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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1f76f43a-9187-4289-9560-1bcc32711a8e | 2025-04-19T22:29:16 | firewall | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|medium| desc=Firewall drop UDP traffic from 142.230.31.212:610 to 93.58.38.183:417 No additional info | {
"geo_location": "North Korea",
"device_hash": "72d090df7ce16fe66cbec3076099a18e931417eeb2edbacea1947607877fd5c1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/3.0)",
"session_id": "67c79d60-b328-4cc4-86fb-df6e201e77b7",
"risk_score": 57.19,
"confidence": 0.47
} | 142.230.31.212 | 93.58.38.183 | null | null | null | No additional info | Firewall drop UDP traffic from 142.230.31.212:610 to 93.58.38.183:417 No additional info | drop | 201,877 | UDP | null | null | null | null | {
"baseline_deviation": 1.82,
"entropy": 3.91,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 610 | 417 | 355 | null | null | null | null | null | null | null |
3e6b1742-52dc-47c7-8f84-e376c58020cd | 2025-03-14T22:40:05 | endpoint | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change future by hannahbuchanan MITRE Technique: T1547.001 noise=1A250B19 | {
"geo_location": "Suriname",
"device_hash": "d15aee8e811a6e6e1b9f2593ecd51e9f53513faf4d6cbc1dcabc41f9d2ebab81",
"user_agent": "Opera/9.47.(Windows NT 5.01; ber-MA) Presto/2.9.176 Version/11.00",
"session_id": "215e64c2-cf2b-4df3-80df-034c4bfbeee8",
"risk_score": 57.95,
"confidence": 0.28
} | null | null | null | null | null | MITRE Technique: T1547.001 | Endpoint registry_change future by hannahbuchanan MITRE Technique: T1547.001 | registry_change | null | null | hannahbuchanan | future | 5,413 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
67b8c262-813e-44ec-8a7a-080a8bd25a92 | 2025-06-10T20:59:28 | ids_alert | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|low| desc=Trellix Alert: MFA Bypass detected from 72.97.79.207 targeting 6.42.191.91 Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Jersey",
"device_hash": "6b84c5429db26dea25e6a074e119f4f3d005aee91f2c35e18f453e11a8831309",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_3_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/11.2q5679.0 Mobile/98O127 Safari/531.2",
"session_id": "517856c4-782e-4bcc-ad6f-1ee8abb16d7e",
"risk_score": 52.77,
"confidence": 0.05
} | 72.97.79.207 | 6.42.191.91 | MFA Bypass | SIG-8338 | Recon | Unconventional IOC: Bios timestamp anomalies | Trellix Alert: MFA Bypass detected from 72.97.79.207 targeting 6.42.191.91 Unconventional IOC: Bios timestamp anomalies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ada4ba56-5eac-4206-9b1f-cac5e6ed7485 | 2025-06-06T00:19:23 | cloud | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in GCP by gkennedy No additional info noise=job|participant|education | {
"geo_location": "Liberia",
"device_hash": "617efa7a3e8bd1d2f4bab6df184d0f6e",
"user_agent": "Opera/9.87.(X11; Linux x86_64; it-IT) Presto/2.9.162 Version/10.00",
"session_id": "ad8dd3da-554f-4a56-bfe8-66f8c28a04b7",
"risk_score": 66.69,
"confidence": 0.61
} | null | null | null | null | null | No additional info | Cloud storage_access in GCP by gkennedy No additional info | storage_access | null | null | gkennedy | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-a185bc26 |
6b9a9db8-f430-4683-bea1-81674ebddf71 | 2025-06-15T07:28:37 | endpoint | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop American by amy82 MITRE Technique: T1566.001 | {
"geo_location": "Netherlands",
"device_hash": "f2a8293fd3af61055e24e96abc3defc64a6ea7b6",
"user_agent": "Mozilla/5.0 (Android 6.0; Mobile; rv:30.0) Gecko/30.0 Firefox/30.0",
"session_id": "f3e5c726-8730-461f-b882-d3a136d8dd30",
"risk_score": 38.07,
"confidence": 0.85
} | null | null | null | null | null | MITRE Technique: T1566.001 | Endpoint process_stop American by amy82 MITRE Technique: T1566.001 | process_stop | null | null | amy82 | American | 4,678 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
79ffac63-47d7-410d-bc5b-40d7551d61d1 | 2025-06-06T23:03:20 | iot | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC side_channel MITRE Technique: T1204.002 | {
"geo_location": "Fiji",
"device_hash": "bbd395f6420fbaeb9d5e8d2b4e69959232ad90ff99c255840dc0be9390d069c4",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; sv-FI) AppleWebKit/531.25.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6531.25.1",
"session_id": "f45e571f-a445-4a9e-aa0d-54490c379061",
"risk_score": 59.46,
"confidence": 0.48
} | null | null | null | null | null | MITRE Technique: T1204.002 | IoT device HVAC side_channel MITRE Technique: T1204.002 | side_channel | null | null | null | null | null | null | {
"baseline_deviation": 1.46,
"entropy": 4.74,
"frequency_anomaly": true,
"sequence_anomaly": true
} | HVAC | iot-1d7f8d30 | 4.1 | null | null | null | null | null | null | null | null | null | null |
adebbb1c-6ddd-4ca6-872f-bb6fd6caa9a0 | 2025-04-18T15:15:56 | cloud | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in AWS by rgregory Unconventional IOC: UEFI variable tampering noise=Tm8u | {
"geo_location": "Monaco",
"device_hash": "fff092c35ca8ad277635f6333a8838db",
"user_agent": "Opera/9.30.(X11; Linux x86_64; kl-GL) Presto/2.9.183 Version/12.00",
"session_id": "714f3d6d-e2cf-4bcb-9114-e20260809d90",
"risk_score": 47.56,
"confidence": 0.69
} | null | null | null | null | null | Unconventional IOC: UEFI variable tampering | Cloud shadow_it in AWS by rgregory Unconventional IOC: UEFI variable tampering | shadow_it | null | null | rgregory | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-6948f2c2 |
925ebe4c-452d-4a2f-a899-c39f9faead0e | 2025-03-14T23:29:49 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth failed for djohnson via key from 3.6.214.16 No additional info noise=7579BC21 | {
"geo_location": "Gibraltar",
"device_hash": "bdcb45c00664ff2f9895538b6ed328f501e35354b82f2a9eb0226b7034e12a49",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_9 rv:5.0; hne-IN) AppleWebKit/533.24.6 (KHTML, like Gecko) Version/4.0 Safari/533.24.6",
"session_id": "890a8fe6-1fd5-48f3-8f5f-cde270244b4f",
"risk_score": 77.2,
"confidence": 0.21
} | 3.6.214.16 | null | null | null | null | No additional info | Auth failed for djohnson via key from 3.6.214.16 No additional info | failed | null | null | djohnson | null | null | null | null | null | null | null | null | null | null | key | 46:2b:e2:d3:29:3c | null | null | null | null | null |
c5988191-aeb0-42fb-8626-450552a6afff | 2025-03-15T01:24:04 | cloud | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in OCI by ncrawford No additional info | {
"geo_location": "Gambia",
"device_hash": "7b85f3840a22364c9a6bc3339e174578b7941bece4a6e6c4b32eb77dbc2927a1",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2.2) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/15.0.896.0 Safari/532.0",
"session_id": "b513ebe7-69c7-4f16-ad42-0489787cc35b",
"risk_score": 70.18,
"confidence": 0.89
} | null | null | null | null | null | No additional info | Cloud lambda_execution in OCI by ncrawford No additional info | lambda_execution | null | null | ncrawford | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-d6291b38 |
a2ab1bd9-12ce-4dbf-b472-554d28e08290 | 2025-06-15T01:34:42 | ids_alert | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|high| desc=Suricata Alert: Domain Fronting detected from 36.41.252.158 targeting N/A No additional info noise=QXNrIGVhcmx5Lg== | {
"geo_location": "Bulgaria",
"device_hash": "4982cbc7956e8f6e0251f8b8b1aa121484a723d846dd23aaeb80e82efce50f80",
"user_agent": "Opera/9.45.(X11; Linux i686; tn-ZA) Presto/2.9.186 Version/12.00",
"session_id": "1617a953-aab8-4199-b7f0-b824d9a4ccbd",
"risk_score": 47.44,
"confidence": 0.46
} | 36.41.252.158 | N/A | Domain Fronting | SIG-7622 | Recon | No additional info | Suricata Alert: Domain Fronting detected from 36.41.252.158 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 |
38bc67c6-5e4b-4244-b6bf-d6f9470cbefa | 2025-03-27T08:14:19 | network | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 51.32.81.72 to 191.180.167.241 No additional info | {
"geo_location": "Japan",
"device_hash": "7f46dccfc4d1a8f2ecf669895d4e3380",
"user_agent": "Opera/9.96.(X11; Linux i686; niu-NU) Presto/2.9.176 Version/11.00",
"session_id": "889aefdb-1f33-4c5a-bdc3-cb12e2c93cae",
"risk_score": 71.81,
"confidence": 0.92
} | 51.32.81.72 | 191.180.167.241 | null | null | null | No additional info | Network latency_spike from 51.32.81.72 to 191.180.167.241 No additional info | latency_spike | 517,088 | HTTPS | null | null | null | null | {
"baseline_deviation": 1.49,
"entropy": 2.84,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
ed72d7d3-4328-413c-8109-a61a89ad98b5 | 2025-03-31T01:35:04 | endpoint | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load /social/until.mov by davisanna MITRE Technique: T1566.001 | Associated Threat Actor: Scattered Spider noise=UmlnaHQu | {
"geo_location": "Tonga",
"device_hash": "c2872055ffac0afcb06d2270abf6490a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/25.0.868.0 Mobile/25E603 Safari/533.0",
"session_id": "c3f68a5f-d3ca-4de5-8c92-1954f8f347c4",
"risk_score": 63.69,
"confidence": 0.14
} | null | null | null | null | null | MITRE Technique: T1566.001 | Associated Threat Actor: Scattered Spider | Endpoint driver_load /social/until.mov by davisanna MITRE Technique: T1566.001 | Associated Threat Actor: Scattered Spider | driver_load | null | null | davisanna | /social/until.mov | 9,929 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8bbb3588-fbc9-4002-a693-bdac5c4dfdf1 | 2025-04-12T13:27:47 | iot | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor protocol_violation MITRE Technique: T1218.011 | {
