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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ece89cd3-1bf9-4381-97d3-b1f05802f2ff | 2025-05-23T22:24:47 | ids_alert | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|high| desc=Splunk Alert: ICS Attack detected from 78.118.68.108 targeting N/A No additional info noise=0B8A1847 | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "6a7547d7f9a4d328c33c58c290a4d985",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/3.0)",
"session_id": "375b11f7-a684-4697-9fcf-511e023ece2b",
"risk_score": 62.23,
"confidence": 0.95
} | null | null | null | null | null | No additional info | Splunk Alert: ICS Attack detected from 78.118.68.108 targeting N/A No additional info | null | null | null | null | 78.118.68.108 | N/A | ICS Attack | SIG-6012 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
341e0ac2-e75c-45c5-9a59-a05d64194b56 | 2025-02-24T18:22:50 | auth | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|high| desc=Auth timeout for stewartkathleen via OAuth from 5.90.215.233 No additional info | {
"geo_location": "Taiwan",
"device_hash": "ebf4a58c1f2895e0eac4840029eb0029",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/533.46.4 (KHTML, like Gecko) Version/4.0.5 Safari/533.46.4",
"session_id": "3eb24a5f-9ae6-4020-ab22-382fb9441c7d",
"risk_score": 50.75,
"confidence": 0.91
} | stewartkathleen | timeout | null | null | null | No additional info | Auth timeout for stewartkathleen via OAuth from 5.90.215.233 No additional info | null | null | null | null | 5.90.215.233 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 61:fd:64:4a:cb:4b |
03d59f52-7653-46b9-988b-31d171117a6a | 2025-05-04T02:56:20 | endpoint | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load /nice/particular.mov by fromero No additional info noise=VGhyZWF0Lg== | {
"geo_location": "Sweden",
"device_hash": "a79aa5f75fb6207e8433c5f0d79b38d3ed2639200d798ae972622bf1865f0b91",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/4.1)",
"session_id": "17b5805f-d45c-424b-9758-586f88a9a203",
"risk_score": 64.71,
"confidence": 0.4
} | fromero | driver_load | /nice/particular.mov | 6,960 | explorer.exe | No additional info | Endpoint driver_load /nice/particular.mov by fromero No additional info | {
"baseline_deviation": 1.25,
"entropy": 6.03,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fb3deb40-99b5-4ca8-8029-cfcb63534648 | 2025-06-15T02:59:15 | cloud | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in GCP by nataliehall No additional info | {
"geo_location": "Western Sahara",
"device_hash": "e81b6cf4b79d62310331640ba9af6aef",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_6 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/51.0.869.0 Mobile/11R655 Safari/532.2",
"session_id": "3e32d756-66ae-4b74-84ce-e6516ad87e01",
"risk_score": ... | nataliehall | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in GCP by nataliehall No additional info | null | null | null | null | null | null | null | null | null | GCP | res-482ab242 | null | null | null | null | null | null | null | null | null | null |
07c1b26d-3a6d-4514-99e1-6a7d0707642c | 2025-05-22T00:09:11 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Bermuda",
"device_hash": "6489ad325c38a950736d09e2c77f9f8ec256e28b06822f95e8168df6907ffa07",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/29.0.845.0 Safari/532.0",
"session_id": "765790d7-d63d-4fc6-9ce6-a1f91d0d6a83",
"risk_score": 93.81,
"conf... | null | firmware_update | null | null | null | No additional info | IoT device Camera firmware_update No additional info | null | Camera | iot-dad075b3 | 8.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3c29f2b0-2479-4f54-90a8-d2f48ad1ff2a | 2025-04-01T02:35:53 | ai | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by stevenblair Associated Threat Actor: Inception Framework | {
"geo_location": "Norfolk Island",
"device_hash": "559d2ddd4b47b6f2f30605f814178453",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_7) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/41.0.887.0 Safari/531.1",
"session_id": "e31e691a-71ed-4af1-8123-d4cd89033273",
"risk_score": 69.86,
"confidence": ... | stevenblair | fine_tuning | null | null | null | Associated Threat Actor: Inception Framework | AI system fine_tuning by stevenblair Associated Threat Actor: Inception Framework | {
"baseline_deviation": 1.48,
"entropy": 5.1,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-7d5da89c | c227bd0e449748138b21a7d03828fbf64d2201250aac9a4a4294da00a2e44316 | d7221b7473d4b10dae8f00265f6afead923c3b778389cdf316b42bee55261cb9 | null | null | null | null | null | null | null |
f207fc27-b647-4baf-84f3-73d81c75408a | 2025-02-03T07:10:30 | auth | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|high| desc=Auth success for megan06 via passwordless from 83.114.64.143 MITRE Technique: T1486 | {
"geo_location": "Cape Verde",
"device_hash": "379669b57d7c08288f2e3805160e7675e69173c8",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_7; rv:1.9.4.20) Gecko/9043-05-01 16:23:40 Firefox/3.6.14",
"session_id": "b885d63d-384a-489d-bc50-5a441e55d7d8",
"risk_score": 78.09,
"confidence": 0.24
} | megan06 | success | null | null | null | MITRE Technique: T1486 | Auth success for megan06 via passwordless from 83.114.64.143 MITRE Technique: T1486 | null | null | null | null | 83.114.64.143 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | a6:6f:f2:00:93:2a |
2490c19e-075c-48c0-992b-3414f903268e | 2025-04-08T08:02:06 | iot | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat protocol_violation MITRE Technique: T1574.002 | {
"geo_location": "Niue",
"device_hash": "0581b5f3e55674368ddf247d28d251acff2111fb",
"user_agent": "Opera/9.24.(Windows NT 5.1; mn-MN) Presto/2.9.161 Version/11.00",
"session_id": "285b5055-d7d0-4a26-815d-c5b851cc9c61",
"risk_score": 64.28,
"confidence": 0.53
} | null | protocol_violation | null | null | null | MITRE Technique: T1574.002 | IoT device Thermostat protocol_violation MITRE Technique: T1574.002 | null | Thermostat | iot-8600a7ea | 7.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
