecko/2865-12-02 15:54:02 Firefox/3.6.12",
"session_id": "a0d4b6b8-0b49-46b1-8ba8-81bb69612385",
"risk_score": 58.7,
"confidence": 0.17
} | kristenho | api_abuse | null | null | null | No additional info | Cloud api_abuse in Alibaba by kristenho No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-0f82d792 | null | null | null | null | null | null | null | null | null | null |
7f770d24-80a6-4bff-b77f-471d5b1dee61 | 2025-04-30T08:35:00 | ids_alert | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=LogRhythm Alert: Cloud API Abuse detected from 9.30.50.94 targeting 178.146.66.46 MITRE Technique: T1543.003 | {
"geo_location": "Saint Martin",
"device_hash": "048062d2807d8dac7bd10207c683ac6fbd64d62c7488ed9299aab9c8ae6ab2d7",
"user_agent": "Opera/9.54.(Windows 95; ik-CA) Presto/2.9.190 Version/12.00",
"session_id": "c13b5719-73aa-43ac-8627-6fb1ac340112",
"risk_score": 65.21,
"confidence": 0.36
} | null | null | null | null | null | MITRE Technique: T1543.003 | LogRhythm Alert: Cloud API Abuse detected from 9.30.50.94 targeting 178.146.66.46 MITRE Technique: T1543.003 | null | null | null | null | 9.30.50.94 | 178.146.66.46 | Cloud API Abuse | SIG-9091 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
1443e208-c403-43d7-8630-203dbeb4524b | 2025-05-07T15:07:43 | ai | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by wbarker No additional info | {
"geo_location": "Pakistan",
"device_hash": "1e8c368f2848c36ce2d09230012ab4135655b861",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/533.24.3 (KHTML, like Gecko) Version/5.1 Safari/533.24.3",
"session_id": "9f5bba99-35b1-4582-a324-25aed17367d2",
"risk_score": 51.84,
"confidence": 0.2... | wbarker | fine_tuning | null | null | null | No additional info | AI system fine_tuning by wbarker No additional info | null | null | null | null | null | null | null | null | null | null | null | model-25d84ecb | 518aceb751bb6246c85e91680c9b30db9ec73a5f | 5d5ce4f43326f552d9eff83a954ba81a71ffe80e | null | null | null | null | null | null | null |
af4c66d8-df91-45d2-920d-20a2b4f07fe9 | 2026-08-29T08:28:48 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth success for wattsashley via SAML from 4.217.255.111 No additional info | {
"geo_location": "Spain",
"device_hash": "9774baa83b5af957fd666b7910dbc1efbdd2834e",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/41.0.804.0 Safari/536.1",
"session_id": "57047bed-fff6-41ec-8b62-748693ec1f7f",
"risk_score": 39.04,
"confidence": 0.67
} | wattsashley | success | null | null | null | No additional info | Auth success for wattsashley via SAML from 4.217.255.111 No additional info | null | null | null | null | 4.217.255.111 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 5d:14:96:60:32:fa |
b9b0216b-c254-4afc-8277-797504c39b4b | 2025-03-08T19:23:39 | ids_alert | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|critical| desc=OSSEC Alert: ICS Attack detected from 50.33.21.250 targeting 34.227.65.32 No additional info noise=focus|easy|general | {
"geo_location": "Finland",
"device_hash": "5b1639b9cb9c80eab2b8ca4c7bd7f12c898628ed4def101beda84b24239a01f6",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_6) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/13.0.857.0 Safari/531.1",
"session_id": "5fe63963-3f87-42ec-bed9-70e8faac87ba",
"risk_scor... | null | null | null | null | null | No additional info | OSSEC Alert: ICS Attack detected from 50.33.21.250 targeting 34.227.65.32 No additional info | null | null | null | null | 50.33.21.250 | 34.227.65.32 | ICS Attack | SIG-6792 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
4306eb61-fe8e-4014-9787-cfb56c9b9446 | 2025-05-28T13:48:21 | cloud | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in OCI by nrodgers No additional info | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "37bc3a71de5b1d92cc5efb95f4317a247e5ed80cb6e8f1d19ad9884f1baccfb8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/5.1)",
"session_id": "167ae137-8c94-4af8-a51f-054eae8bc79d",
"risk_score": 37.13,
"confidence": 0... | nrodgers | config_change | null | null | null | No additional info | Cloud config_change in OCI by nrodgers No additional info | null | null | null | null | null | null | null | null | null | OCI | res-ed0f90e7 | null | null | null | null | null | null | null | null | null | null |
cf9a19fa-e3c8-43cf-819c-ec16a2fc51db | 2025-02-05T21:47:46 | auth | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|low| desc=Auth timeout for kyle82 via key from 199.205.15.178 MITRE Technique: T1574.002 | {
"geo_location": "Macao",
"device_hash": "97299dd69e7b580bf3b742bc25b465cef55959a4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/5.0)",
"session_id": "0438ef46-f7e6-4152-872c-c2a2c47c0c0d",
"risk_score": 63.88,
"confidence": 0.31
} | kyle82 | timeout | null | null | null | MITRE Technique: T1574.002 | Auth timeout for kyle82 via key from 199.205.15.178 MITRE Technique: T1574.002 | null | null | null | null | 199.205.15.178 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 38:80:f3:ff:63:02 |
84192fc8-aac8-473f-ab9f-4cad2b03c0b5 | 2025-01-17T23:06:37 | ai | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by isaiahbird MITRE Technique: T1547.001 | {
"geo_location": "Andorra",