"geo_location": "Ethiopia",
"device_hash": "0048829861728bdca0d21ac644db07dac25c13d0",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_9 rv:2.0; et-EE) AppleWebKit/531.36.4 (KHTML, like Gecko) Version/5.0.4 Safari/531.36.4",
"session_id": "73fb576c-a73e-4ac3-b219-b0f65364f8e7",
"risk_score": 51.71,
"confidence": 0.03
} | null | null | null | null | null | MITRE Technique: T1218.011 | IoT device Sensor protocol_violation MITRE Technique: T1218.011 | protocol_violation | null | null | null | null | null | null | null | Sensor | iot-3788cc86 | 5.3 | null | null | null | null | null | null | null | null | null | null |
52b8b99a-c818-4988-a92b-7046ba3799b6 | 2025-05-21T14:35:29 | iot | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|high| desc=IoT device Camera sensor_spoofing No additional info noise=D0DC4B73 | {
"geo_location": "Tokelau",
"device_hash": "26853b16cbcb2e0047d32c982da7d04404546ca2",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.3) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/34.0.804.0 Safari/531.1",
"session_id": "c6f747d5-b094-438d-9d59-c7d721fe28c0",
"risk_score": 27.16,
"confidence": 0.24
} | null | null | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | Camera | iot-b996d628 | 1.6 | null | null | null | null | null | null | null | null | null | null |
e61d60df-c23e-48f5-aec5-7f1b73f7dc82 | 2025-03-25T01:48:20 | auth | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for ywelch via passwordless from 110.102.114.37 No additional info | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "33972c43a1a20d44726d7795f121d60f",
"user_agent": "Mozilla/5.0 (Windows 95; ja-JP; rv:1.9.2.20) Gecko/2243-08-21 00:22:54 Firefox/5.0",
"session_id": "23d9c491-2c9a-4250-a459-00a3d0f94ba3",
"risk_score": 59.55,
"confidence": 0.06
} | 110.102.114.37 | null | null | null | null | No additional info | Auth bypass for ywelch via passwordless from 110.102.114.37 No additional info | bypass | null | null | ywelch | null | null | null | null | null | null | null | null | null | null | passwordless | 40:87:39:20:af:79 | null | null | null | null | null |
1d33a5f5-3dce-41ed-b1b6-f7f45db573af | 2025-06-11T17:03:05 | ai | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by clairebrown Unconventional IOC: CPU microcode changes | {
"geo_location": "Mozambique",
"device_hash": "036bde799aa2529fc8a745b2a07e1e8bca1ab7f2f97d09a6efe0d0d4a4ce0084",
"user_agent": "Opera/9.40.(X11; Linux x86_64; mai-IN) Presto/2.9.166 Version/10.00",
"session_id": "033b8d9c-419c-4dc1-873a-8db19e9b3cdd",
"risk_score": 48.52,
"confidence": 0.59
} | null | null | null | null | null | Unconventional IOC: CPU microcode changes | AI system membership_inference by clairebrown Unconventional IOC: CPU microcode changes | membership_inference | null | null | clairebrown | null | null | null | null | null | null | null | null | null | null | null | null | model-1bd5077b | 7d5e4328bd5f5b2c88fd60a7201edfb5 | 89f513b73ffb6790010fea372df55b4ac5881394 | null | null |
f9d7f4d2-ca18-4f69-a992-1a56444ae181 | 2025-05-24T03:42:40 | ai | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by meganowens Associated Threat Actor: Leafminer | Unconventional IOC: GPU memory artifacts noise=posts | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "bdcbf0eb4eb54273a6bd4304b5c325a31afa02860bbd8065779e73ea2df8245a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_2 rv:6.0; hak-TW) AppleWebKit/535.27.1 (KHTML, like Gecko) Version/4.0.4 Safari/535.27.1",
"session_id": "a6c15bc5-2b94-410e-860c-9f2f34767d39",
"risk_score": 82.37,
"confidence": 0.77
} | null | null | null | null | null | Associated Threat Actor: Leafminer | Unconventional IOC: GPU memory artifacts | AI system membership_inference by meganowens Associated Threat Actor: Leafminer | Unconventional IOC: GPU memory artifacts | membership_inference | null | null | meganowens | null | null | null | null | null | null | null | null | null | null | null | null | model-e1a97329 | a9fe72913220433872f2c798a8be722c12433468 | f24a4a8db11a62f0cd13b3d81856fdd56819fc9581fa9ad41353218a3e084d86 | null | null |
d2764be2-5d6e-489b-b92d-c6059787acfb | 2025-03-26T02:28:02 | firewall | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow ICMP traffic from 187.217.110.180:342 to 5.176.244.46:924 No additional info | {
"geo_location": "Bahamas",
"device_hash": "6c3530e6749ee2c410156dbdd493577b042a085b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/4.1)",
"session_id": "66e99cb2-5232-4eea-8b59-393806d54e60",
"risk_score": 0,
"confidence": 0.14
} | 187.217.110.180 | 5.176.244.46 | null | null | null | No additional info | Firewall allow ICMP traffic from 187.217.110.180:342 to 5.176.244.46:924 No additional info | allow | 144,701 | ICMP | null | null | null | null | null | null | null | null | 342 | 924 | 3,263 | null | null | null | null | null | null | null |
e0866ece-43c8-416e-8d86-01d2ca881170 | 2025-05-01T16:35:14 | endpoint | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start image by alejandrowilliams No additional info | {
"geo_location": "Fiji",
"device_hash": "43dda7560313243a3f1361c8511cf394",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/60.0.865.0 Safari/531.1",
"session_id": "378664a5-2742-40a3-a0d2-c6599d722f84",
"risk_score": 62.24,
"confidence": 0.33
} | null | null | null | null | null | No additional info | Endpoint process_start image by alejandrowilliams No additional info | process_start | null | null | alejandrowilliams | image | 7,210 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
71db4735-544a-4fef-99dd-30ca72f680d4 | 2025-05-18T05:29:53 | 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: Cloud API Abuse detected from 190.203.122.147 targeting N/A No additional info | {
"geo_location": "Italy",
"device_hash": "d234fd27c074061e98b43c7d74c0435c",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.3) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/26.0.861.0 Safari/535.1",
"session_id": "87bb79fd-8efc-4c40-95aa-8b8bbd930f80",
"risk_score": 47.78,
"confidence": 0.53
} | 190.203.122.147 | N/A | Cloud API Abuse | SIG-6635 | Malware | No additional info | Elastic SIEM Alert: Cloud API Abuse detected from 190.203.122.147 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 |
92f4eaf1-56c3-4fea-806c-ceb4fb04952b | 2025-06-15T19:30:53 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 21.116.216.74 to 10.59.251.218 MITRE Technique: T1134.001 | {
"geo_location": "Montenegro",
"device_hash": "4757d8c5ff4d501bebe6cf17a2ab3fec",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; tcy-IN; rv:1.9.2.20) Gecko/4641-10-19 15:42:39 Firefox/3.8",
"session_id": "9df15fef-f436-4ff6-b295-e798a663c0fd",
"risk_score": 41.89,
"confidence": 0.34
} | 21.116.216.74 | 10.59.251.218 | null | null | null | MITRE Technique: T1134.001 | Network covert_channel from 21.116.216.74 to 10.59.251.218 MITRE Technique: T1134.001 | covert_channel | 387,595 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d21743b5-3f25-4bd2-8638-21a910525e88 | 2025-05-22T23:58:15 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 97.13.79.91 to 74.191.179.242 No additional info | {
"geo_location": "Thailand",
"device_hash": "07aed792a445d814fe997f458b769068",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/3.0)",
"session_id": "4e0bb2bd-8f05-4dca-9bd4-aca0182ac0f4",
"risk_score": 39.76,
"confidence": 0.01
} | 97.13.79.91 | 74.191.179.242 | null | null | null | No additional info | Network covert_channel from 97.13.79.91 to 74.191.179.242 No additional info | covert_channel | 679,276 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
38e707b2-c553-46e9-8f24-7a23fa0dfcb7 | 2025-04-20T12:21:25 | 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: Port Scan detected from 10.203.202.69 targeting 93.108.143.38 MITRE Technique: T1059.001 | Zero-day exploit pattern detected noise=away|generation|behind | {
"geo_location": "France",
"device_hash": "31ae1c14fe142a75d06173969f3889c4",
"user_agent": "Opera/8.57.(X11; Linux i686; niu-NU) Presto/2.9.162 Version/10.00",
"session_id": "04395df1-821d-4af2-bcba-922a56319ce0",
"risk_score": 45.12,
"confidence": 0.65
} | 10.203.202.69 | 93.108.143.38 | Port Scan | SIG-4885 | Policy | MITRE Technique: T1059.001 | Zero-day exploit pattern detected | FireEye HX Alert: Port Scan detected from 10.203.202.69 targeting 93.108.143.38 MITRE Technique: T1059.001 | Zero-day exploit pattern detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bf1dc117-acf4-4b6e-b658-6d60dc84b963 | 2025-06-20T06:18:41 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth success for cookmichael via SAML from 143.225.147.133 MITRE Technique: T1547.001 noise=full|teacher|even | {
"geo_location": "Ghana",
"device_hash": "66af2190c546bfeb42670a143c9c8838",
"user_agent": "Opera/9.61.(Windows NT 5.01; mni-IN) Presto/2.9.176 Version/11.00",
"session_id": "ef7eb292-2bb4-4f79-9486-3797531ebcea",
"risk_score": 44.16,
"confidence": 0.84
} | 143.225.147.133 | null | null | null | null | MITRE Technique: T1547.001 | Auth success for cookmichael via SAML from 143.225.147.133 MITRE Technique: T1547.001 | success | null | null | cookmichael | null | null | null | null | null | null | null | null | null | null | SAML | 57:70:d1:c3:22:a4 | null | null | null | null | null |
ae10d3a5-5945-42fc-8b3c-0d8782afef90 | 2025-05-06T22:10:16 | auth | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for jonodonnell via OAuth from 150.177.15.116 No additional info | {
"geo_location": "Chile",
"device_hash": "7ad38e6a57d0150b2fd4e94aa13e0bf0",
"user_agent": "Opera/9.42.(Windows NT 5.01; ti-ET) Presto/2.9.162 Version/11.00",
"session_id": "8817a9fd-9202-4694-8e4b-369411ece884",
"risk_score": 24.2,