75d1dd84-09f5-4919-b623-93bdb6cb3364 | 2025-01-19T05:47:53 | iot | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device Camera unusual_activity No additional info noise=QmVnaW4u | {
"geo_location": "Canada",
"device_hash": "6857cf1d8bac6069b29005db7e6be7a82306ebf0f4a75e856ef41b20767c98a7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; iu-CA) AppleWebKit/534.28.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6534.28.4",
"session_id": "61f3f7e4-ac14-4251-94c... | null | unusual_activity | null | null | null | No additional info | IoT device Camera unusual_activity No additional info | null | Camera | iot-9700a612 | 9.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
af011f29-246e-448d-8028-446ba56ab168 | 2025-04-24T09:53:28 | auth | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|low| desc=Auth success for lawsondylan via OAuth from 87.114.59.240 No additional info | {
"geo_location": "Seychelles",
"device_hash": "f8223723ff3205db4d088cd57fb26dee",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_1) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/61.0.880.0 Safari/533.0",
"session_id": "e8a16e68-748b-4429-ba3a-36d696fcc79b",
"risk_score": 72.84,
"confidence": 0.3
... | lawsondylan | success | null | null | null | No additional info | Auth success for lawsondylan via OAuth from 87.114.59.240 No additional info | null | null | null | null | 87.114.59.240 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 43:92:74:a7:80:29 |
501f18b1-7bea-4e65-b24b-5739bb0edcb3 | 2025-05-02T03:03:28 | iot | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC unusual_activity MITRE Technique: T1218.011 | {
"geo_location": "Belarus",
"device_hash": "072f879f1201a5bd352c90ac5e914f2198ac283b607d69e51502bc2a6a71459c",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/43.0.802.0 Safari/532.2",
"session_id": "184f18d1-8718-44a8-b727-0e3b439758d9",
"risk_score": 70.07,
"c... | null | unusual_activity | null | null | null | MITRE Technique: T1218.011 | IoT device HVAC unusual_activity MITRE Technique: T1218.011 | null | HVAC | iot-b433fe3b | 1.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
470f92c0-a02c-4cbe-9ac9-da3f40411fbf | 2025-04-01T07:02:18 | cloud | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in Azure by clintonpalmer No additional info | {
"geo_location": "Ukraine",
"device_hash": "385bc2b06537b7e8db4394660f0403736d0b77e1423fe96f1c4f4000907a8848",
"user_agent": "Opera/9.37.(X11; Linux x86_64; ln-CD) Presto/2.9.171 Version/11.00",
"session_id": "6b7c060a-045c-4fab-bcce-a60d791e90dc",
"risk_score": 55.73,
"confidence": 0.05
} | clintonpalmer | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Azure by clintonpalmer No additional info | null | null | null | null | null | null | null | null | null | Azure | res-63a93e77 | null | null | null | null | null | null | null | null | null | null |
cd127343-bb16-4338-9736-dd9076476495 | 2025-06-22T13:54:30 | ids_alert | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|low| desc=FireEye HX Alert: DDoS detected from 113.47.254.167 targeting 75.219.156.206 No additional info | {
"geo_location": "Greenland",
"device_hash": "2046761f766b60ede25cfd35fde98d81",
"user_agent": "Mozilla/5.0 (Android 1.6; Mobile; rv:20.0) Gecko/20.0 Firefox/20.0",
"session_id": "9d5c76f4-a7fb-4657-b97e-4866bb3bc562",
"risk_score": 53.09,
"confidence": 0.41
} | null | null | null | null | null | No additional info | FireEye HX Alert: DDoS detected from 113.47.254.167 targeting 75.219.156.206 No additional info | null | null | null | null | 113.47.254.167 | 75.219.156.206 | DDoS | SIG-9819 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
61b5e368-3ece-4d20-84a1-877a82b6b7ce | 2025-01-26T20:21:55 | network | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 157.33.145.169 to 148.60.54.39 MITRE Technique: T1543.003 | {
"geo_location": "Morocco",
"device_hash": "854efe0ac541ede0436c0a016f7d764b",
"user_agent": "Mozilla/5.0 (Android 5.0; Mobile; rv:17.0) Gecko/17.0 Firefox/17.0",
"session_id": "318814b8-7e96-458c-bfbc-71d463b3613c",
"risk_score": 59.95,
"confidence": 0.21
} | null | disconnection | null | null | null | MITRE Technique: T1543.003 | Network disconnection from 157.33.145.169 to 148.60.54.39 MITRE Technique: T1543.003 | null | null | null | null | 157.33.145.169 | 148.60.54.39 | null | null | null | null | null | null | null | null | null | null | HTTPS | 282,343 | null | null | null |
e7f0b7ce-a4f5-47d1-9cd8-9aa248c9d88d | 2025-01-12T21:09:34 | cloud | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in Azure by sheliaking MITRE Technique: T1218.011 | Associated Threat Actor: Mustang Panda | Cross-tenant access detected | {
"geo_location": "Saint Helena",
"device_hash": "5443476f219861cada6b6751f36dff4f3c51820cd7cd2c4f753caaad4d47831a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; tt-RU) AppleWebKit/535.6.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6535.6.7",
"session_id": "c1a75229-bea5-44f3... | sheliaking | shadow_it | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: Mustang Panda | Cross-tenant access detected | Cloud shadow_it in Azure by sheliaking MITRE Technique: T1218.011 | Associated Threat Actor: Mustang Panda | Cross-tenant access detected | null | null | null | null | null | null | null | null | null | Azure | res-3e52c868 | null | null | null | null | null | null | null | null | null | null |
b7c60931-8f52-4086-9a07-8eb0fa9caeb3 | 2025-07-06T21:07:26 | endpoint | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load true by weaverjennifer No additional info | {
"geo_location": "Kiribati",
"device_hash": "99ac2a1a1947859489f8675804041a5ec1af43f6f0d8e433c7ac41faadcbde22",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/43.0.845.0 Safari/532.0",
"session_id": "2ed848b5-8939-47ea-9954-7ef69a838edf",
"risk_score": 47.21,
"con... | weaverjennifer | driver_load | true | 2,161 | powershell.exe | No additional info | Endpoint driver_load true by weaverjennifer No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5674091a-631c-4a68-b5af-5c3ada95c469 | 2025-04-23T04:20:44 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in AWS by haleheather No additional info | {