"device_hash": "151ce8a2d960b92771b2c3dc9da42dc14469ead6c5a2192e0da8756731f7e405",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_5_7 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) FxiOS/15.5t1546.0 Mobile/40O274 Safari/533.2",
"session_id": "f99e7b6f-27a3-4dc1-8cad-a780addb... | isaiahbird | model_inversion | null | null | null | MITRE Technique: T1547.001 | AI system model_inversion by isaiahbird MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | model-9d26a933 | 8d007ad68b699a719f9161fc4284ee9ff71b3c39 | 7ec3533b65020ffbfa159ca2b27479d8 | null | null | null | null | null | null | null |
f5f9707d-904c-428c-8d51-b40202833bea | 2025-03-11T15:49:03 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth timeout for william05 via passwordless from 220.63.139.236 MITRE Technique: T1543.003 | {
"geo_location": "Northern Mariana Islands",
"device_hash": "a638469a1a4debf11a1194b2c4048397c2e97489de6f208edea6738dff4825aa",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; ss-ZA) AppleWebKit/532.9.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6532.9.3",
"session_id": "b892c3... | william05 | timeout | null | null | null | MITRE Technique: T1543.003 | Auth timeout for william05 via passwordless from 220.63.139.236 MITRE Technique: T1543.003 | null | null | null | null | 220.63.139.236 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 69:5b:7d:8f:32:a9 |
747194d8-77b1-4a10-bfd2-b7ee39ad7c15 | 2025-02-15T23:36:51 | iot | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat firmware_update No additional info | {
"geo_location": "Belize",
"device_hash": "549983d749e97b6ea72393710f8f8e9c3ba2f692",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/532.27.5 (KHTML, like Gecko) Version/5.0 Safari/532.27.5",
"session_id": "900bdddc-d96d-480f-8c96-e0eafaebb90f",
"risk_score": 64.23,
"confidence": 0.83
... | null | firmware_update | null | null | null | No additional info | IoT device Thermostat firmware_update No additional info | {
"baseline_deviation": 1.68,
"entropy": 4.57,
"frequency_anomaly": true,
"sequence_anomaly": true
} | Thermostat | iot-7d547e8d | 1.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7a1b25d1-54a8-4b9b-bfc8-504c0024c189 | 2025-06-27T06:03:46 | network | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 154.170.235.38 to 27.181.181.245 No additional info | {
"geo_location": "Central African Republic",
"device_hash": "ae24f17d13ade3d09a7bf2fe29b7912de35ec42b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_8) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/51.0.806.0 Safari/536.1",
"session_id": "70e9ea84-9786-4335-8d8c-8bc8fd6c7f92",
"risk_score": 43.... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 154.170.235.38 to 27.181.181.245 No additional info | null | null | null | null | 154.170.235.38 | 27.181.181.245 | null | null | null | null | null | null | null | null | null | null | ICMP | 301,346 | null | null | null |
52465a46-75cd-4419-88cf-12d9c823c775 | 2025-05-05T06:53:30 | firewall | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|high| desc=Firewall log-only HTTP traffic from 54.181.87.138:437 to 170.226.236.202:992 No additional info | {
"geo_location": "Turkey",
"device_hash": "b91b1254128b3976e436f49c54345c60",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_7) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/61.0.825.0 Safari/532.1",
"session_id": "784e0f88-70f4-4e0f-9fb3-192f1fabc744",
"risk_score": 95.63,
"confidence": 0.0... | null | log-only | null | null | null | No additional info | Firewall log-only HTTP traffic from 54.181.87.138:437 to 170.226.236.202:992 No additional info | null | null | null | null | 54.181.87.138 | 170.226.236.202 | null | null | null | null | null | null | null | null | 437 | 992 | HTTP | 228,699 | 1,005 | null | null |
507463f5-6a09-4cbe-a53c-8d667a38aed4 | 2025-05-29T13:56:02 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth challenge for hillsamantha via SAML from 63.75.41.250 No additional info noise=blog | {
"geo_location": "India",
"device_hash": "8ba32cfa8d75ce6fbed63f5f674ffa457a0c4a88",
"user_agent": "Opera/9.38.(Windows 95; kl-GL) Presto/2.9.181 Version/12.00",
"session_id": "82a2441c-db50-4607-a41e-1d7cd832fdf0",
"risk_score": 30.06,
"confidence": 0.79
} | hillsamantha | challenge | null | null | null | No additional info | Auth challenge for hillsamantha via SAML from 63.75.41.250 No additional info | null | null | null | null | 63.75.41.250 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 50:a8:bf:b3:58:3a |
fa864c80-c66a-4d2e-be43-ec79e6dab96f | 2025-05-08T00:14:08 | firewall | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|low| desc=Firewall deny UDP traffic from 16.137.221.128:975 to 17.254.233.122:8069 MITRE Technique: T1110.003 | {
"geo_location": "Saint Lucia",
"device_hash": "e269daf57927f5a45611b55a0bb8ff5d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/5.0)",
"session_id": "07681e28-2e56-4c0b-aaa6-014eb8111e50",
"risk_score": 47.63,
"confidence": 0.52
} | null | deny | null | null | null | MITRE Technique: T1110.003 | Firewall deny UDP traffic from 16.137.221.128:975 to 17.254.233.122:8069 MITRE Technique: T1110.003 | null | null | null | null | 16.137.221.128 | 17.254.233.122 | null | null | null | null | null | null | null | null | 975 | 8,069 | UDP | 874,949 | 971 | null | null |