"confidence": 0.4
} | 150.177.15.116 | null | null | null | null | No additional info | Auth challenge for jonodonnell via OAuth from 150.177.15.116 No additional info | challenge | null | null | jonodonnell | null | null | null | null | null | null | null | null | null | null | OAuth | 80:f3:00:44:6e:e8 | null | null | null | null | null |
64d670bb-3b4a-4635-9ca0-a8ea7ed18208 | 2025-06-02T11:31:44 | network | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 74.163.141.238 to 139.231.50.237 MITRE Technique: T1543.003 | {
"geo_location": "Burkina Faso",
"device_hash": "6ffde3df57ef33ccbc2e4017be8c1536443ffe3cce69a08972400ca8327016d4",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_2_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/46.0.804.0 Mobile/65S991 Safari/533.0",
"session_id": "66d0be0f-76f0-41c5-80ab-2b085eb414ad",
"risk_score": 48.74,
"confidence": 0.73
} | 74.163.141.238 | 139.231.50.237 | null | null | null | MITRE Technique: T1543.003 | Network bandwidth_usage from 74.163.141.238 to 139.231.50.237 MITRE Technique: T1543.003 | bandwidth_usage | 602,285 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9f82d20b-3453-40c2-adb4-e3a11cd9232e | 2025-02-09T23:13:33 | iot | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|medium| desc=IoT device Sensor side_channel MITRE Technique: T1218.011 | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "735cd4386b5dc1c6745f34ec5d3743c8c580b5cf",
"user_agent": "Opera/8.83.(X11; Linux i686; cy-GB) Presto/2.9.180 Version/11.00",
"session_id": "19e65ce4-9241-4412-b4f3-d91469cb91c1",
"risk_score": 52.25,
"confidence": 0.43
} | null | null | null | null | null | MITRE Technique: T1218.011 | IoT device Sensor side_channel MITRE Technique: T1218.011 | side_channel | null | null | null | null | null | null | null | Sensor | iot-b7ad69eb | 3.3 | null | null | null | null | null | null | null | null | null | null |
d203cc8b-9dd8-444f-8a2c-ccbc28053d9f | 2025-02-15T02:27:42 | iot | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "Western Sahara",
"device_hash": "5899bce534183898bcff34cc8507d8d89cc1f919",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/15.5t3906.0 Mobile/48L564 Safari/532.1",
"session_id": "f46ba088-5d04-4836-9a56-45f02a2c63f0",
"risk_score": 46.76,
"confidence": 0.42
} | null | null | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | HVAC | iot-c358b94e | 6.9 | null | null | null | null | null | null | null | null | null | null |
dc814c7e-8a3d-4656-8928-6316afa95466 | 2025-05-12T19:57:47 | ids_alert | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|medium| desc=Palo Alto Cortex Alert: Zero-Day Exploit detected from 81.39.201.54 targeting N/A No additional info | {
"geo_location": "Paraguay",
"device_hash": "9c3d68e5cfb63a759c2716afe243c2285e80743f1ef2788397e3bfc566681a3b",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; wa-BE; rv:1.9.1.20) Gecko/3706-08-24 01:21:50 Firefox/3.8",
"session_id": "ae0bd208-706f-425f-ad39-8c8e0b8f8415",
"risk_score": 43.6,
"confidence": 0.51
} | 81.39.201.54 | N/A | Zero-Day Exploit | SIG-9653 | Exploit | No additional info | Palo Alto Cortex Alert: Zero-Day Exploit detected from 81.39.201.54 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 |
864ff007-4bb7-4c8a-a165-11f825cee370 | 2025-01-27T07:18:47 | ids_alert | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=QRadar Alert: Cloud API Abuse detected from 1.222.167.160 targeting 119.255.33.171 No additional info | {
"geo_location": "Greenland",
"device_hash": "b42bb2965530c0c228ef85201700b19920d416d1",
"user_agent": "Opera/8.52.(X11; Linux x86_64; km-KH) Presto/2.9.181 Version/10.00",
"session_id": "7725ad44-83c9-4c2e-99f6-2b18d531675a",
"risk_score": 53.29,
"confidence": 0.74
} | 1.222.167.160 | 119.255.33.171 | Cloud API Abuse | SIG-1329 | Policy | No additional info | QRadar Alert: Cloud API Abuse detected from 1.222.167.160 targeting 119.255.33.171 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
33d3f420-70e6-4ab1-b9e8-16a8587eb3dd | 2025-05-15T08:52:16 | network | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|critical| desc=Network connection from 10.206.196.84 to 177.132.17.119 No additional info | {
"geo_location": "Norfolk Island",
"device_hash": "5b64fb2a169b80a69a3ef207d89549d4",
"user_agent": "Opera/8.95.(Windows NT 11.0; fi-FI) Presto/2.9.170 Version/10.00",
"session_id": "59f4870b-2fb2-4da4-bc85-72ae977ee1eb",
"risk_score": 23.38,
"confidence": 0.17
} | 10.206.196.84 | 177.132.17.119 | null | null | null | No additional info | Network connection from 10.206.196.84 to 177.132.17.119 No additional info | connection | 891,463 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6591c38e-dec2-4344-9325-28dea3c41c6f | 2025-06-19T16:57:56 | cloud | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in Alibaba by garciadavid No additional info | {
"geo_location": "Christmas Island",
"device_hash": "94e14ec2be812166c6d23a0b21d82104",
"user_agent": "Opera/8.52.(Windows CE; pl-PL) Presto/2.9.173 Version/10.00",
"session_id": "ff209c68-149d-455c-ba74-6e1dc55735b6",
"risk_score": 47.67,
"confidence": 0.53
} | null | null | null | null | null | No additional info | Cloud container_escape in Alibaba by garciadavid No additional info | container_escape | null | null | garciadavid | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-3c610ba8 |
1347dca8-7b0d-429c-90ff-912a4d87500d | 2025-05-24T05:24:03 | ai | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by stevenrowland MITRE Technique: T1574.002 | {
"geo_location": "Saint Barthelemy",
"device_hash": "ee8b322e6a983604d5835fe486db65429ea1b604",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/3.1)",
"session_id": "3cd8a8ef-3851-41d0-b305-bb6ea230a012",
"risk_score": 37.22,
"confidence": 0.31
} | null | null | null | null | null | MITRE Technique: T1574.002 | AI system prompt_injection by stevenrowland MITRE Technique: T1574.002 | prompt_injection | null | null | stevenrowland | null | null | null | null | null | null | null | null | null | null | null | null | model-f3cabe27 | c9391c1f4d96f6b5fae93de847cf3868e1458476 | 97e8f9ce74f36e6b79a00d4d3071cc4ceb589956094a6a1792e5e0f9143089d8 | null | null |
132b97a6-f94d-42ed-85da-6c4be3263cdc | 2025-04-15T09:04:30 | firewall | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|critical| desc=Firewall deny ICMP traffic from 10.227.235.48:875 to 194.242.24.219:243 Unconventional IOC: GPU memory artifacts | Geo anomaly: Impossible travel detected noise=tag/search | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "b16c82056a53265a431d68995414862a6d1b7c8973aac14c53e95d8a1fde4c49",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/531.29.3 (KHTML, like Gecko) Version/5.0 Safari/531.29.3",
"session_id": "0960fe46-2c6b-4e79-b22d-0714b1caa03e",
"risk_score": 14.09,
"confidence": 0.68
} | 10.227.235.48 | 194.242.24.219 | null | null | null | Unconventional IOC: GPU memory artifacts | Geo anomaly: Impossible travel detected | Firewall deny ICMP traffic from 10.227.235.48:875 to 194.242.24.219:243 Unconventional IOC: GPU memory artifacts | Geo anomaly: Impossible travel detected | deny | 368,255 | ICMP | null | null | null | null | null | null | null | null | 875 | 243 | 1,448 | null | null | null | null | null | null | null |
b60c6744-ceb0-44f7-b3c1-125cb5cd01c2 | 2025-01-30T09:16:34 | ai | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by bairdjames No additional info noise=sign|image|range | {
"geo_location": "Russia",
"device_hash": "98fc39662a9f0733cb5b4f0f64cc6e5dfcb0acf5",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_0; rv:1.9.2.20) Gecko/4696-10-11 04:27:30 Firefox/15.0",
"session_id": "d4753691-50a9-4774-81a7-8bfab3a339b4",
"risk_score": 43.68,
"confidence": 0.43
} | null | null | null | null | null | No additional info | AI system model_inversion by bairdjames No additional info | model_inversion | null | null | bairdjames | null | null | null | null | null | null | null | null | null | null | null | null | model-623f5f0d | 618e1dace8d9de81d5a12b2ad255cd07894abf56143efad6d54bdea6c4a38f6d | f1a96a82b78676d492dbc92df553269ef6334ab5502a334a9ec0c8c5bb3b1790 | null | null |
23c75bf3-4d50-4881-98bd-2c444e49c0b7 | 2025-03-23T19:17:51 | ids_alert | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|high| desc=Tanium Alert: Port Scan detected from 145.230.4.206 targeting 206.25.81.164 Associated Threat Actor: Kimsuky | {
"geo_location": "Ghana",
"device_hash": "cb776e283c58a7e0a6f8a08489b9ecf1a903cac9",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/535.39.5 (KHTML, like Gecko) Version/4.0.4 Safari/535.39.5",
"session_id": "4d591617-c433-4818-a3f3-e5a477ece8f3",
"risk_score": 48.1,
"confidence": 0.32
} | 145.230.4.206 | 206.25.81.164 | Port Scan | SIG-5747 | Malware | Associated Threat Actor: Kimsuky | Tanium Alert: Port Scan detected from 145.230.4.206 targeting 206.25.81.164 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 |
d46e1714-03a2-4e4a-a3de-3fa28efe2e22 | 2025-04-27T12:38:35 | endpoint | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access /out/meeting.flac by davidparks No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "53c195014f4739194c8db75efc464265c401f481",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/5.0)",
"session_id": "29435cc2-e286-4195-9eae-d238376a22bd",
"risk_score": 39.99,
"confidence": 0.57
} | null | null | null | null | null | No additional info | Endpoint file_access /out/meeting.flac by davidparks No additional info | file_access | null | null | davidparks | /out/meeting.flac | 5,607 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4167f61f-2834-48be-9da3-3976aef20795 | 2025-06-06T23:39:35 | firewall | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine SSH traffic from 198.238.137.237:868 to 125.167.42.186:23679 No additional info noise=tag/category/list | {