"geo_location": "Kenya",
"device_hash": "a222e3aa419a0a0deb9d08cbd789405a38a9785c",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/25.0.876.0 Mobile/77C047 Safari/536.2",
"session_id": "b2cc253c-0e80-4113-a15f-a5fa1cbef560",
"risk_score": ... | haleheather | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in AWS by haleheather No additional info | null | null | null | null | null | null | null | null | null | AWS | res-d7b6f238 | null | null | null | null | null | null | null | null | null | null |
36c5c08d-09f7-442c-89f6-fa36824d0ed5 | 2025-03-21T07:08:13 | endpoint | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change owner by oscar71 No additional info | {
"geo_location": "Norway",
"device_hash": "e9846122027ae7f848c0c2a9aae63ea1923f8d00",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/49.0.814.0 Safari/533.1",
"session_id": "6b1b468f-5d77-4119-97b4-d5d0300613bd",
"risk_score": 74.71,
"confidence": 0.71
} | oscar71 | registry_change | owner | 6,785 | svchost.exe | No additional info | Endpoint registry_change owner by oscar71 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8758e784-47bb-42a7-a113-e6de032feac6 | 2025-07-10T23:39:21 | iot | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC sensor_spoofing No additional info noise=various|moment|south | {
"geo_location": "Central African Republic",
"device_hash": "64b678a1ad88d33f089adeb705a5a1e01ec87810",
"user_agent": "Opera/9.62.(X11; Linux i686; lzh-TW) Presto/2.9.187 Version/10.00",
"session_id": "49d9c1e8-99e3-4a47-809b-266ad4a50628",
"risk_score": 42.24,
"confidence": 0.51
} | null | sensor_spoofing | null | null | null | No additional info | IoT device HVAC sensor_spoofing No additional info | null | HVAC | iot-2590d061 | 2.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fe28ec7d-b394-4ea0-b8b4-1d72f37c87ce | 2025-03-26T14:39:04 | endpoint | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start /though/special.pptx by allison21 No additional info | {
"geo_location": "Canada",
"device_hash": "c6be2c18bb674939a24eda4c6ab709d4",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; ln-CD) AppleWebKit/533.25.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6533.25.6",
"session_id": "dfe538a2-0e87-456e-84c7-6b8603674808",
"risk_score":... | allison21 | process_start | /though/special.pptx | 2,054 | svchost.exe | No additional info | Endpoint process_start /though/special.pptx by allison21 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5b32afc5-e8f2-4c74-a8bf-5baf324aad87 | 2025-06-21T00:14:49 | ids_alert | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|high| desc=AlienVault Alert: Credential Stuffing detected from 61.226.4.21 targeting 187.154.48.250 MITRE Technique: T1190 | {
"geo_location": "Kuwait",
"device_hash": "c0531dd03dc78fd9f90692514f5de882",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/62.0.891.0 Safari/533.0",
"session_id": "ed5c5c93-ec46-4f77-905f-bb0d33a0e983",
"risk_score": 41.62,
"confidence": 0.65
} | null | null | null | null | null | MITRE Technique: T1190 | AlienVault Alert: Credential Stuffing detected from 61.226.4.21 targeting 187.154.48.250 MITRE Technique: T1190 | null | null | null | null | 61.226.4.21 | 187.154.48.250 | Credential Stuffing | SIG-1679 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
db98d3d9-f109-4239-b575-875d82315ddd | 2025-02-05T17:51:19 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by dmunoz No additional info | {
"geo_location": "Sudan",
"device_hash": "5f5cb5568347866b46cc50897405463c",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_8 rv:2.0; de-CH) AppleWebKit/534.20.5 (KHTML, like Gecko) Version/5.0.2 Safari/534.20.5",
"session_id": "5777d2b8-6fdb-4d84-a372-a426e6a1b70e",
"risk_score": 63.18,
"c... | dmunoz | adversarial_input | null | null | null | No additional info | AI system adversarial_input by dmunoz No additional info | null | null | null | null | null | null | null | null | null | null | null | model-16a66d7c | 6c22f191c848a6d5cbd08f6fae0087ce0b66fcece82620ed39e55cfb1682f197 | af2c8302525e044d6154d638fcb49b64 | null | null | null | null | null | null | null |
df4d1f12-fdfc-4535-9c07-a3627bc4eb5f | 2025-06-04T15:58:39 | iot | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat firmware_update MITRE Technique: T1574.002 | {
"geo_location": "Bhutan",
"device_hash": "b357701cbaf5fe3845fc98380d45992b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/3.0)",
"session_id": "72af63c8-87d9-43e5-9f23-393b7bc27889",
"risk_score": 49.05,
"confidence": 0.28
} | null | firmware_update | null | null | null | MITRE Technique: T1574.002 | IoT device Thermostat firmware_update MITRE Technique: T1574.002 | {
"baseline_deviation": 2.86,
"entropy": 2.27,
"frequency_anomaly": true,
"sequence_anomaly": true
} | Thermostat | iot-e127816b | 6.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3bac271f-8fd2-4e0a-9303-117b47196296 | 2025-01-30T12:48:10 | ai | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by carlos29 MITRE Technique: T1486 | {
"geo_location": "Cuba",
"device_hash": "53db2835d9d8a55f1ddff0799b6170b87c872a1503e3b638e43a12746c281b73",
"user_agent": "Opera/9.42.(Windows CE; hy-AM) Presto/2.9.174 Version/10.00",
"session_id": "9281323b-6cd8-419c-9a89-44fc23c3421d",
"risk_score": 63.79,
"confidence": 0.91
} | carlos29 | membership_inference | null | null | null | MITRE Technique: T1486 | AI system membership_inference by carlos29 MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | model-e32cf3df | e8b178cd37aae86d8336f9a3dabd2bb9 | a69f30e98341ddf0be68baf5783154f8 | null | null | null | null | null | null | null |
ffe661d3-8e07-4dbb-a1e5-8217afd73d42 | 2025-02-21T06:02:33 | endpoint | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|info| desc=Endpoint scheduled_task /fact/news.xlsx by jimmywolfe MITRE Technique: T1190 noise=great|product|group | {
"geo_location": "Hungary",
"device_hash": "7d4736e2f50f1dcd7fa66ca7839e9feedc83c042",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "bbe1c949-d548-4134-b0c3-d616bcbf6a36",
"risk_score": 68.6,