f0a5ed34-e316-4e9a-80a6-4fac8f49f471 | 2025-04-28T01:42:12 | iot | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Belize",
"device_hash": "011d84142b38c1bb976bd532e83713eb752ec7d263e0798ec5910d619ab0fdd0",
"user_agent": "Opera/8.29.(X11; Linux x86_64; bg-BG) Presto/2.9.164 Version/11.00",
"session_id": "36d800c6-9091-42a1-9049-c958726d3536",
"risk_score": 75.25,
"confidence": 0.64
} | null | firmware_update | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | null | HVAC | iot-2d6594fc | 3.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e5ad02cf-2611-4c4f-98be-732f40789a84 | 2025-02-11T17:29:38 | auth | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth success for ubrown via key from 151.130.121.195 Unconventional IOC: Bios timestamp anomalies noise=simple|help|base | {
"geo_location": "Western Sahara",
"device_hash": "8bc1522d2a37db5f7485c376f27e7904",
"user_agent": "Mozilla/5.0 (Android 5.0; Mobile; rv:67.0) Gecko/67.0 Firefox/67.0",
"session_id": "cc7c61e4-8470-4dd0-bb74-5f66d88e7a68",
"risk_score": 63.52,
"confidence": 0.67
} | ubrown | success | null | null | null | Unconventional IOC: Bios timestamp anomalies | Auth success for ubrown via key from 151.130.121.195 Unconventional IOC: Bios timestamp anomalies | null | null | null | null | 151.130.121.195 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | ef:ee:27:60:44:4b |
b5325731-6b6b-409e-adb3-06fee8de2ba0 | 2025-06-06T16:23:22 | auth | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|medium| desc=Auth success for howelljoel via passwordless from 10.207.112.219 Associated Threat Actor: Leafminer | {
"geo_location": "Ireland",
"device_hash": "13faf379b685397b3d12f5ae53ad748558dae9b4",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; wal-ET) AppleWebKit/531.22.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6531.22.5",
"session_id": "2b59a5e5-b2ff-4d62-8e33-830508fc0b3d",
"ri... | howelljoel | success | null | null | null | Associated Threat Actor: Leafminer | Auth success for howelljoel via passwordless from 10.207.112.219 Associated Threat Actor: Leafminer | null | null | null | null | 10.207.112.219 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 16:a8:3a:f9:97:8c |
1197488d-f61b-4f4b-b7ff-689331722260 | 2025-03-07T19:20:07 | endpoint | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint scheduled_task continue by cjones Associated Threat Actor: Kimsuky | {
"geo_location": "Lithuania",
"device_hash": "153f31b73f20612cc1a70d29ea3730f4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/3.1)",
"session_id": "46da2473-fa79-404f-a9bf-e67b91afd049",
"risk_score": 69.93,
"confidence": 0.58
} | cjones | scheduled_task | continue | 1,937 | svchost.exe | Associated Threat Actor: Kimsuky | Endpoint scheduled_task continue by cjones Associated Threat Actor: Kimsuky | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cf4f0c78-64f4-41fd-8a7c-301c4c0a6b0a | 2025-06-22T22:25:38 | endpoint | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access /adult/whatever.xlsx by wjimenez No additional info | {
"geo_location": "Colombia",
"device_hash": "812ce829d3699f714672c79e26bf3dfcc0046e0c",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/21.0.803.0 Safari/531.2",
"session_id": "277d75c1-b51c-4aa8-808e-61eab0827cda",
"risk_score": 23.77,
"confidence": 0.82
} | wjimenez | file_access | /adult/whatever.xlsx | 7,767 | svchost.exe | No additional info | Endpoint file_access /adult/whatever.xlsx by wjimenez No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7a35f7bb-d012-4d07-a2a3-12effc68eb9c | 2025-04-12T19:25:53 | firewall | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny HTTP traffic from 177.135.131.83:989 to 1.103.34.230:857 No additional info | {
"geo_location": "Fiji",
"device_hash": "f0a3a0e73b8a07edd98e40e8dda930ff3a41817a4e22a1d572c25753ef30b2b3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/531.24.6 (KHTML, like Gecko) Version/5.0.4 Safari/531.24.6",
"session_id": "568881cb-d461-41fd-a15a-ef713efa84d2",
"risk_score": 30.0... | null | deny | null | null | null | No additional info | Firewall deny HTTP traffic from 177.135.131.83:989 to 1.103.34.230:857 No additional info | null | null | null | null | 177.135.131.83 | 1.103.34.230 | null | null | null | null | null | null | null | null | 989 | 857 | HTTP | 853,159 | 2,411 | null | null |
113adc67-81b1-4bb4-95cf-1917e52d62ae | 2025-07-09T05:02:53 | cloud | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in AWS by kathleenporter No additional info noise=response|message|put | {
"geo_location": "Bolivia",
"device_hash": "810d14f8d833ed1b884532ec1a540832d598b9df3a32a0ec2c3c88cb0cb3f475",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 11_4_1 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/33.0.802.0 Mobile/28B323 Safari/532.0",
"session_id": "6fc95c2a-3080-42ca-a252-bb914... | kathleenporter | shadow_it | null | null | null | No additional info | Cloud shadow_it in AWS by kathleenporter No additional info | {
"baseline_deviation": 2.97,
"entropy": 5.03,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | AWS | res-1af8e14f | null | null | null | null | null | null | null | null | null | null |
163adbdf-63e9-4717-aac2-60ff5d4d47b2 | 2025-06-15T16:21:19 | network | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 24.140.15.177 to 93.146.170.211 No additional info | {