"geo_location": "Finland",
"device_hash": "d1af6c30bf51839e4508a54fc75c98d4ad1a3b2b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; tig-ER) AppleWebKit/534.21.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6534.21.7",
"session_id": "1a580406-41f8-4f21-8bab-b848bf098c9d",
"risk_score": 64.41,
"confidence": 0.91
} | 198.238.137.237 | 125.167.42.186 | null | null | null | No additional info | Firewall quarantine SSH traffic from 198.238.137.237:868 to 125.167.42.186:23679 No additional info | quarantine | 224,036 | SSH | null | null | null | null | null | null | null | null | 868 | 23,679 | 31 | null | null | null | null | null | null | null |
b8c7a1c0-2588-4432-a965-66958c4131f8 | 2025-02-17T12:15:05 | ai | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by hollyeaton No additional info | {
"geo_location": "Serbia",
"device_hash": "e67d1652e2cae87220f4576a7246fa65580a7789",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/54.0.851.0 Safari/534.2",
"session_id": "549834d4-e398-4640-ab10-adbf19f7eab5",
"risk_score": 65.29,
"confidence": 0.3
} | null | null | null | null | null | No additional info | AI system fine_tuning by hollyeaton No additional info | fine_tuning | null | null | hollyeaton | null | null | null | null | null | null | null | null | null | null | null | null | model-d7f8ba58 | 9743b39784447e69623afd9fc053b25e | 3bbde0f06a8cbbcfa009aa421ae0506a | null | null |
5018d3e9-405e-46d3-8bff-4f91fc93c0d0 | 2025-05-03T04:58:58 | auth | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|low| desc=Auth success for dennis03 via biometric from 34.60.86.175 No additional info | {
"geo_location": "Pakistan",
"device_hash": "3db76e39da4246e4b13301723ec2e3d6",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_8) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/38.0.897.0 Safari/532.0",
"session_id": "2986d12a-bf04-4138-9972-0a8633b59db0",
"risk_score": 36.8,
"confidence": 0.58
} | 34.60.86.175 | null | null | null | null | No additional info | Auth success for dennis03 via biometric from 34.60.86.175 No additional info | success | null | null | dennis03 | null | null | null | {
"baseline_deviation": 0.75,
"entropy": 3.42,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | biometric | f9:86:f8:a7:a1:10 | null | null | null | null | null |
d2b9a5a2-5b5c-40e0-9167-d46ce1c08c44 | 2025-05-23T11:10:35 | auth | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|low| desc=Auth locked for ywatkins via OAuth from 6.44.113.20 No additional info | {
"geo_location": "Algeria",
"device_hash": "9afa6a2d2578fca87fd7cef625bef4ae75293a4b351ec655ddb961baf84d0cc2",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/532.5.7 (KHTML, like Gecko) Version/5.0.3 Safari/532.5.7",
"session_id": "7eeb555d-9a3b-407a-84e0-24b472a2c539",
"risk_score": 65.89,
"confidence": 0.52
} | 6.44.113.20 | null | null | null | null | No additional info | Auth locked for ywatkins via OAuth from 6.44.113.20 No additional info | locked | null | null | ywatkins | null | null | null | null | null | null | null | null | null | null | OAuth | 9d:33:46:9b:97:5e | null | null | null | null | null |
f7b7cd18-6863-4039-a5bd-c7b28a8128fc | 2025-07-10T22:25:57 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by molly80 No additional info noise=interest|radio|economy | {
"geo_location": "Italy",
"device_hash": "576e842b70e88cca1ed3e451e6edefbdb014498b68eda621273bbc3994fcb5e9",
"user_agent": "Opera/8.73.(Windows NT 4.0; kn-IN) Presto/2.9.174 Version/12.00",
"session_id": "48f94607-3154-44a8-a567-a4c94b7c0363",
"risk_score": 53.61,
"confidence": 0.56
} | null | null | null | null | null | No additional info | AI system membership_inference by molly80 No additional info | membership_inference | null | null | molly80 | null | null | null | null | null | null | null | null | null | null | null | null | model-a8fd8f80 | 2fc2dca5229f80e05bf6dff2bb91fcb5 | c60723d7db31079476b8449240c5eb9f | null | null |
959cc6fb-cdb0-4ea9-9182-3d00826e31dc | 2025-06-22T13:37:40 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth timeout for douglasjennifer via MFA from 166.252.159.44 No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "e905ded171ad211b8c6cdfb4c8608d945f645f83b83b2401ab13952d802e13dd",
"user_agent": "Opera/9.99.(Windows NT 6.0; sk-SK) Presto/2.9.178 Version/10.00",
"session_id": "e0000405-f897-4713-83fc-d4d7fd169167",
"risk_score": 60.53,
"confidence": 0.36
} | 166.252.159.44 | null | null | null | null | No additional info | Auth timeout for douglasjennifer via MFA from 166.252.159.44 No additional info | timeout | null | null | douglasjennifer | null | null | null | null | null | null | null | null | null | null | MFA | 40:cd:a6:62:3e:84 | null | null | null | null | null |
5be73586-521a-4b08-814d-0a44453fa4fb | 2025-02-07T14:05:07 | cloud | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in AWS by gwarner MITRE Technique: T1574.002 | {
"geo_location": "Nigeria",
"device_hash": "6b97ca66ab9b5acbdfcc2ae38cc8a6df",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_1 rv:4.0; ms-MY) AppleWebKit/535.18.6 (KHTML, like Gecko) Version/5.0 Safari/535.18.6",
"session_id": "1d1f719a-2c92-4b9e-9c31-45d501650b63",
"risk_score": 82.56,
"confidence": 0.52
} | null | null | null | null | null | MITRE Technique: T1574.002 | Cloud storage_access in AWS by gwarner MITRE Technique: T1574.002 | storage_access | null | null | gwarner | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-b22a263d |
bc792414-45e8-42fe-8dde-3536ed4b3b48 | 2025-05-09T02:25:02 | iot | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device Medical battery_drain No additional info | {
"geo_location": "Mexico",
"device_hash": "21494a95cd912d4af76fdbfd0239133fc8d3d523430b9b7f7fc317b4f486fa84",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/27.0.890.0 Safari/536.2",
"session_id": "9f3246ad-2c3f-46dc-9e91-df0bd9725711",
"risk_score": 40.31,
"confidence": 0.15
} | null | null | null | null | null | No additional info | IoT device Medical battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | Medical | iot-9492938e | 4.4 | null | null | null | null | null | null | null | null | null | null |
0d65afc8-72e2-42ba-97a6-f30ee9e0e588 | 2025-03-16T04:22:00 | firewall | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect ICMP traffic from 36.244.209.41:858 to 53.88.220.222:562 No additional info | {
"geo_location": "Cyprus",
"device_hash": "8088350ef734524d6d32a8c1d2ccfb13",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_8) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/15.0.835.0 Safari/533.2",
"session_id": "c4f97a70-2d02-4be3-b893-4f2b3b36429d",
"risk_score": 38.2,
"confidence": 0.5
} | 36.244.209.41 | 53.88.220.222 | null | null | null | No additional info | Firewall inspect ICMP traffic from 36.244.209.41:858 to 53.88.220.222:562 No additional info | inspect | 689,053 | ICMP | null | null | null | null | null | null | null | null | 858 | 562 | 3,268 | null | null | null | null | null | null | null |
090b92fd-5a9e-494c-b2cd-bc4cd818a97e | 2025-07-09T05:33:08 | auth | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|high| desc=Auth failed for rthompson via key from 43.212.117.61 No additional info | {
"geo_location": "Uruguay",
"device_hash": "a7f47dff4b1986edcecb12ca40215c12",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/56.0.899.0 Safari/531.1",
"session_id": "206a1288-1a04-48dd-b6db-f8e2b56ee05d",
"risk_score": 99.69,
"confidence": 0.4
} | 43.212.117.61 | null | null | null | null | No additional info | Auth failed for rthompson via key from 43.212.117.61 No additional info | failed | null | null | rthompson | null | null | null | null | null | null | null | null | null | null | key | 48:bf:2c:ee:7b:45 | null | null | null | null | null |
a0e8cbd4-e3bb-4609-80b6-762f00f020d2 | 2025-05-20T06:54:50 | iot | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|info| desc=IoT device Camera side_channel Associated Threat Actor: Sandworm Team | {
"geo_location": "Trinidad and Tobago",
"device_hash": "2e2ea235e2f04f2b524b2404bf607ac8fbe2ed1c0bbd6da1c547fb63385c67f9",
"user_agent": "Opera/8.61.(X11; Linux i686; af-ZA) Presto/2.9.190 Version/10.00",
"session_id": "9c0eac3f-5367-441b-b6c6-359f3b974c2b",
"risk_score": 63.79,
"confidence": 0.35
} | null | null | null | null | null | Associated Threat Actor: Sandworm Team | IoT device Camera side_channel Associated Threat Actor: Sandworm Team | side_channel | null | null | null | null | null | null | null | Camera | iot-c5fc6dd8 | 4.7 | null | null | null | null | null | null | null | null | null | null |
bd565050-9ac2-4f25-b6a3-b54299acb2d5 | 2025-02-04T19:04:09 | endpoint | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop /school/arm.key by charles11 No additional info | {
"geo_location": "Saint Martin",
"device_hash": "f7b31c34ea3a8ae61de71f7138df93913b44f02f",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/46.0.845.0 Safari/535.0",
"session_id": "09d79aba-298b-405f-9798-486af77b37b4",
"risk_score": 34.95,
"confidence": 0.61
} | null | null | null | null | null | No additional info | Endpoint process_stop /school/arm.key by charles11 No additional info | process_stop | null | null | charles11 | /school/arm.key | 3,717 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ee22529a-3bd9-4900-a0a4-4e81e2ec05cc | 2025-05-21T04:18:04 | network | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 14.145.211.174 to 79.20.121.218 No additional info | {
"geo_location": "Azerbaijan",
"device_hash": "8ffc64dae9aee0b8cf7080e1838bbbaa",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/535.20.4 (KHTML, like Gecko) Version/5.0.4 Safari/535.20.4",