"confidence": 0.16
} | jimmywolfe | scheduled_task | /fact/news.xlsx | 8,024 | powershell.exe | MITRE Technique: T1190 | Endpoint scheduled_task /fact/news.xlsx by jimmywolfe MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
84892852-c950-465f-8142-592fe1d68e93 | 2025-02-19T22:42:51 | cloud | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in Azure by stephaniemarshall No additional info | {
"geo_location": "Australia",
"device_hash": "bbbc56bfb5437148efdd22369b5731a594106883",
"user_agent": "Opera/9.11.(X11; Linux x86_64; he-IL) Presto/2.9.174 Version/10.00",
"session_id": "583d5096-3087-4e31-b76b-57d3005113f8",
"risk_score": 51.15,
"confidence": 0.8
} | stephaniemarshall | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Azure by stephaniemarshall No additional info | null | null | null | null | null | null | null | null | null | Azure | res-e333056b | null | null | null | null | null | null | null | null | null | null |
6f204948-419d-4d21-af4a-45e588a8186d | 2025-04-11T07:42:25 | cloud | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in Azure by garnerangela No additional info | {
"geo_location": "Bermuda",
"device_hash": "db5122086a96b0a7804d350c1d8496ff",
"user_agent": "Opera/8.46.(X11; Linux x86_64; tig-ER) Presto/2.9.165 Version/12.00",
"session_id": "5b0e8d18-8ee5-4d27-a98e-dbd792b3d2a5",
"risk_score": 50.86,
"confidence": 0.68
} | garnerangela | api_abuse | null | null | null | No additional info | Cloud api_abuse in Azure by garnerangela No additional info | null | null | null | null | null | null | null | null | null | Azure | res-dd998585 | null | null | null | null | null | null | null | null | null | null |
3d7d9052-545f-4309-aa94-a3f97a12abea | 2025-05-17T00:04:56 | ids_alert | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|critical| desc=OSSEC Alert: Domain Fronting detected from 97.38.191.113 targeting 139.246.249.255 MITRE Technique: T1190 | {
"geo_location": "Mongolia",
"device_hash": "b1492f2ad72354b3f7837a68007f8752",
"user_agent": "Opera/9.42.(X11; Linux i686; ky-KG) Presto/2.9.182 Version/10.00",
"session_id": "f74b678a-57b6-44a6-b55f-b960d6721d70",
"risk_score": 76.55,
"confidence": 0.28
} | null | null | null | null | null | MITRE Technique: T1190 | OSSEC Alert: Domain Fronting detected from 97.38.191.113 targeting 139.246.249.255 MITRE Technique: T1190 | null | null | null | null | 97.38.191.113 | 139.246.249.255 | Domain Fronting | SIG-8333 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
b40ea08f-4287-406a-9825-370d85baa4e7 | 2025-05-26T12:54:54 | ids_alert | LogRhythm v7.5.0 | emergency | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=LogRhythm Alert: Cloud API Abuse detected from 178.195.2.106 targeting N/A MITRE Technique: T1134.001 noise=search/tag/list | {
"geo_location": "Bahamas",
"device_hash": "44f481bf6560e3aaeb793d482264dc50c8d08c4f77c89c6440b091971308959f",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1.2) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/15.0.832.0 Safari/536.2",
"session_id": "c652f147-ae30-4629-b909-391b224d62c8",
"risk_score": 27.42,
... | null | null | null | null | null | MITRE Technique: T1134.001 | LogRhythm Alert: Cloud API Abuse detected from 178.195.2.106 targeting N/A MITRE Technique: T1134.001 | null | null | null | null | 178.195.2.106 | N/A | Cloud API Abuse | SIG-3050 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
1bb8eb92-c3ae-4e1c-9f04-ac503391bc3d | 2025-01-17T05:34:11 | auth | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|info| desc=Auth bypass for victoria57 via MFA from 191.205.105.207 MITRE Technique: T1059.001 noise=room|glass|make | {
"geo_location": "Czech Republic",
"device_hash": "aff76468e48bb070870789976fee61bd95922539",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/61.0.849.0 Safari/536.0",
"session_id": "7e910122-4582-4db3-bca2-610bd8fc6443",
"risk_score": 45.07,
"confidence": 0.67
} | victoria57 | bypass | null | null | null | MITRE Technique: T1059.001 | Auth bypass for victoria57 via MFA from 191.205.105.207 MITRE Technique: T1059.001 | null | null | null | null | 191.205.105.207 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | ba:21:c3:db:4e:44 |
7a69b4ff-05ef-449f-bddd-052300484ec9 | 2025-05-06T13:57:40 | cloud | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in GCP by rjacobson MITRE Technique: T1543.003 | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "434549987a8d884968e502d17146f99611fc8c5a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/4.1)",
"session_id": "92a0a151-8e28-46f9-af3a-86eab5d071f8",
"risk_score": 46.78,
"confidence": 0.67
} | rjacobson | permission_escalation | null | null | null | MITRE Technique: T1543.003 | Cloud permission_escalation in GCP by rjacobson MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | GCP | res-7c39b24b | null | null | null | null | null | null | null | null | null | null |
fa7d2f40-942f-439a-9ac8-a5662c0f3303 | 2025-06-30T12:07:42 | endpoint | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop /left/college.tiff by richardsonashley No additional info noise=6C1EADD7 | {
"geo_location": "Mexico",
"device_hash": "e90b9d7026f665eb7f2b83893cc941273a1b48118f3912d9765b855b0feb0e4a",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_1; rv:1.9.4.20) Gecko/2739-04-12 09:06:32 Firefox/12.0",
"session_id": "6da345fc-6657-4391-a1b8-a3304ee42792",
"risk_score": 75.2,
"confiden... | richardsonashley | process_stop | /left/college.tiff | 936 | explorer.exe | No additional info | Endpoint process_stop /left/college.tiff by richardsonashley No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c776951c-c45d-4052-bfdb-2a87803a369a | 2025-05-09T02:21:36 | network | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 113.69.155.81 to 104.142.180.174 MITRE Technique: T1486 | {
"geo_location": "Guatemala",
"device_hash": "d5f6bb3fdb046cd24fcfe045d6b105f6",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; it-CH; rv:1.9.1.20) Gecko/7934-08-04 09:40:36 Firefox/8.0",
"session_id": "3576f276-3a26-4706-9476-03ff8dce34e9",
"risk_score": 50.42,
"confidence": 0.61