"geo_location": "Iraq",
"device_hash": "b6df96760aa4cf343da088af8498973b",
"user_agent": "Opera/8.29.(Windows NT 4.0; tcy-IN) Presto/2.9.171 Version/12.00",
"session_id": "46fe5a64-0c5e-478b-964f-c22088f7683a",
"risk_score": 62,
"confidence": 0.99
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 24.140.15.177 to 93.146.170.211 No additional info | {
"baseline_deviation": 2.55,
"entropy": 6.73,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 24.140.15.177 | 93.146.170.211 | null | null | null | null | null | null | null | null | null | null | TCP | 833,132 | null | null | null |
3b04c3bd-758e-4acd-9299-9d43f6693c8d | 2025-07-06T06:54:16 | iot | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|info| desc=IoT device Thermostat battery_drain No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "579faab798040add5d1c207e2538f896",
"user_agent": "Opera/9.47.(Windows NT 6.0; si-LK) Presto/2.9.174 Version/12.00",
"session_id": "2114eac8-9093-4133-ad25-ae8c71c6262f",
"risk_score": 26.23,
"confidence": 0.91
} | null | battery_drain | null | null | null | No additional info | IoT device Thermostat battery_drain No additional info | null | Thermostat | iot-eb9f200b | 9.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b283c9d7-0e7b-4e8a-abcf-af72fd5b3ef1 | 2025-02-15T02:18:04 | ai | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by colleenferguson MITRE Technique: T1059.005 | {
"geo_location": "Pakistan",
"device_hash": "fad295a60f473d0997ed5406c2ca440f",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 11_4_1 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) FxiOS/18.5a2202.0 Mobile/57B415 Safari/536.0",
"session_id": "adc8b6a8-4d64-4d2a-ad42-e97be95b2755",
"risk_score": 56.5... | colleenferguson | training_data_poisoning | null | null | null | MITRE Technique: T1059.005 | AI system training_data_poisoning by colleenferguson MITRE Technique: T1059.005 | {
"baseline_deviation": 1.87,
"entropy": 2.54,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-beda69b5 | e1021cafb55c029771856fcab859a02283a6590a1a45993e80bfb3a4a0a0f068 | 740ea2d8cb1f0f53970b72c602ce1443 | null | null | null | null | null | null | null |
5dbdf248-31e3-4a75-982f-f2ed4eef78a6 | 2025-04-05T20:08:17 | ai | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|info| desc=AI system model_access by cprice MITRE Technique: T1218.011 | Associated Threat Actor: Mustang Panda | {
"geo_location": "Bahamas",
"device_hash": "88c18fceb64cbcce54508af1789e4c35",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/4.0)",
"session_id": "3a732778-019a-455a-8e7d-1e606cf9ee18",
"risk_score": 60.62,
"confidence": 0.32
} | cprice | model_access | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: Mustang Panda | AI system model_access by cprice MITRE Technique: T1218.011 | Associated Threat Actor: Mustang Panda | null | null | null | null | null | null | null | null | null | null | null | model-95767672 | e92c4033fa49d008ee6e3fc4157ddd935788f6353e049f11c062644a7eb595ad | 314d093fdc1232d7856cd71f5e198b80 | null | null | null | null | null | null | null |
58a3d26a-1b90-488f-814c-5421cabab038 | 2025-05-08T11:20:07 | network | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|low| desc=Network covert_channel from 73.179.38.104 to 59.147.249.34 No additional info noise=VXN1YWxseS4= | {
"geo_location": "Somalia",
"device_hash": "ca454a2173a893f034168333767bc1505c3a224f",
"user_agent": "Mozilla/5.0 (Windows 98; mai-IN; rv:1.9.1.20) Gecko/8381-01-06 10:39:41 Firefox/3.6.2",
"session_id": "c12fec5e-9f5b-40d1-a62b-75e21d5ffb76",
"risk_score": 56.15,
"confidence": 0.41
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 73.179.38.104 to 59.147.249.34 No additional info | null | null | null | null | 73.179.38.104 | 59.147.249.34 | null | null | null | null | null | null | null | null | null | null | UDP | 76,887 | null | null | null |
bdd0ed6d-582f-4591-b4e0-42a740eef506 | 2025-03-18T15:14:42 | network | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|info| desc=Network connection from 213.128.57.9 to 94.215.246.21 MITRE Technique: T1574.002 noise=8D1462D4 | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "ddf2b1e91c779793e7be3696a787a656d72cf9159c697f79540cbe464d1f7928",
"user_agent": "Opera/8.54.(Windows NT 5.1; et-EE) Presto/2.9.164 Version/11.00",
"session_id": "b165dba3-3c52-417a-ab01-22132bab03af",
"risk_score": 39.12,
"confidence": 0... | null | connection | null | null | null | MITRE Technique: T1574.002 | Network connection from 213.128.57.9 to 94.215.246.21 MITRE Technique: T1574.002 | null | null | null | null | 213.128.57.9 | 94.215.246.21 | null | null | null | null | null | null | null | null | null | null | HTTPS | 26,538 | null | null | null |
d945c335-6a76-49c4-a234-5413681f27c7 | 2025-03-15T06:43:18 | cloud | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in GCP by mejiakimberly MITRE Technique: T1486 | Associated Threat Actor: Sandworm Team noise=U2hha2UgZGF5Lg== | {
"geo_location": "Honduras",
"device_hash": "3ebade75ebea2b683233787a9eac4568099bd35aa4c048b35fa6f77ab8481b86",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/9500-08-13 10:40:45 Firefox/3.6.13",
"session_id": "83f5b792-3145-4f73-bb19-01142d87d350",
"risk_score": 69.76,
"confidence": 0.32