"session_id": "7ae2aa1f-8981-4366-9efa-68f1774f29cc",
"risk_score": 58.86,
"confidence": 0.17
} | 14.145.211.174 | 79.20.121.218 | null | null | null | No additional info | Network latency_spike from 14.145.211.174 to 79.20.121.218 No additional info | latency_spike | 561,125 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
95aa1e3d-e6a0-4405-8bb0-cbae32581590 | 2025-03-16T15:35:30 | ai | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by aclark No additional info | {
"geo_location": "Rwanda",
"device_hash": "da05e08067f27d19b0430ff8ffd9b164c943f76e",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; zh-TW; rv:1.9.2.20) Gecko/8257-04-06 20:46:55 Firefox/3.6.1",
"session_id": "33122365-7e65-49df-b679-46d7cda3deb4",
"risk_score": 50.05,
"confidence": 0.18
} | null | null | null | null | null | No additional info | AI system model_inversion by aclark No additional info | model_inversion | null | null | aclark | null | null | null | null | null | null | null | null | null | null | null | null | model-fe218f08 | 4f62d6552e78a610e20ebda680b342335ffad0192a1827084cf7610180c4269a | 494f408d9b2c10dcbe867dad4285c370 | null | null |
e9905f24-6028-41b5-8eb9-8404782a0d6f | 2025-02-05T20:37:05 | network | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 20.64.211.134 to 120.32.238.82 MITRE Technique: T1566.001 | {
"geo_location": "Reunion",
"device_hash": "7a51d2afed0b3e0e53be7c4034eec9e3fc55790db903e34464875489c13f4b92",
"user_agent": "Opera/8.31.(X11; Linux x86_64; doi-IN) Presto/2.9.181 Version/10.00",
"session_id": "d920beed-310a-4c05-ac0a-0ae9a2b677ee",
"risk_score": 61.83,
"confidence": 0.42
} | 20.64.211.134 | 120.32.238.82 | null | null | null | MITRE Technique: T1566.001 | Network protocol_anomaly from 20.64.211.134 to 120.32.238.82 MITRE Technique: T1566.001 | protocol_anomaly | 547,889 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ca0406eb-986e-45d3-9c24-a2db05af1738 | 2025-04-03T23:40:07 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by cshaw No additional info | {
"geo_location": "Iran",
"device_hash": "976812a7629afa9c33425ae98ccd3ad16f6fbd311baad1aa6aa9c63b5356f277",
"user_agent": "Mozilla/5.0 (Android 4.0.1; Mobile; rv:37.0) Gecko/37.0 Firefox/37.0",
"session_id": "8f34fee4-7c3a-4e6e-ad1f-02610f0aabd5",
"risk_score": 59.02,
"confidence": 0.55
} | null | null | null | null | null | No additional info | AI system adversarial_input by cshaw No additional info | adversarial_input | null | null | cshaw | null | null | null | null | null | null | null | null | null | null | null | null | model-69ea8678 | 9eb601726e56a69380d98d4dc951c8c7 | 50518e8709ac474ac777e656743a671b | null | null |
05ea0be9-fae9-4d4d-9978-0ac71351e3c9 | 2025-03-23T19:52:14 | ids_alert | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|critical| desc=Suricata Alert: MFA Bypass detected from 99.44.205.146 targeting 76.239.32.28 MITRE Technique: T1134.001 | {
"geo_location": "Christmas Island",
"device_hash": "fccf7e02a9038b1fbc532736142b74f6b57bfe5212a7f19a96361ceacd188bdb",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/15.0.849.0 Safari/531.0",
"session_id": "c9bdf3a0-af8b-4199-85c0-024d46db6ce3",
"risk_score": 30.03,
"confidence": 0.03
} | 99.44.205.146 | 76.239.32.28 | MFA Bypass | SIG-9731 | Evasion | MITRE Technique: T1134.001 | Suricata Alert: MFA Bypass detected from 99.44.205.146 targeting 76.239.32.28 MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5b9694a0-1d5d-4793-8436-33bce7d69efb | 2025-06-24T07:06:41 | iot | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera protocol_violation No additional info | {
"geo_location": "Hong Kong",
"device_hash": "9dfab957be0f1618985e0093953cda01",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/4.0)",
"session_id": "d467ecec-57fe-46cf-b6a7-c57bad1181fe",
"risk_score": 49.29,
"confidence": 0.39
} | null | null | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Camera | iot-ed84e958 | 6.4 | null | null | null | null | null | null | null | null | null | null |
ce5e1499-e5b4-442d-857c-c516353bb490 | 2025-02-18T00:06:35 | endpoint | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task season by stevenbowen MITRE Technique: T1078.004 | {
"geo_location": "Turkey",
"device_hash": "1096c943cc2145318e9c71250a4909d0",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_8 rv:3.0; ss-ZA) AppleWebKit/531.19.6 (KHTML, like Gecko) Version/4.0.2 Safari/531.19.6",
"session_id": "fe7d5a4a-7aff-4a58-877d-438219d89115",
"risk_score": 54.42,
"confidence": 0.28
} | null | null | null | null | null | MITRE Technique: T1078.004 | Endpoint scheduled_task season by stevenbowen MITRE Technique: T1078.004 | scheduled_task | null | null | stevenbowen | season | 569 | powershell.exe | {
"baseline_deviation": 1.23,
"entropy": 7.15,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
6c2780aa-325f-4570-8944-3503488f1b12 | 2025-05-23T19:13:28 | endpoint | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection show by cooperlisa No additional info noise=3A645A4D | {
"geo_location": "Aruba",
"device_hash": "44ffb41043044acca1af1b4d4aca2993",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/3.1)",
"session_id": "cb4bc28a-8478-4d45-998d-560d4d504fea",
"risk_score": 81.4,
"confidence": 0.81
} | null | null | null | null | null | No additional info | Endpoint memory_injection show by cooperlisa No additional info | memory_injection | null | null | cooperlisa | show | 1,692 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2482961a-afc6-40bf-bec6-61a41833f269 | 2025-01-22T00:33:21 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth failed for victoriafowler via password from 125.72.50.96 No additional info noise=53427A75 | {
"geo_location": "Puerto Rico",
"device_hash": "48b7f88ebe3ef5f92612afcd429c14586161de08",
"user_agent": "Opera/8.84.(Windows NT 6.1; hne-IN) Presto/2.9.177 Version/10.00",
"session_id": "33c90dbc-d6bd-4acf-8b17-698aa5f909ff",
"risk_score": 32.88,
"confidence": 0.74
} | 125.72.50.96 | null | null | null | null | No additional info | Auth failed for victoriafowler via password from 125.72.50.96 No additional info | failed | null | null | victoriafowler | null | null | null | null | null | null | null | null | null | null | password | f9:e1:64:14:61:b9 | null | null | null | null | null |
463e107b-4707-4c9e-a51e-bbb16ece7c8c | 2025-07-03T20:45:48 | ids_alert | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|high| desc=Suricata Alert: Port Scan detected from 139.144.213.2 targeting N/A MITRE Technique: T1543.003 noise=tags/app | {
"geo_location": "France",
"device_hash": "3fd839c910f4f28bffbc7ef34c6d1a4db991228ace4f602579d1f0e01a33d2c8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/4.1)",
"session_id": "c6d9e4ae-630b-4de7-bfa3-89d6ea74e9eb",
"risk_score": 43.13,
"confidence": 0.19
} | 139.144.213.2 | N/A | Port Scan | SIG-3315 | Recon | MITRE Technique: T1543.003 | Suricata Alert: Port Scan detected from 139.144.213.2 targeting N/A 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 |
bcacc603-1921-425c-986c-67cd1f84da27 | 2025-04-03T19:07:07 | endpoint | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection /popular/sort.css by katrina51 No additional info | {
"geo_location": "Morocco",
"device_hash": "76d570d8a793e585c85d017297b9891d",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.6) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/51.0.802.0 Safari/532.0",
"session_id": "5cc8b160-7880-4681-bac3-8cb68fe65c35",
"risk_score": 56.17,
"confidence": 0.42
} | null | null | null | null | null | No additional info | Endpoint memory_injection /popular/sort.css by katrina51 No additional info | memory_injection | null | null | katrina51 | /popular/sort.css | 973 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9e79efe3-9274-4551-a8fb-af02b228e4c1 | 2028-06-08T21:40:52 | ids_alert | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|critical| desc=Carbon Black Alert: Domain Fronting detected from 143.251.82.169 targeting N/A No additional info noise=A2F9135C | {
"geo_location": "Maldives",
"device_hash": "286da467113cb9d95b3c9184d940d3a0c19a22f1e7cbaa81458561b17af33f02",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/3.1)",
"session_id": "da83e14d-c194-44f7-ac08-a717d4878f2d",
"risk_score": 30.64,
"confidence": 0.86
} | 143.251.82.169 | N/A | Domain Fronting | SIG-3134 | Recon | No additional info | Carbon Black Alert: Domain Fronting detected from 143.251.82.169 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 |
df152b27-fee3-4a88-bcc0-9c3c8ab99bc7 | 2025-03-14T20:32:52 | network | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|medium| desc=Network latency_spike from 100.179.159.71 to 31.253.233.227 MITRE Technique: T1204.002 | {
"geo_location": "Monaco",
"device_hash": "06bbc52c2718f0047d39a4699032e365",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/5.1)",
"session_id": "eca01e98-5006-4dc0-982a-bab3629c8b78",
"risk_score": 48.8,
"confidence": 0.35
} | 100.179.159.71 | 31.253.233.227 | null | null | null | MITRE Technique: T1204.002 | Network latency_spike from 100.179.159.71 to 31.253.233.227 MITRE Technique: T1204.002 | latency_spike | 202,279 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
db84e8cc-920e-49cc-abac-ef01ea692243 | 2025-03-25T02:12:19 | iot | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|high| desc=IoT device Camera unusual_activity MITRE Technique: T1218.011 | {
"geo_location": "Venezuela",
"device_hash": "2eb9c2b1ca014006b992272197d9deda",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/5.1)",
"session_id": "2abbd860-ba79-4da0-a024-17e66f7fad4d",
"risk_score": 5.65,
"confidence": 0.29