} | null | disconnection | null | null | null | MITRE Technique: T1486 | Network disconnection from 113.69.155.81 to 104.142.180.174 MITRE Technique: T1486 | null | null | null | null | 113.69.155.81 | 104.142.180.174 | null | null | null | null | null | null | null | null | null | null | ICMP | 949,627 | null | null | null |
159cd53c-487e-4dbb-a170-f881ce547173 | 2025-04-12T20:58:55 | auth | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|high| desc=Auth failed for bartonkelly via key from 87.53.142.196 No additional info noise=24B46A51 | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "a06d8921e0064fe9eb6774f6472200b4",
"user_agent": "Opera/9.75.(Windows NT 5.01; bhb-IN) Presto/2.9.190 Version/10.00",
"session_id": "d009d9d8-8455-4270-a416-a8c8327d1a1d",
"risk_score": 16.6,
"confidence": 0.5
} | bartonkelly | failed | null | null | null | No additional info | Auth failed for bartonkelly via key from 87.53.142.196 No additional info | null | null | null | null | 87.53.142.196 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | b5:36:50:c6:cc:fa |
e276ed37-0b3a-41b1-a030-d674839fefc3 | 2025-03-15T15:59:35 | ids_alert | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|high| desc=Tanium Alert: Supply Chain Compromise detected from 105.140.44.215 targeting 85.12.84.155 MITRE Technique: T1134.001 | {
"geo_location": "Maldives",
"device_hash": "febf3d0f4458cedbecabf577d44dbd502a7e4c9aefc8b936726b06ad6652f41a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/533.27.7 (KHTML, like Gecko) Version/5.0.4 Safari/533.27.7",
"session_id": "e8431ed5-1704-43bf-8a2b-abcfa2c47495",
"risk_score": ... | null | null | null | null | null | MITRE Technique: T1134.001 | Tanium Alert: Supply Chain Compromise detected from 105.140.44.215 targeting 85.12.84.155 MITRE Technique: T1134.001 | null | null | null | null | 105.140.44.215 | 85.12.84.155 | Supply Chain Compromise | SIG-1810 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
61de260a-b72e-4269-ba21-d912cd70a464 | 2025-03-04T19:27:32 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth failed for anthonywilson via password from 88.96.254.189 No additional info | {
"geo_location": "Samoa",
"device_hash": "4ba72208307c2f0adc8cdcbe78cce27ed381ad37",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 1_1_5 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/15.6c5811.0 Mobile/39K946 Safari/532.0",
"session_id": "3535258c-7484-49d4-8903-681f54288153",
"risk_score": ... | anthonywilson | failed | null | null | null | No additional info | Auth failed for anthonywilson via password from 88.96.254.189 No additional info | null | null | null | null | 88.96.254.189 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | b2:fd:22:0c:aa:96 |
9f8974a4-9991-490e-83a8-d986cba3cd56 | 2025-02-20T15:31:33 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by joshua63 No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "b1b0616a8451766294b98db5c6617540e4e87e54",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; tig-ER) AppleWebKit/535.20.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6535.20.4",
"session_id": "01499769-a575-4c4d-a2d7-4f83c3b... | joshua63 | model_inversion | null | null | null | No additional info | AI system model_inversion by joshua63 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-6f257f18 | 30a561a547165999025e2366712f7d5dd3974cca88cb36c8b29dffe85017b180 | 2459d864b4a23d47eee0835bf541e221b0e85f5ce041b8ba37c68d195607a4a6 | null | null | null | null | null | null | null |
1348a1f5-4739-4a10-ae62-a6a51c6fafa2 | 2025-04-20T11:25:50 | network | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 203.245.198.31 to 72.138.153.201 No additional info | {
"geo_location": "Malawi",
"device_hash": "eb2901c5b6acdfbef94183c9f12bae6a",
"user_agent": "Opera/9.95.(X11; Linux i686; af-ZA) Presto/2.9.172 Version/10.00",
"session_id": "ad499d4a-0366-425c-be3a-b515da9d6400",
"risk_score": 27.45,
"confidence": 0.02
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 203.245.198.31 to 72.138.153.201 No additional info | null | null | null | null | 203.245.198.31 | 72.138.153.201 | null | null | null | null | null | null | null | null | null | null | UDP | 270,890 | null | null | null |
ade7cf1b-8db9-402e-b4c5-92e2b42734b6 | 2025-05-31T06:03:33 | firewall | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop HTTP traffic from 106.71.124.70:867 to 64.234.4.191:831 No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "e9fc913536856a732c86d3adcb353a1f53e75814482f7c76e511655a832ce8fd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/5.1)",
"session_id": "f42ff0cd-3efb-4c24-a118-3d1aa3ae1cef",
"risk_score": 64.72,
"confidence": 0.93
} | null | drop | null | null | null | No additional info | Firewall drop HTTP traffic from 106.71.124.70:867 to 64.234.4.191:831 No additional info | null | null | null | null | 106.71.124.70 | 64.234.4.191 | null | null | null | null | null | null | null | null | 867 | 831 | HTTP | 834,391 | 694 | null | null |
ddb5d100-0818-412c-9f10-3fa8c7f9b75b | 2025-02-07T23:41:23 | iot | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|high| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Dominica",
"device_hash": "8857eb45121c1e3ece88ac80ec80b64f99a0f3b852832591595f4e7adefbaff2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; ps-AF) AppleWebKit/533.50.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6533.50.7",
"session_id": "1f48ddaf-956a-482d-a... | null | firmware_update | null | null | null | No additional info | IoT device Camera firmware_update No additional info | null | Camera | iot-1cdc200e | 1.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ee737d09-8c6c-4cc1-9678-e4a1b06063a9 | 2025-03-03T02:56:24 | endpoint | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start /truth/public.html by nicole83 No additional info noise=manage|organization|administration | {
"geo_location": "Tanzania",
"device_hash": "4f1f70ad74980d97d6a68a23f552ed24",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/5.1)",
"session_id": "b7930799-9f16-4ae7-898a-dc69cd5bfbe8",
"risk_score": 34.04,
"confidence": 0.12