... | mejiakimberly | permission_escalation | null | null | null | MITRE Technique: T1486 | Associated Threat Actor: Sandworm Team | Cloud permission_escalation in GCP by mejiakimberly MITRE Technique: T1486 | Associated Threat Actor: Sandworm Team | null | null | null | null | null | null | null | null | null | GCP | res-e6232155 | null | null | null | null | null | null | null | null | null | null |
d5d52fc0-62ca-4909-8c69-c0e70d424bf1 | 2025-04-27T13:08:10 | cloud | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud storage_access in Azure by matthew43 MITRE Technique: T1543.003 | {
"geo_location": "Kenya",
"device_hash": "cc09496b660d29dece8235d4d87d30fa",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; lb-LU) AppleWebKit/535.40.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6535.40.1",
"session_id": "99f47ed9-9f21-4469-adb8-f7cfeee0fbe6",
"risk_score": ... | matthew43 | storage_access | null | null | null | MITRE Technique: T1543.003 | Cloud storage_access in Azure by matthew43 MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | Azure | res-97e79ac8 | null | null | null | null | null | null | null | null | null | null |
4c03fea5-60b3-4c39-80ec-a041bc19b346 | 2025-05-16T06:39:53 | network | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 188.190.187.39 to 59.20.3.1 No additional info | {
"geo_location": "Mauritania",
"device_hash": "a2c73f4ec55e397e80e88b94ef0ff177",
"user_agent": "Mozilla/5.0 (Android 1.1; Mobile; rv:51.0) Gecko/51.0 Firefox/51.0",
"session_id": "120f3c42-e3e6-4008-a851-3c9d19c37041",
"risk_score": 53.05,
"confidence": 0.93
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 188.190.187.39 to 59.20.3.1 No additional info | null | null | null | null | 188.190.187.39 | 59.20.3.1 | null | null | null | null | null | null | null | null | null | null | ICMP | 387,088 | null | null | null |
2ab2dcfa-fece-4edb-8fc3-4a8db6138449 | 2025-05-13T19:00:04 | firewall | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only UDP traffic from 48.201.29.78:442 to 206.35.25.67:26584 Geo anomaly: Impossible travel detected | {
"geo_location": "Trinidad and Tobago",
"device_hash": "60ea85e803b9b9d0c9a9f6bc6a73ce10cdac68bc298d3d0f821465d497ce0032",
"user_agent": "Mozilla/5.0 (Linux; Android 5.1) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/16.0.855.0 Safari/534.0",
"session_id": "18dd99f0-6481-40ae-abf0-dee2771723da",
"risk_score":... | null | log-only | null | null | null | Geo anomaly: Impossible travel detected | Firewall log-only UDP traffic from 48.201.29.78:442 to 206.35.25.67:26584 Geo anomaly: Impossible travel detected | null | null | null | null | 48.201.29.78 | 206.35.25.67 | null | null | null | null | null | null | null | null | 442 | 26,584 | UDP | 37,041 | 3,594 | null | null |
f7a39852-1a56-4abd-9d7e-bde7257a59d3 | 2025-06-06T23:21:02 | firewall | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|info| desc=Firewall drop SSH traffic from 2.77.49.59:135 to 129.135.60.154:794 No additional info | {
"geo_location": "Sierra Leone",
"device_hash": "a17d6dfb54ce1daa823bbb15301fc1fa5a226aeef495131e443eb942bf9fd33d",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.7) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/22.0.822.0 Safari/531.1",
"session_id": "5c387e74-8fef-4a1b-b30e-193d9e885343",
"risk_score": 99.6... | null | drop | null | null | null | No additional info | Firewall drop SSH traffic from 2.77.49.59:135 to 129.135.60.154:794 No additional info | {
"baseline_deviation": 1.39,
"entropy": 6.76,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 2.77.49.59 | 129.135.60.154 | null | null | null | null | null | null | null | null | 135 | 794 | SSH | 734,521 | 1,460 | null | null |
d5827c6b-0cc4-4bd3-96cd-d994052bb773 | 2025-04-29T22:06:22 | cloud | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in OCI by hbrewer No additional info | {
"geo_location": "Romania",
"device_hash": "a3124cbe1f16b6af8e867a84b9db28fd2a0af076",
"user_agent": "Mozilla/5.0 (Android 2.3.5; Mobile; rv:63.0) Gecko/63.0 Firefox/63.0",
"session_id": "f3f931b2-ab22-4aed-8a79-09b8cb32108f",
"risk_score": 45.14,
"confidence": 0.5
} | hbrewer | api_abuse | null | null | null | No additional info | Cloud api_abuse in OCI by hbrewer No additional info | null | null | null | null | null | null | null | null | null | OCI | res-bec6a815 | null | null | null | null | null | null | null | null | null | null |
f0fe95aa-4405-43f3-ac2c-b345a5dc97f8 | 2025-03-28T14:30:17 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth failed for megan90 via passwordless from 76.129.80.197 MITRE Technique: T1190 noise=yet|charge|cell | {
"geo_location": "Liechtenstein",
"device_hash": "b76c9227de2c348c37fa2e51211e5c3b",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/17.0.898.0 Safari/533.0",
"session_id": "599e99c3-a800-457d-99f4-89cc626efe09",
"risk_score": 61.38,
"confidence": 0.34
} | megan90 | failed | null | null | null | MITRE Technique: T1190 | Auth failed for megan90 via passwordless from 76.129.80.197 MITRE Technique: T1190 | null | null | null | null | 76.129.80.197 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 97:4a:3e:0e:72:73 |
adaa185c-6d27-4898-9680-16b796937bfc | 2025-04-21T12:07:23 | network | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 93.1.152.127 to 10.80.208.214 No additional info noise=QWZ0ZXIu | {