} | null | null | null | null | null | MITRE Technique: T1218.011 | IoT device Camera unusual_activity MITRE Technique: T1218.011 | unusual_activity | null | null | null | null | null | null | null | Camera | iot-741c630e | 10.1 | null | null | null | null | null | null | null | null | null | null |
7a99287b-b4b9-4b28-ad3e-13117fbe91fd | 2025-06-07T05:49:09 | endpoint | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load /those/from.flac by mwhite No additional info | {
"geo_location": "Singapore",
"device_hash": "56d7ff0d74d7afcdaa7ce992842f309543fea626",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; bs-BA; rv:1.9.0.20) Gecko/6499-02-22 01:06:17 Firefox/3.6.6",
"session_id": "72da4a18-3e77-434c-a49e-cca65465d02b",
"risk_score": 74.88,
"confidence": 0.44
} | null | null | null | null | null | No additional info | Endpoint driver_load /those/from.flac by mwhite No additional info | driver_load | null | null | mwhite | /those/from.flac | 9,143 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0c9e7a66-2656-4155-90b6-197998330488 | 2027-06-12T21:33:33 | auth | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|low| desc=Auth locked for ewhite via SAML from 7.202.141.124 No additional info | {
"geo_location": "Barbados",
"device_hash": "c472f020c363ba7fbd12b177814799e1",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_1 rv:2.0; is-IS) AppleWebKit/534.34.4 (KHTML, like Gecko) Version/4.1 Safari/534.34.4",
"session_id": "eb84db5a-4d2e-488b-adf5-a0e6bd0a5066",
"risk_score": 51.39,
"confidence": 0.25
} | 7.202.141.124 | null | null | null | null | No additional info | Auth locked for ewhite via SAML from 7.202.141.124 No additional info | locked | null | null | ewhite | null | null | null | {
"baseline_deviation": 1.54,
"entropy": 5.06,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | SAML | f6:d3:98:ca:0e:de | null | null | null | null | null |
538cad34-8250-4607-a37a-86a9cfac7229 | 2025-04-26T01:08:29 | endpoint | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task poor by elowery MITRE Technique: T1204.002 | {
"geo_location": "Dominican Republic",
"device_hash": "1c5b2e61c2ab8cb2bd35ed54d5048ee398d1d0ae",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/58.0.864.0 Safari/533.2",
"session_id": "9b5ffc33-a06f-4db3-8393-dc64c0b9dc76",
"risk_score": 39.69,
"confidence": 0.85
} | null | null | null | null | null | MITRE Technique: T1204.002 | Endpoint scheduled_task poor by elowery MITRE Technique: T1204.002 | scheduled_task | null | null | elowery | poor | 149 | powershell.exe | {
"baseline_deviation": 2.54,
"entropy": 7.5,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
e8908a12-a454-406b-9897-97b004c02545 | 2025-04-09T07:25:03 | cloud | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in Azure by anthonycosta No additional info | {
"geo_location": "Dominica",
"device_hash": "6b204cfd8ac19c1c1dec24651795d25bc4b610d8",
"user_agent": "Opera/8.69.(X11; Linux x86_64; so-DJ) Presto/2.9.183 Version/12.00",
"session_id": "fdc1602b-7e7d-4435-b100-2d9c90b3ef17",
"risk_score": 40.04,
"confidence": 0.94
} | null | null | null | null | null | No additional info | Cloud storage_access in Azure by anthonycosta No additional info | storage_access | null | null | anthonycosta | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-5f543b03 |
f7801719-cdcb-4c22-8997-8f7029fa64f6 | 2025-06-04T03:49:54 | ids_alert | Snort v2.9.20 | emergency | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|emergency| desc=Snort Alert: MFA Bypass detected from 76.112.91.216 targeting N/A No additional info | {
"geo_location": "French Polynesia",
"device_hash": "e3af27137e94229d580103445e62b53e46984412",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/5.1)",
"session_id": "90fccd79-eb0b-4cfd-945b-3574d5fc2c8c",
"risk_score": 39.23,
"confidence": 0.54
} | 76.112.91.216 | N/A | MFA Bypass | SIG-2962 | Malware | No additional info | Snort Alert: MFA Bypass detected from 76.112.91.216 targeting N/A No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 1.83,
"entropy": 3.92,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
54f35de6-d2c6-44a7-85cf-80462f65f376 | 2025-05-24T11:04:19 | endpoint | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec season by taylorlori No additional info | {
"geo_location": "Pakistan",
"device_hash": "b07573e904bb52bbf2a8eeeb121ffad9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/3.1)",
"session_id": "bc6ed704-fd33-4210-a5d6-624a9043c068",
"risk_score": 78.62,
"confidence": 0.24
} | null | null | null | null | null | No additional info | Endpoint wmi_exec season by taylorlori No additional info | wmi_exec | null | null | taylorlori | season | 2,907 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
243793f3-f5b8-487d-9e7b-91ef277159cd | 2025-06-01T20:57:56 | endpoint | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint scheduled_task require by kbuck No additional info | {
"geo_location": "Spain",
"device_hash": "7c18e5ab090d52c9211896b587e556049763d5e3614e30d1dc21e04e6ef3c205",
"user_agent": "Opera/8.51.(Windows NT 5.01; nso-ZA) Presto/2.9.176 Version/12.00",
"session_id": "65a61f3d-737d-4000-9ba1-be5487269769",
"risk_score": 46.51,
"confidence": 0.89
} | null | null | null | null | null | No additional info | Endpoint scheduled_task require by kbuck No additional info | scheduled_task | null | null | kbuck | require | 6,554 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
03dce316-438f-4abd-bbf0-ab6312efe9f2 | 2025-05-26T01:28:14 | auth | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|info| desc=Auth timeout for beth20 via SAML from 10.42.77.216 MITRE Technique: T1053.005 noise=E9216693 | {
"geo_location": "Mongolia",
"device_hash": "72fb02cf5e951634c0058378ec47685da5122d94",
"user_agent": "Mozilla/5.0 (Android 4.3; Mobile; rv:8.0) Gecko/8.0 Firefox/8.0",
"session_id": "c0407ca9-828c-4fa4-836d-553759e0f140",
"risk_score": 61.86,
"confidence": 0.08
} | 10.42.77.216 | null | null | null | null | MITRE Technique: T1053.005 | Auth timeout for beth20 via SAML from 10.42.77.216 MITRE Technique: T1053.005 | timeout | null | null | beth20 | null | null | null | null | null | null | null | null | null | null | SAML | bc:4c:b5:34:72:5f | null | null | null | null | null |
e3e4189a-a49b-4a8a-bf70-7e284bff7f9f | 2025-06-02T21:39:53 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 67.123.110.54 to 73.224.14.142 No additional info | {
"geo_location": "Estonia",
"device_hash": "52fdcb2bb955c65989f40cbaaf3947e8",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/30.0.809.0 Safari/534.2",
"session_id": "956bc44c-7b11-40d7-9957-97836aee3567",
"risk_score": 80.78,
"confidence": 0.89
} | 67.123.110.54 | 73.224.14.142 | null | null | null | No additional info | Network data_exfiltration from 67.123.110.54 to 73.224.14.142 No additional info | data_exfiltration | 530,936 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e34b0491-4ec6-4fe5-bfff-6f5af9d7ba27 | 2025-05-14T22:33:19 | network | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 7.160.72.160 to 141.18.190.98 No additional info | {
"geo_location": "Mauritania",
"device_hash": "e7cd23a97199d47f84ae3e9e8800c34e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ber-MA) AppleWebKit/532.1.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6532.1.6",
"session_id": "4d407790-ad78-4f23-b493-2bdc6136c204",
"risk_score": 50.84,
"confidence": 0.17
} | 7.160.72.160 | 141.18.190.98 | null | null | null | No additional info | Network covert_channel from 7.160.72.160 to 141.18.190.98 No additional info | covert_channel | 216,112 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
09cfe3ef-fb84-4f9b-91ed-dcfbd1038f0b | 2025-01-18T23:09:41 | ids_alert | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|critical| desc=Darktrace Alert: MFA Bypass detected from 189.114.17.95 targeting 119.200.232.146 Obfuscated payload detected | {
"geo_location": "Djibouti",
"device_hash": "b38edee21fa68701c21e121bcd31c1566e990b7df0c91a6339d9fd00fa416254",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_4) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/13.0.897.0 Safari/532.2",
"session_id": "e6dd3463-b58e-4743-a40e-284366c8c19d",
"risk_score": 53.5,
"confidence": 0.73
} | 189.114.17.95 | 119.200.232.146 | MFA Bypass | SIG-5064 | Exploit | Obfuscated payload detected | Darktrace Alert: MFA Bypass detected from 189.114.17.95 targeting 119.200.232.146 Obfuscated payload detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b14d9dea-0c8b-497b-b6c1-2ca8d2739d4b | 2025-04-01T14:57:20 | iot | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat firmware_update MITRE Technique: T1543.003 | {
"geo_location": "Guam",
"device_hash": "3170c19630a5276b53a70e7c052f755498e09758",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 6_1_6 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/17.9z2352.0 Mobile/99U342 Safari/532.0",
"session_id": "7fc73d21-6b4d-4dc7-bcf1-29ecd4e4a00b",
"risk_score": 63.84,
"confidence": 0.61
} | null | null | null | null | null | MITRE Technique: T1543.003 | IoT device Thermostat firmware_update MITRE Technique: T1543.003 | firmware_update | null | null | null | null | null | null | null | Thermostat | iot-1c5ef971 | 8.8 | null | null | null | null | null | null | null | null | null | null |
0db5d262-d0a7-4a8e-9e6e-007655808a7f | 2025-07-06T11:46:59 | network | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|high| desc=Network latency_spike from 86.48.164.213 to 159.156.164.208 Possible protocol tunneling | {
"geo_location": "Japan",
"device_hash": "99a395a094961177cb68ff2172f72ae844a102ae",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_9; rv:1.9.3.20) Gecko/3439-06-09 07:40:54 Firefox/3.8",