} | nicole83 | process_start | /truth/public.html | 3,773 | svchost.exe | No additional info | Endpoint process_start /truth/public.html by nicole83 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
27e29bc7-6abb-4ab4-9d0c-592a834b3f11 | 2025-01-22T04:56:39 | firewall | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect RDP traffic from 147.136.173.110:62728 to 223.192.169.77:505 No additional info noise=4228ADE6 | {
"geo_location": "Algeria",
"device_hash": "cd8ecede577f5d9dfb21643973f59f54fd277cf2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/4.0)",
"session_id": "fb73f74d-c9dd-4d03-ab6a-025daf0b7ba6",
"risk_score": 42.84,
"confidence": 0.91
} | null | inspect | null | null | null | No additional info | Firewall inspect RDP traffic from 147.136.173.110:62728 to 223.192.169.77:505 No additional info | null | null | null | null | 147.136.173.110 | 223.192.169.77 | null | null | null | null | null | null | null | null | 62,728 | 505 | RDP | 169,482 | 1,348 | null | null |
e5f100d2-2902-4671-bdd8-b05424013919 | 2025-05-08T15:29:50 | ids_alert | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|low| desc=Palo Alto Cortex Alert: Cloud API Abuse detected from 190.39.173.66 targeting 204.86.102.177 MITRE Technique: T1053.005 | Associated Threat Actor: APT41 | {
"geo_location": "Cote d'Ivoire",
"device_hash": "817dd0a6459612261a1b120cdc34584eae9fde4081b4da7b294617a6235c27f0",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; tig-ER; rv:1.9.0.20) Gecko/7030-01-07 09:22:18 Firefox/3.8",
"session_id": "59a2bb90-5646-4d63-9848-72368b8beb4d",
"risk_score": 41.93,
"confiden... | null | null | null | null | null | MITRE Technique: T1053.005 | Associated Threat Actor: APT41 | Palo Alto Cortex Alert: Cloud API Abuse detected from 190.39.173.66 targeting 204.86.102.177 MITRE Technique: T1053.005 | Associated Threat Actor: APT41 | null | null | null | null | 190.39.173.66 | 204.86.102.177 | Cloud API Abuse | SIG-7552 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
aa75f57f-ca13-4196-b468-c716c86019c9 | 2025-03-18T04:17:56 | endpoint | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism /walk/bank.docx by heathermelton MITRE Technique: T1574.002 | {
"geo_location": "Eritrea",
"device_hash": "a11a32e5ca7b402ae151ab1a53667d70a087622e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/3.1)",
"session_id": "d4c0ad35-81c7-494f-821c-ab2a9516d6f4",
"risk_score": 28.79,
"confidence": 0.47
} | heathermelton | persistence_mechanism | /walk/bank.docx | 2,665 | cmd.exe | MITRE Technique: T1574.002 | Endpoint persistence_mechanism /walk/bank.docx by heathermelton MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
830a1389-f9ba-4427-9dcf-49e1678bf935 | 2025-04-22T14:07:52 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth timeout for hudsonpaula via key from 5.18.137.158 No additional info noise=myself|pick|our | {
"geo_location": "Gambia",
"device_hash": "333ad449b519ab2ff3d3dc309c6f5a63773fd7ae",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_1_3 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/14.6k6652.0 Mobile/62C059 Safari/531.1",
"session_id": "007048af-7e8a-4b05-831a-9ba4a0336786",
"risk_score": 63.... | hudsonpaula | timeout | null | null | null | No additional info | Auth timeout for hudsonpaula via key from 5.18.137.158 No additional info | null | null | null | null | 5.18.137.158 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | c3:95:34:7b:ad:a3 |
60bd8527-b053-45c6-a97e-dba8e3ca96a9 | 2025-04-24T17:02:06 | endpoint | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection /travel/follow.numbers by michelle88 No additional info | {
"geo_location": "Turkmenistan",
"device_hash": "61ab64de2c77602209267a7d7c060cf8c113e38e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_3 rv:3.0; bem-ZM) AppleWebKit/531.21.7 (KHTML, like Gecko) Version/5.1 Safari/531.21.7",
"session_id": "83d6a84c-5a05-4582-bc03-5021612fad80",
"risk_score": 4... | michelle88 | memory_injection | /travel/follow.numbers | 9,608 | cmd.exe | No additional info | Endpoint memory_injection /travel/follow.numbers by michelle88 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6b90088a-4e98-4f07-afde-232d16b59007 | 2025-05-09T08:33:52 | cloud | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in OCI by bradfordronald No additional info noise=EE8B33CE | {
"geo_location": "Dominica",
"device_hash": "a8f3ac2a7750954ac328864401e584434f65f528e58fbc7e95de852e25117627",
"user_agent": "Opera/8.82.(Windows NT 6.0; ak-GH) Presto/2.9.184 Version/10.00",
"session_id": "5b87636f-f198-438f-87d7-957c34a787c0",
"risk_score": 39.92,
"confidence": 0.81
} | bradfordronald | api_abuse | null | null | null | No additional info | Cloud api_abuse in OCI by bradfordronald No additional info | null | null | null | null | null | null | null | null | null | OCI | res-2581efa6 | null | null | null | null | null | null | null | null | null | null |
362dda0d-c7fa-49e8-8d30-e7c48babaf02 | 2025-04-29T09:20:34 | ids_alert | AlienVault v5.7.0 | emergency | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|emergency| desc=AlienVault Alert: Domain Fronting detected from 10.103.153.130 targeting N/A No additional info | {
"geo_location": "Burundi",
"device_hash": "1c9ae142893fde599c9b4eb9d66000ba1334fd5b4efbdaae905f4b2591121887",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; it-IT) AppleWebKit/535.45.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6535.45.2",
"session_id": "7faf4de4-76eb-49a7-99... | null | null | null | null | null | No additional info | AlienVault Alert: Domain Fronting detected from 10.103.153.130 targeting N/A No additional info | null | null | null | null | 10.103.153.130 | N/A | Domain Fronting | SIG-8828 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
38daec46-9e19-4543-a4cf-7c3f870f24be | 2025-03-02T23:35:19 | network | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|critical| desc=Network connection from 167.248.212.133 to 102.54.178.198 MITRE Technique: T1190 noise=tag/categories/category | {
"geo_location": "Argentina",
"device_hash": "50f17d163e241af927014fefdef596d71ce13bda7b9ce1f1a1b16939d81c5b00",