"geo_location": "United Arab Emirates",
"device_hash": "5745204248936b4a573a23c5d13ce195154004603c5a307d9e324d726da68786",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; am-ET) AppleWebKit/533.4.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6533.4.7",
"session_id": "ed6d538d-9... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 93.1.152.127 to 10.80.208.214 No additional info | null | null | null | null | 93.1.152.127 | 10.80.208.214 | null | null | null | null | null | null | null | null | null | null | TCP | 585,142 | null | null | null |
004cc8e2-ad6c-4a6d-a4f4-90d1feae7d73 | 2025-05-26T03:25:34 | 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: Fileless Attack detected from 180.166.199.97 targeting 94.1.174.49 MITRE Technique: T1574.002 | {
"geo_location": "Aruba",
"device_hash": "0d3e06e5d3362f19f54317350e828f2f",
"user_agent": "Mozilla/5.0 (Linux; Android 5.1) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/50.0.813.0 Safari/532.2",
"session_id": "c6e5098f-d1fd-422c-b2cb-9fe0e5990bad",
"risk_score": 65.09,
"confidence": 0.24
} | null | null | null | null | null | MITRE Technique: T1574.002 | Elastic SIEM Alert: Fileless Attack detected from 180.166.199.97 targeting 94.1.174.49 MITRE Technique: T1574.002 | null | null | null | null | 180.166.199.97 | 94.1.174.49 | Fileless Attack | SIG-3774 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
462337f0-0d4a-480c-99e5-2a7514613851 | 2025-03-11T15:40:16 | ids_alert | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=FireEye HX Alert: SQL Injection detected from 118.255.71.9 targeting 43.118.77.36 MITRE Technique: T1059.005 | {
"geo_location": "Lithuania",
"device_hash": "cc54bb96120eb112a77213339e98cbcf997a833034d173af7d1a0cf28d68e425",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; wae-CH) AppleWebKit/534.35.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6534.35.6",
"session_id": "8658c3ed-5ca5-485a... | null | null | null | null | null | MITRE Technique: T1059.005 | FireEye HX Alert: SQL Injection detected from 118.255.71.9 targeting 43.118.77.36 MITRE Technique: T1059.005 | null | null | null | null | 118.255.71.9 | 43.118.77.36 | SQL Injection | SIG-3022 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
c0d9577f-15d5-4d87-b2b9-dbb6fc4bf868 | 2025-06-02T13:59:55 | auth | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|high| desc=Auth locked for michaeljohnson via password from 87.87.153.176 Credential stuffing pattern detected | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "25cd396f925d1345757e8069a824135f6683ae57c6c25d1b929decf98d0fdd05",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/4.1)",
"session_id": "53297ebc-3c06-4cd3-baa1-00117035f605",
"risk_score": 42.07,
"co... | michaeljohnson | locked | null | null | null | Credential stuffing pattern detected | Auth locked for michaeljohnson via password from 87.87.153.176 Credential stuffing pattern detected | null | null | null | null | 87.87.153.176 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 4d:14:77:48:62:74 |
32def036-1693-44d5-896d-bb044423d93e | 2025-02-14T06:23:12 | firewall | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only NTP traffic from 125.100.57.211:805 to 219.194.153.93:885 No additional info | {
"geo_location": "Cayman Islands",
"device_hash": "ccf9dcdb19c82f9f42cdee605c623ceda6569a0d9a794fb010886bc4cd1b19e9",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_2) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/60.0.800.0 Safari/533.1",
"session_id": "b370e3b8-e877-4b42-abb4-6faf894f4d67",
"ris... | null | log-only | null | null | null | No additional info | Firewall log-only NTP traffic from 125.100.57.211:805 to 219.194.153.93:885 No additional info | null | null | null | null | 125.100.57.211 | 219.194.153.93 | null | null | null | null | null | null | null | null | 805 | 885 | NTP | 164,941 | 3,290 | null | null |
e80bfb01-8f05-4ac1-8415-641165242fea | 2025-01-18T08:23:20 | firewall | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|high| desc=Firewall log-only DNS traffic from 8.230.253.186:28400 to 195.201.58.66:651 No additional info | {
"geo_location": "Cape Verde",
"device_hash": "8d6dd7a91eac93103c5026b2ff09afda668d8ce9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/3.1)",
"session_id": "1029b6d6-db17-46cf-8b82-a809ade0c1fc",
"risk_score": 54.97,
"confidence": 0.16
} | null | log-only | null | null | null | No additional info | Firewall log-only DNS traffic from 8.230.253.186:28400 to 195.201.58.66:651 No additional info | null | null | null | null | 8.230.253.186 | 195.201.58.66 | null | null | null | null | null | null | null | null | 28,400 | 651 | DNS | 202,467 | 1,828 | null | null |
71bbdb25-7cbd-46c6-b992-ff61d786f2ff | 2025-07-08T21:18:23 | iot | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Anguilla",
"device_hash": "85de517030b12197cb911605b2a38c63243ff24bdd5c0ac22c5f17966dde92c5",
"user_agent": "Opera/9.12.(X11; Linux i686; tl-PH) Presto/2.9.180 Version/12.00",
"session_id": "843f331b-4b66-41d5-95b9-4b94fed29d33",
"risk_score": 52.23,
"confidence": 0.42
} | null | firmware_update | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | null | HVAC | iot-4bceaaef | 7.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3c470af6-d0c9-49b7-98d8-f00f68cc7a90 | 2025-04-15T11:06:15 | cloud | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in OCI by ronald56 MITRE Technique: T1547.001 | {