"session_id": "906cbc37-26c6-47c0-9cfe-d05c6953ae74",
"risk_score": 50.48,
"confidence": 0.5
} | 86.48.164.213 | 159.156.164.208 | null | null | null | Possible protocol tunneling | Network latency_spike from 86.48.164.213 to 159.156.164.208 Possible protocol tunneling | latency_spike | 712,017 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1f4a7ce1-8fb7-47f4-a4f4-739b22357d77 | 2025-03-27T21:12:29 | firewall | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|info| desc=Firewall allow RDP traffic from 54.237.245.17:590 to 107.142.117.59:1012 No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "a41bb6691d10c48ed55f208c9bb252ff",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/534.29.3 (KHTML, like Gecko) Version/5.0.1 Safari/534.29.3",
"session_id": "b879dcf6-2a4b-4e29-99e0-1e80aa2f051b",
"risk_score": 58.4,
"confidence": 0.85
} | 54.237.245.17 | 107.142.117.59 | null | null | null | No additional info | Firewall allow RDP traffic from 54.237.245.17:590 to 107.142.117.59:1012 No additional info | allow | 605,991 | RDP | null | null | null | null | null | null | null | null | 590 | 1,012 | 369 | null | null | null | null | null | null | null |
99f6c19e-d52c-4f8e-884e-14472e0e5198 | 2025-03-15T15:55:30 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth locked for xbrown via key from 137.56.224.82 MITRE Technique: T1071.001 | {
"geo_location": "Reunion",
"device_hash": "0f1aa4f0fdeb54aaa05cf92285add19a50b76391",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/3.1)",
"session_id": "f88f17bc-49ef-45cc-8108-68615ae2e6eb",
"risk_score": 73.16,
"confidence": 0.56
} | 137.56.224.82 | null | null | null | null | MITRE Technique: T1071.001 | Auth locked for xbrown via key from 137.56.224.82 MITRE Technique: T1071.001 | locked | null | null | xbrown | null | null | null | null | null | null | null | null | null | null | key | 5a:60:29:10:e6:dd | null | null | null | null | null |
f7030374-615c-47f7-9035-3b7ff3d1e502 | 2025-04-15T12:53:00 | cloud | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in GCP by ballardlaurie MITRE Technique: T1078.004 | {
"geo_location": "Mayotte",
"device_hash": "46fbfe9ecd97f062686fed0d9ff2f3aab431f03a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "8e481408-b72c-42bb-8984-5fc7c3e56e02",
"risk_score": 79.57,
"confidence": 0.71
} | null | null | null | null | null | MITRE Technique: T1078.004 | Cloud storage_access in GCP by ballardlaurie MITRE Technique: T1078.004 | storage_access | null | null | ballardlaurie | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-d97dd69a |
01e1a226-5dcd-4eda-a747-010ba59058a3 | 2029-04-21T16:38:29 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth success for williamsdavid via OAuth from 218.90.225.232 MITRE Technique: T1071.001 | {
"geo_location": "Saint Lucia",
"device_hash": "cb811ca056320b2f312a53aa932c76cf45a862df5f7758d7853ccf6eab6f6489",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; sid-ET; rv:1.9.1.20) Gecko/7673-04-26 11:13:48 Firefox/15.0",
"session_id": "8f7cce63-9ed7-4691-bba6-49bd4aec40a1",
"risk_score": 52.72,
"confidence": 0.65
} | 218.90.225.232 | null | null | null | null | MITRE Technique: T1071.001 | Auth success for williamsdavid via OAuth from 218.90.225.232 MITRE Technique: T1071.001 | success | null | null | williamsdavid | null | null | null | null | null | null | null | null | null | null | OAuth | 28:0d:c6:4e:c8:32 | null | null | null | null | null |
f34efdfb-da6f-4569-9069-b627513f88cd | 2025-06-23T22:33:15 | iot | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|low| desc=IoT device Medical protocol_violation No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "3494050d9b93d6c5df85e3a802ef97f979c2cb32f803cf95d0cad93ad53c0aae",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_7 rv:3.0; sq-ML) AppleWebKit/534.15.3 (KHTML, like Gecko) Version/5.0.3 Safari/534.15.3",
"session_id": "c9d53414-b02c-4b15-990c-64b4cfd94ef1",
"risk_score": 57.58,
"confidence": 0.47
} | 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-ee6cce88 | 3.9 | null | null | null | null | null | null | null | null | null | null |
c7be9329-2c76-40e1-8ed8-fba6a4a35157 | 2025-06-13T08:38:58 | iot | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Iraq",
"device_hash": "f505765f64d64de3ac62f025e597f236e1ad4c59",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; da-DK; rv:1.9.2.20) Gecko/2887-07-24 10:49:52 Firefox/3.6.5",
"session_id": "920fbd85-8f3f-44e5-b185-d4ca3915bf93",
"risk_score": 53.01,
"confidence": 0.33
} | null | null | null | null | null | No additional info | IoT device Camera firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Camera | iot-0f53f77f | 1.4 | null | null | null | null | null | null | null | null | null | null |
4f30e05e-3324-4557-b590-27a2f35cb951 | 2027-02-21T15:51:34 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection move by robertsonnatalie No additional info noise=987387BF | {
"geo_location": "Wallis and Futuna",
"device_hash": "7ce203c920c70690283d4a20e0c79bc5e155fd195364543d787e67cb8df1e981",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/531.39.5 (KHTML, like Gecko) Version/4.0.1 Safari/531.39.5",
"session_id": "e10461c7-bdb3-4bfb-ab82-68259440d4b6",
"risk_score": 46.79,
"confidence": 0.67
} | null | null | null | null | null | No additional info | Endpoint memory_injection move by robertsonnatalie No additional info | memory_injection | null | null | robertsonnatalie | move | 1,693 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
387cab45-9fe1-4428-ab45-2046c0ca4916 | 2025-02-06T05:37:22 | cloud | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in Azure by james93 No additional info | {
"geo_location": "Kiribati",
"device_hash": "b7dc94d4950d47a7a6b64c43e23554a0dabd6ba6",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/61.0.887.0 Safari/532.2",
"session_id": "a2e1deee-b4b8-4fe6-9504-baf275642b4e",
"risk_score": 62.62,
"confidence": 0.38
} | null | null | null | null | null | No additional info | Cloud lambda_execution in Azure by james93 No additional info | lambda_execution | null | null | james93 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-5f4ade39 |
41b67c0c-3117-4fdf-a09f-5b910f9c3230 | 2025-07-06T19:12:28 | firewall | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny DNS traffic from 157.136.24.110:331 to 149.143.42.188:6388 Associated Threat Actor: Mustang Panda | {
"geo_location": "Finland",
"device_hash": "3b4beae5ccf346e9745f1c1f0e213b13811dde7e17522d56e098c7e8a8caa753",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; mk-MK) AppleWebKit/532.33.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6532.33.1",
"session_id": "90752a68-a37b-48e4-a4ae-d410d2dcd7a5",
"risk_score": 23.74,
"confidence": 0.77
} | 157.136.24.110 | 149.143.42.188 | null | null | null | Associated Threat Actor: Mustang Panda | Firewall deny DNS traffic from 157.136.24.110:331 to 149.143.42.188:6388 Associated Threat Actor: Mustang Panda | deny | 266,828 | DNS | null | null | null | null | null | null | null | null | 331 | 6,388 | 1,927 | null | null | null | null | null | null | null |
1a822db5-f7ad-47c7-86d6-6d61b739f2c3 | 2025-06-18T19:30:55 | firewall | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|high| desc=Firewall deny HTTPS traffic from 123.208.35.241:252 to 121.251.79.147:107 No additional info noise=blog | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "53357b37ad013b6e05f169c55ff615941ed8525569fa787449f7c92a1f09ecd0",
"user_agent": "Opera/8.90.(Windows NT 11.0; xh-ZA) Presto/2.9.161 Version/11.00",
"session_id": "d0588e3b-653f-41d5-be98-9f3bc8c8d1cf",
"risk_score": 75.3,
"confidence": 0.18
} | 123.208.35.241 | 121.251.79.147 | null | null | null | No additional info | Firewall deny HTTPS traffic from 123.208.35.241:252 to 121.251.79.147:107 No additional info | deny | 418,474 | HTTPS | null | null | null | null | {
"baseline_deviation": 1.56,
"entropy": 7.12,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 252 | 107 | 1,173 | null | null | null | null | null | null | null |
39188c3f-c425-4771-a7db-8ec5801ad9da | 2025-05-02T01:56:34 | iot | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|high| desc=IoT device Medical physical_tamper Unconventional IOC: GPU memory artifacts | {
"geo_location": "Guinea",
"device_hash": "e882063d80881a037fe65aaeda7ec330",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_0) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/35.0.875.0 Safari/533.1",
"session_id": "09841840-3824-4902-9e8e-42c8adb760f9",
"risk_score": 47.31,
"confidence": 0.46
} | null | null | null | null | null | Unconventional IOC: GPU memory artifacts | IoT device Medical physical_tamper Unconventional IOC: GPU memory artifacts | physical_tamper | null | null | null | null | null | null | {
"baseline_deviation": 1.58,
"entropy": 4.21,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Medical | iot-4d8ce65c | 6.4 | null | null | null | null | null | null | null | null | null | null |
8b30591c-7a1c-49f3-88f1-c00a1337e98b | 2025-06-14T06:44:46 | endpoint | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec see by tammygay Fileless execution detected | {
"geo_location": "Burkina Faso",
"device_hash": "6c30e5e5b7d778c5e60fbe1a1026ea187d10d819",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_7 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/63.0.856.0 Mobile/66M128 Safari/532.0",
"session_id": "a871e587-1832-4cd1-8006-bd20809f7042",
"risk_score": 80.78,
"confidence": 0.66
} | null | null | null | null | null | Fileless execution detected | Endpoint powershell_exec see by tammygay Fileless execution detected | powershell_exec | null | null | tammygay | see | 3,494 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