"user_agent": "Opera/8.18.(X11; Linux x86_64; hr-HR) Presto/2.9.184 Version/10.00",
"session_id": "600796ef-4ec2-4603-8323-ca1ae3fdfc6a",
"risk_score": 45.17,
"confidence": 0.24
} | null | connection | null | null | null | MITRE Technique: T1190 | Network connection from 167.248.212.133 to 102.54.178.198 MITRE Technique: T1190 | null | null | null | null | 167.248.212.133 | 102.54.178.198 | null | null | null | null | null | null | null | null | null | null | HTTP | 620,541 | null | null | null |
33d9fdf2-3d4a-4f40-a1d1-41d4a6cdbac5 | 2025-06-23T10:47:07 | cloud | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in AWS by angela68 No additional info | {
"geo_location": "Germany",
"device_hash": "61ec2d82f8018598652a53e24a9f809364188a8e939ff8befc8555a657a467c2",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; mr-IN; rv:1.9.1.20) Gecko/9973-10-19 07:02:40 Firefox/6.0",
"session_id": "a161c579-72f3-4e04-a24b-3c12da288457",
"risk_score": 40.34,
"confidence": 0.... | angela68 | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in AWS by angela68 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-2764ea1d | null | null | null | null | null | null | null | null | null | null |
b0c42c93-63f6-4135-af3d-5024f4b6d3f5 | 2023-08-07T23:48:46 | endpoint | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task /best/street.docx by allenmartin No additional info | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "dab261c943bbffd0a7b065207042e98e",
"user_agent": "Opera/8.30.(X11; Linux i686; ak-GH) Presto/2.9.164 Version/10.00",
"session_id": "e7d3c3cd-ca72-456a-8068-713ea4787b95",
"risk_score": 62.15,
"confidence": 0.44
} | allenmartin | scheduled_task | /best/street.docx | 568 | svchost.exe | No additional info | Endpoint scheduled_task /best/street.docx by allenmartin No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5492b1a2-66eb-4441-89d5-cb93b16548df | 2025-07-03T09:19:26 | network | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 10.239.150.59 to 139.185.34.58 MITRE Technique: T1053.005 | {
"geo_location": "Botswana",
"device_hash": "d26302d073df014944a7ea2b94af603c3d94add0",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 11_4_1 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) CriOS/31.0.888.0 Mobile/50M785 Safari/534.1",
"session_id": "3e25d62d-ee32-4298-b1b0-0d60b349f376",
"risk_score": 6... | null | data_exfiltration | null | null | null | MITRE Technique: T1053.005 | Network data_exfiltration from 10.239.150.59 to 139.185.34.58 MITRE Technique: T1053.005 | null | null | null | null | 10.239.150.59 | 139.185.34.58 | null | null | null | null | null | null | null | null | null | null | ICMP | 727,301 | null | null | null |
b6924389-fa55-464e-a0f1-1152b43e1141 | 2025-05-04T23:36:11 | iot | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat physical_tamper MITRE Technique: T1190 | {
"geo_location": "Iran",
"device_hash": "5fae71eb195c4a92cc6c957d0a726ee84af93448",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_3; rv:1.9.5.20) Gecko/7938-01-16 07:25:23 Firefox/3.8",
"session_id": "e3efbf10-4644-422d-b033-f54654ae3b6e",
"risk_score": 46.81,
"confidence": 0.36
} | null | physical_tamper | null | null | null | MITRE Technique: T1190 | IoT device Thermostat physical_tamper MITRE Technique: T1190 | null | Thermostat | iot-0f0d8d66 | 4.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
902eba47-838d-4830-a6b2-d6faf76f8c1d | 2025-06-21T05:26:27 | cloud | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in AWS by beanmelissa No additional info noise=thing|eye|under | {
"geo_location": "Gambia",
"device_hash": "e07411dc72ea138070c79017ef3c9470",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; ce-RU; rv:1.9.2.20) Gecko/9863-09-29 06:59:48 Firefox/3.6.17",
"session_id": "1922d336-9bfd-40e7-a10d-e14cd9f18252",
"risk_score": 56.91,
"confidence": 0.78
} | beanmelissa | shadow_it | null | null | null | No additional info | Cloud shadow_it in AWS by beanmelissa No additional info | null | null | null | null | null | null | null | null | null | AWS | res-dba71f3f | null | null | null | null | null | null | null | null | null | null |
8d33063a-9caf-4143-9eb9-80c34fa27e09 | 2025-06-18T21:55:51 | endpoint | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load fill by navarromichael No additional info | {
"geo_location": "Guam",
"device_hash": "701d6a1d3d86f5e62ceff2c8ce0aa1d8",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/531.22.3 (KHTML, like Gecko) Version/4.0 Safari/531.22.3",
"session_id": "223fab3c-e3f0-4f93-92e7-ac3313b6a95e",
"risk_score": 69.59,
"confidence": 0.96
} | navarromichael | driver_load | fill | 6,930 | cmd.exe | No additional info | Endpoint driver_load fill by navarromichael No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
30e91b64-3d03-4a91-af2d-9dafd0a74226 | 2025-03-28T02:02:38 | ids_alert | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=LogRhythm Alert: DDoS detected from 168.86.140.200 targeting N/A No additional info | {
"geo_location": "Algeria",
"device_hash": "ce86572e0de9a9714203203ef427a8a7fc18f095",
"user_agent": "Opera/8.83.(Windows NT 4.0; ja-JP) Presto/2.9.162 Version/11.00",
"session_id": "bd0335d5-f72e-4803-89f0-0e7e8185bd38",
"risk_score": 68.79,
"confidence": 0.62
} | null | null | null | null | null | No additional info | LogRhythm Alert: DDoS detected from 168.86.140.200 targeting N/A No additional info | null | null | null | null | 168.86.140.200 | N/A | DDoS | SIG-8793 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
e90506b3-42af-4b2c-8683-3e97e0b0ed70 | 2025-06-14T08:35:03 | ai | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by johnsonderek MITRE Technique: T1486 | {
"geo_location": "Algeria",
"device_hash": "029504843414f486ae26ee1890683fba6d25f13af0277b3bdad94b794677ecee",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/13.0.821.0 Mobile/16U946 Safari/532.2",
"session_id": "9bd898f1-0d24-46f2-9481-7a17a83... | johnsonderek | fine_tuning | null | null | null | MITRE Technique: T1486 | AI system fine_tuning by johnsonderek MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | model-76aa5f9d | 1f92fd6370e7a80e2fb78233f417c9accbc88fe41ed5dabbb3d896b07915b4b2 | 75454a3756f479bf64c35a01b1c1518dd5e380beafa9c5194cdf6f3d634555c5 | null | null | null | null | null | null | null |