"geo_location": "American Samoa",
"device_hash": "f478607015d859467ee641cc6a64d25b",
"user_agent": "Opera/9.79.(Windows NT 10.0; lij-IT) Presto/2.9.177 Version/12.00",
"session_id": "b13179a2-7bd8-4f2d-a006-149dad2ec1ab",
"risk_score": 98.9,
"confidence": 0.1
} | ronald56 | api_abuse | null | null | null | MITRE Technique: T1547.001 | Cloud api_abuse in OCI by ronald56 MITRE Technique: T1547.001 | {
"baseline_deviation": 1.29,
"entropy": 3.82,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | OCI | res-659439db | null | null | null | null | null | null | null | null | null | null |
b1d1a4b4-fcca-4b29-8c73-0778bbcba3a2 | 2025-07-02T15:47:21 | auth | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|info| desc=Auth bypass for wallsjames via MFA from 210.153.69.113 MITRE Technique: T1110.003 | Unconventional IOC: Unusual DNS TXT records noise=B87969A0 | {
"geo_location": "Seychelles",
"device_hash": "c68a5fb3f61dc79c886f352c440a2aff",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_1 rv:5.0; te-IN) AppleWebKit/533.5.7 (KHTML, like Gecko) Version/5.0 Safari/533.5.7",
"session_id": "c941e531-c010-4481-aa52-4d6ed8f112c8",
"risk_score": 80.76,
"confid... | wallsjames | bypass | null | null | null | MITRE Technique: T1110.003 | Unconventional IOC: Unusual DNS TXT records | Auth bypass for wallsjames via MFA from 210.153.69.113 MITRE Technique: T1110.003 | Unconventional IOC: Unusual DNS TXT records | null | null | null | null | 210.153.69.113 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | ac:d6:08:bb:c0:21 |
a3714f02-e051-4ce7-ba97-a0e58043f868 | 2025-02-27T15:05:18 | ai | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|high| desc=AI system membership_inference by jonathansmith No additional info | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "e2d3cdaa71dea40a2f7f189f7b1dd2a3a3e1d311",
"user_agent": "Opera/8.60.(X11; Linux i686; az-IN) Presto/2.9.166 Version/11.00",
"session_id": "a479b45d-4fd1-4528-ba29-ead1da24642f",
"risk_score": 47.17,
"confidence": 0.75
} | jonathansmith | membership_inference | null | null | null | No additional info | AI system membership_inference by jonathansmith No additional info | null | null | null | null | null | null | null | null | null | null | null | model-52759579 | 53c51aea87666f693c55fa661edd033df5ed03e5 | 8e827d1d1f07f66aa37aa2b91ae193f0fd355658bf2f316eedaec7312423ccfa | null | null | null | null | null | null | null |
b0e9b84b-5856-42d1-ae0a-9e5254e03cee | 2022-06-06T08:14:18 | cloud | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in GCP by kristina22 MITRE Technique: T1204.002 | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "b6713909a7f84f6a954c02c0a0b1c5c77c8e3235",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2_1 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/10.9s1301.0 Mobile/27H351 Safari/535.2",
"session_id": "9f1ba55f-e7a1-4f5e-925c-5b31d350f7f8"... | kristina22 | permission_escalation | null | null | null | MITRE Technique: T1204.002 | Cloud permission_escalation in GCP by kristina22 MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | GCP | res-06a0ef7a | null | null | null | null | null | null | null | null | null | null |
468b26cd-598f-4e51-9447-08891700ec66 | 2025-05-28T03:15:05 | endpoint | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection always by handrews Unconventional IOC: Bios timestamp anomalies | Fileless execution detected noise=8177B0BE | {
"geo_location": "Isle of Man",
"device_hash": "e719134d4e02a7091741ae8cabbc3c680243c272",
"user_agent": "Opera/8.86.(Windows NT 6.0; fi-FI) Presto/2.9.177 Version/11.00",
"session_id": "b50cd88a-e370-4663-82c1-b3ebc35c12df",
"risk_score": 79.8,
"confidence": 0.52
} | handrews | memory_injection | always | 2,897 | cmd.exe | Unconventional IOC: Bios timestamp anomalies | Fileless execution detected | Endpoint memory_injection always by handrews Unconventional IOC: Bios timestamp anomalies | Fileless execution detected | {
"baseline_deviation": 2.59,
"entropy": 7.04,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9f07474b-7054-4b1e-a661-f0578fea46ee | 2025-04-04T19:54:23 | iot | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|high| desc=IoT device HVAC physical_tamper No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "2bfd2e46c9675c84a36ed4ba05338d37e829da4a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "d0fb3916-c062-4560-9fc4-f8809bb2f6dd",
"risk_score": 34.61,
"confidence": 0.51
} | null | physical_tamper | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | null | HVAC | iot-c7603eb9 | 2.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
17aa8b24-0e26-4cfa-be5b-8ffadb985e03 | 2025-05-16T10:22:16 | firewall | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only ICMP traffic from 175.252.241.179:45 to 132.61.253.243:61693 No additional info | {
"geo_location": "Kiribati",
"device_hash": "e6efe7fad175c2180486e908b445f097",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_2 rv:3.0; mni-IN) AppleWebKit/533.43.4 (KHTML, like Gecko) Version/4.0.5 Safari/533.43.4",
"session_id": "07447958-037c-4c19-a5f4-7610069ac590",
"risk_score": 45.5,