19791c67-2071-4774-a770-b30b29468322 | 2025-05-11T06:14:18 | network | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 24.106.68.156 to 151.221.12.32 No additional info | {
"geo_location": "Canada",
"device_hash": "35c7b776f27a6742751ed41b1cf926df",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_8) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/21.0.879.0 Safari/531.2",
"session_id": "2ea7ab2b-3dbb-431b-acb2-2cfbd4924fc5",
"risk_score": 93.73,
"confidence": 0.41
} | 24.106.68.156 | 151.221.12.32 | null | null | null | No additional info | Network bandwidth_usage from 24.106.68.156 to 151.221.12.32 No additional info | bandwidth_usage | 206,950 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c583eb8b-aea5-494d-b169-8a74db67e186 | 2025-04-09T01:50:29 | auth | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|medium| desc=Auth locked for porterkristen via biometric from 217.172.182.126 Unconventional IOC: Quantum random number deviations | {
"geo_location": "Western Sahara",
"device_hash": "0acf9b110faffdfe43eacd5858c19f6b454fb21f",
"user_agent": "Mozilla/5.0 (Windows 95; ig-NG; rv:1.9.1.20) Gecko/3794-05-02 19:05:56 Firefox/3.8",
"session_id": "a81c3956-5b9a-435c-ab89-5540d4b620f8",
"risk_score": 76.09,
"confidence": 0.63
} | 217.172.182.126 | null | null | null | null | Unconventional IOC: Quantum random number deviations | Auth locked for porterkristen via biometric from 217.172.182.126 Unconventional IOC: Quantum random number deviations | locked | null | null | porterkristen | null | null | null | null | null | null | null | null | null | null | biometric | fc:ad:41:06:ec:e2 | null | null | null | null | null |
afca38df-7562-4537-92b8-6e8fdd606212 | 2025-02-13T14:23:34 | cloud | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in GCP by eholmes MITRE Technique: T1566.001 | {
"geo_location": "Saudi Arabia",
"device_hash": "15940220efe80881715849c9ba9b2794a0e6cbe3",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; sr-ME) AppleWebKit/533.11.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6533.11.1",
"session_id": "06796e78-e980-4dd4-a2d9-3621fa779874",
"risk_score": 36.11,
"confidence": 0.7
} | null | null | null | null | null | MITRE Technique: T1566.001 | Cloud permission_escalation in GCP by eholmes MITRE Technique: T1566.001 | permission_escalation | null | null | eholmes | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-c3ba2158 |
7fb2ecad-d543-4a0b-9356-c5ca2a7cde9b | 2025-04-12T07:25:10 | ids_alert | Vectra AI v5.0.0 | emergency | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Vectra AI Alert: Cloud API Abuse detected from 1.168.224.205 targeting N/A MITRE Technique: T1218.011 noise=around|drive|occur | {
"geo_location": "British Virgin Islands",
"device_hash": "820647b10879f13193eb1db28298244dcfcaa62e3573d3b3c0f4f95336d73ce1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/4.1)",
"session_id": "1c4a44be-7b3f-4dfd-9948-98e4d0e598d7",
"risk_score": 36.99,
"confidence": 0.2
} | 1.168.224.205 | N/A | Cloud API Abuse | SIG-8262 | Evasion | MITRE Technique: T1218.011 | Vectra AI Alert: Cloud API Abuse detected from 1.168.224.205 targeting N/A MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9c31cf68-2f53-4a6c-89b3-a2cb95e3c538 | 2025-07-04T18:20:09 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint persistence_mechanism /thus/say.pages by lyonscory No additional info | {
"geo_location": "Oman",
"device_hash": "58b8a7b8519ccfe4b2cb21d5b3969f11",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_7; rv:1.9.4.20) Gecko/2422-03-12 08:40:03 Firefox/3.8",
"session_id": "fb9f87e5-284f-413c-bda9-f84d609cf828",
"risk_score": 81.43,
"confidence": 0.84
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism /thus/say.pages by lyonscory No additional info | persistence_mechanism | null | null | lyonscory | /thus/say.pages | 7,920 | explorer.exe | {
"baseline_deviation": 0.8,
"entropy": 4.97,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
57e8822b-1b35-4cc0-bbf5-c823c36bf688 | 2025-07-06T23:37:46 | network | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 76.131.108.109 to 78.149.31.234 No additional info | {
"geo_location": "Taiwan",
"device_hash": "d2f9eaf49e04fa9df0421cc5ee7ac11e54b2e78b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/3007-10-19 21:59:47 Firefox/3.6.11",
"session_id": "4a6f84f5-d28a-46a9-87c4-f28a3c6b4bf7",
"risk_score": 34.41,
"confidence": 0.68
} | 76.131.108.109 | 78.149.31.234 | null | null | null | No additional info | Network covert_channel from 76.131.108.109 to 78.149.31.234 No additional info | covert_channel | 491,534 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f51dee4d-0d40-4441-b1e4-9c5603d98e24 | 2025-02-13T00:56:41 | endpoint | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install sing by bradleykatherine MITRE Technique: T1053.005 | Living-off-the-land technique detected | {
"geo_location": "Kyrgyz Republic",
"device_hash": "c8887e7b79265d64defed949761f1fd8340afd26",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/3.0)",
"session_id": "38b96c2c-fdb9-4fb3-80ea-7774a7f748c9",
"risk_score": 52.18,
"confidence": 0.05
} | null | null | null | null | null | MITRE Technique: T1053.005 | Living-off-the-land technique detected | Endpoint service_install sing by bradleykatherine MITRE Technique: T1053.005 | Living-off-the-land technique detected | service_install | null | null | bradleykatherine | sing | 6,233 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4181d871-0d4f-49f0-80f6-5ccb1a19a515 | 2029-12-27T15:03:17 | firewall | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|info| desc=Firewall log-only DNS traffic from 74.40.101.215:36849 to 136.221.217.54:515 Associated Threat Actor: APT38 | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "84f1e56d0ff8b3243531c88752c86fbefbddb97c",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/37.0.854.0 Safari/534.1",
"session_id": "465ae653-acc8-4bfe-a4b6-89206bd06d0f",
"risk_score": 69.45,
"confidence": 0.76
} | 74.40.101.215 | 136.221.217.54 | null | null | null | Associated Threat Actor: APT38 | Firewall log-only DNS traffic from 74.40.101.215:36849 to 136.221.217.54:515 Associated Threat Actor: APT38 | log-only | 745,709 | DNS | null | null | null | null | null | null | null | null | 36,849 | 515 | 1,128 | null | null | null | null | null | null | null |
0ee6dc99-e729-4968-bb7d-daa28c6971d1 | 2025-03-15T13:29:55 | firewall | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|medium| desc=Firewall deny DNS traffic from 107.5.15.98:6 to 62.249.2.162:230 No additional info | {
"geo_location": "Malta",
"device_hash": "4e70b52d914cfba28c3f4c49267ea371b588a6dfd8a7fab094fddb45837b5a76",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; mni-IN) AppleWebKit/531.4.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6531.4.6",
"session_id": "90bf94a3-b869-4945-86c0-13bb2dbe65af",
"risk_score": 56.16,
"confidence": 0.49
} | 107.5.15.98 | 62.249.2.162 | null | null | null | No additional info | Firewall deny DNS traffic from 107.5.15.98:6 to 62.249.2.162:230 No additional info | deny | 513,403 | DNS | null | null | null | null | null | null | null | null | 6 | 230 | 2,312 | null | null | null | null | null | null | null |
c6419458-9b1f-4e89-893b-e75f55ffbf1e | 2025-03-08T03:53:14 | network | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 155.100.159.196 to 130.17.22.69 Associated Threat Actor: Cobalt Group | {
"geo_location": "Uganda",
"device_hash": "2cb21cf71131e274480400824ecfefb4",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_5 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/9.6g4190.0 Mobile/50T310 Safari/534.0",
"session_id": "78f7ef5f-00a9-4ff5-96af-c965caa55307",
"risk_score": 53.37,
"confidence": 0.28
} | 155.100.159.196 | 130.17.22.69 | null | null | null | Associated Threat Actor: Cobalt Group | Network protocol_anomaly from 155.100.159.196 to 130.17.22.69 Associated Threat Actor: Cobalt Group | protocol_anomaly | 27,291 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
20249b42-9730-4847-b1d9-9327cb7b529a | 2025-04-21T04:40:02 | auth | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for austinshawn via password from 211.119.253.10 Associated Threat Actor: Inception Framework | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "738bb3926d445bd49de118104c34bfd38d39e9bf",
"user_agent": "Opera/8.53.(X11; Linux i686; fr-LU) Presto/2.9.166 Version/11.00",
"session_id": "328cb1ad-84e6-49f5-ae1b-8d396655dc6e",
"risk_score": 51.39,
"confidence": 0.56
} | 211.119.253.10 | null | null | null | null | Associated Threat Actor: Inception Framework | Auth timeout for austinshawn via password from 211.119.253.10 Associated Threat Actor: Inception Framework | timeout | null | null | austinshawn | null | null | null | {
"baseline_deviation": 0.81,
"entropy": 4.39,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | password | 41:36:fc:e2:bc:09 | null | null | null | null | null |
a35cb486-1ec3-4ce0-82d1-c856eea784c7 | 2025-06-06T16:39:37 | network | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|high| desc=Network disconnection from 10.48.205.249 to 148.250.236.246 MITRE Technique: T1071.001 | {
"geo_location": "Lebanon",
"device_hash": "1afc618ad6fb3191949a3ff82e521383",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/4.0)",
"session_id": "0c9fd193-5792-4161-bb70-b6405a32a70f",
"risk_score": 100,
"confidence": 0.87
} | 10.48.205.249 | 148.250.236.246 | null | null | null | MITRE Technique: T1071.001 | Network disconnection from 10.48.205.249 to 148.250.236.246 MITRE Technique: T1071.001 | disconnection | 728,059 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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