"co... | null | log-only | null | null | null | No additional info | Firewall log-only ICMP traffic from 175.252.241.179:45 to 132.61.253.243:61693 No additional info | null | null | null | null | 175.252.241.179 | 132.61.253.243 | null | null | null | null | null | null | null | null | 45 | 61,693 | ICMP | 799,626 | 762 | null | null |
b8ce3364-a8be-4269-9da0-ed61a90a2ad9 | 2025-03-07T12:32:24 | 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 Medical physical_tamper No additional info noise=group|market|true | {
"geo_location": "Eritrea",
"device_hash": "6e609f0b1550b128bc8f986421c88cc35d3606f9",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/532.35.5 (KHTML, like Gecko) Version/5.1 Safari/532.35.5",
"session_id": "aea75d4f-5431-4c61-8a20-3877e29024c3",
"risk_score": 40.08,
"confidence": 0.8
... | null | physical_tamper | null | null | null | No additional info | IoT device Medical physical_tamper No additional info | null | Medical | iot-2714e9e3 | 6.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f729177f-37a5-41c9-b975-f57fafa56cbb | 2025-06-13T07:57:14 | endpoint | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start serve by shannonmarshall No additional info noise=742075E0 | {
"geo_location": "Finland",
"device_hash": "3ab2ad7997c5e41b819bd9cf0bd3104949e8d257",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/3.1)",
"session_id": "c45dc42f-2dae-41bf-b7de-417e30a075b8",
"risk_score": 36.28,
"confidence": 0.36
} | shannonmarshall | process_start | serve | 5,162 | cmd.exe | No additional info | Endpoint process_start serve by shannonmarshall No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dec17c46-772f-427a-b2ce-4b7e5d029d88 | 2025-04-13T14:43:38 | iot | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC firmware_update MITRE Technique: T1547.001 | {
"geo_location": "Sweden",
"device_hash": "19b4e166ff632744fd9f5a84d026a03c",
"user_agent": "Opera/8.12.(Windows 95; am-ET) Presto/2.9.173 Version/12.00",
"session_id": "aee93550-29c3-4b28-bffd-efda62457e91",
"risk_score": 47.73,
"confidence": 0.27
} | null | firmware_update | null | null | null | MITRE Technique: T1547.001 | IoT device HVAC firmware_update MITRE Technique: T1547.001 | null | HVAC | iot-a780d6e6 | 10.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
353d5623-dc17-486c-b54a-2db8b77de637 | 2025-01-21T18:18:25 | firewall | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only ICMP traffic from 53.99.163.180:490 to 15.153.131.116:709 Associated Threat Actor: Lazarus Group | {
"geo_location": "Kiribati",
"device_hash": "c7af0dff2323c0f2dcd8984bace304a5",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/13.8o0819.0 Mobile/54A439 Safari/531.1",
"session_id": "1ca98cb8-2f80-4044-b319-31b2899904a7",
"risk_score": 83.85,
... | null | log-only | null | null | null | Associated Threat Actor: Lazarus Group | Firewall log-only ICMP traffic from 53.99.163.180:490 to 15.153.131.116:709 Associated Threat Actor: Lazarus Group | null | null | null | null | 53.99.163.180 | 15.153.131.116 | null | null | null | null | null | null | null | null | 490 | 709 | ICMP | 526,325 | 225 | null | null |
eab107da-20f7-45ab-8a5c-d29fb42f3847 | 2025-04-03T03:00:48 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in Alibaba by obrown No additional info | {
"geo_location": "Jordan",
"device_hash": "2cc4908ce1adf4390771fd115ff2fd72cd841bd7c000811cb59664c78eac9171",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/41.0.894.0 Safari/534.0",
"session_id": "87f3d68d-ce68-48e3-b3d6-711b03845393",
"risk_score": 59.57,
"confid... | obrown | shadow_it | null | null | null | No additional info | Cloud shadow_it in Alibaba by obrown No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-08a92cc0 | null | null | null | null | null | null | null | null | null | null |
bbb72340-6b5f-4ef5-8285-a1eca60a81a3 | 2025-03-02T06:55:40 | endpoint | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install /car/treat.mp4 by charleslee MITRE Technique: T1110.003 | {
"geo_location": "Israel",
"device_hash": "321b4d8db03928f75bae8e66f53d26c46721f5c6",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_9 rv:2.0; br-FR) AppleWebKit/533.19.7 (KHTML, like Gecko) Version/5.0 Safari/533.19.7",
"session_id": "c8706da3-ad3f-4a89-a5b4-231bdef0d202",
"risk_score": 52.42,
... | charleslee | service_install | /car/treat.mp4 | 9,336 | explorer.exe | MITRE Technique: T1110.003 | Endpoint service_install /car/treat.mp4 by charleslee 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 |
88db9de1-a2f3-4dfb-a52d-a75efb5fc392 | 2025-04-12T00:05:31 | network | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 10.203.142.2 to 105.149.57.223 MITRE Technique: T1486 | {
"geo_location": "China",
"device_hash": "71c64c70f77169b280c643f7c538bf9b14e2563b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "04baa1be-66fa-460e-9f77-c2b376c0ed49",
"risk_score": 34.6,
"confidence": 0.8
} | null | protocol_anomaly | null | null | null | MITRE Technique: T1486 | Network protocol_anomaly from 10.203.142.2 to 105.149.57.223 MITRE Technique: T1486 | {
"baseline_deviation": 2.58,
"entropy": 2.42,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 10.203.142.2 | 105.149.57.223 | null | null | null | null | null | null | null | null | null | null | UDP | 306,027 | null | null | null |
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