b2659095-b02d-4a0a-b410-0b0280d0e236 | 2023-09-06T05:28:11 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by xgallegos No additional info | {
"geo_location": "Switzerland",
"device_hash": "fa5faff39fef064737f1408936b2b392ec7053bd",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/535.6.5 (KHTML, like Gecko) Version/5.0.5 Safari/535.6.5",
"session_id": "0be28026-4f92-46c9-a555-dfcda5b63e2f",
"risk_score": 61.92,
"confidence":... | xgallegos | api_abuse | null | null | null | No additional info | AI system api_abuse by xgallegos No additional info | null | null | null | null | null | null | null | null | null | null | null | model-95a79285 | 30684e504db773b28937834eecac280ec0ccdd409b173f7eb0ce4caec5e6ef2b | 0dfbd065961691ed162da10d3c777756153403b0 | null | null | null | null | null | null | null |
1ad05442-d8ea-48d8-a061-9de46ec354fa | 2025-06-10T01:03:21 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 197.20.28.52 to 133.175.102.136 Associated Threat Actor: Inception Framework | {
"geo_location": "Brazil",
"device_hash": "64b0812a27f30a881b51fed8f385a79a",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; nb-NO; rv:1.9.0.20) Gecko/8893-03-23 08:37:45 Firefox/3.6.9",
"session_id": "09b726a5-9d69-4270-9ec3-59a7baf654e3",
"risk_score": 74.58,
"confidence": 0.86
} | null | protocol_anomaly | null | null | null | Associated Threat Actor: Inception Framework | Network protocol_anomaly from 197.20.28.52 to 133.175.102.136 Associated Threat Actor: Inception Framework | null | null | null | null | 197.20.28.52 | 133.175.102.136 | null | null | null | null | null | null | null | null | null | null | HTTP | 743,658 | null | null | null |
9af12996-b5a4-4083-93c6-bcbe571dfe6e | 2025-02-23T03:12:55 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth bypass for hallpatrick via biometric from 75.175.4.175 No additional info noise=QmVuZWZpdC4= | {
"geo_location": "San Marino",
"device_hash": "17a605d42e6aaaeda1b6d73ba2f675a1",
"user_agent": "Opera/9.14.(X11; Linux i686; ti-ET) Presto/2.9.173 Version/10.00",
"session_id": "c40575e5-7f38-4ea7-99a0-602c5b59b672",
"risk_score": 24.23,
"confidence": 0.44
} | hallpatrick | bypass | null | null | null | No additional info | Auth bypass for hallpatrick via biometric from 75.175.4.175 No additional info | null | null | null | null | 75.175.4.175 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 0c:cb:a9:5a:34:d6 |
ae0f5a14-2a4d-4956-be82-5cd0706e9192 | 2025-04-23T18:04:25 | firewall | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny RDP traffic from 208.95.58.100:173 to 101.203.199.98:385 Unconventional IOC: GPU memory artifacts | {
"geo_location": "Haiti",
"device_hash": "a5a566fb9519f514954a8c34b3649c4e9e2825635a47e3adf778e9cc78ecb2e9",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/27.0.800.0 Mobile/77C013 Safari/531.1",
"session_id": "b33c4c03-280f-413d-afb7-fd3ce56793a... | null | deny | null | null | null | Unconventional IOC: GPU memory artifacts | Firewall deny RDP traffic from 208.95.58.100:173 to 101.203.199.98:385 Unconventional IOC: GPU memory artifacts | null | null | null | null | 208.95.58.100 | 101.203.199.98 | null | null | null | null | null | null | null | null | 173 | 385 | RDP | 430,678 | 3,465 | null | null |
017a185b-33c8-4430-b74a-469cb61792cd | 2025-04-24T02:46:10 | cloud | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in OCI by robert13 Associated Threat Actor: Inception Framework | {
"geo_location": "Norfolk Island",
"device_hash": "dc2284f6ce0e7ef41e5f3deb26ecfb60",
"user_agent": "Opera/8.31.(X11; Linux x86_64; is-IS) Presto/2.9.171 Version/12.00",
"session_id": "f3971dea-2af6-420c-bd99-05feede323d1",
"risk_score": 14.8,
"confidence": 0.34
} | robert13 | permission_escalation | null | null | null | Associated Threat Actor: Inception Framework | Cloud permission_escalation in OCI by robert13 Associated Threat Actor: Inception Framework | null | null | null | null | null | null | null | null | null | OCI | res-8a5e63c6 | null | null | null | null | null | null | null | null | null | null |
7bc5509d-cc82-4079-970b-7ba446ba1a2c | 2025-06-01T07:09:58 | endpoint | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install top by sherryblair No additional info | {
"geo_location": "Tajikistan",
"device_hash": "e697bdc61de80c0a7a81400aea3dd8f3938ccdf6",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; wal-ET) AppleWebKit/535.11.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6535.11.4",
"session_id": "2edd0a99-f8de-42bf-8fb5-0a86fbe60bfe",
... | sherryblair | service_install | top | 4,901 | powershell.exe | No additional info | Endpoint service_install top by sherryblair No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
08b8b4a4-ef1f-40f5-82b8-cb27215a1a14 | 2025-02-28T00:45:39 | firewall | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|high| desc=Firewall drop HTTP traffic from 20.130.238.122:489 to 214.153.238.130:982 No additional info | {
"geo_location": "Niger",
"device_hash": "ca519ed3bab5fd0c502d3fad38df9c055536537b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/4.0)",
"session_id": "096f6259-39df-4a73-99be-310e9d4e9d3e",
"risk_score": 30.67,
"confidence": 0.01
} | null | drop | null | null | null | No additional info | Firewall drop HTTP traffic from 20.130.238.122:489 to 214.153.238.130:982 No additional info | null | null | null | null | 20.130.238.122 | 214.153.238.130 | null | null | null | null | null | null | null | null | 489 | 982 | HTTP | 457,728 | 2,801 | null | null |
ce6af364-6db0-4a61-9453-57b046b8e8b2 | 2025-05-08T08:42:49 | auth | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|low| desc=Auth challenge for vcarter via MFA from 186.182.110.6 No additional info | {
"geo_location": "Hong Kong",
"device_hash": "02c9ec666f8005ab4eb6ce1cb02cf79035496574",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/5.1)",
"session_id": "d8128479-aaa7-457b-af50-70f0e3697daa",
"risk_score": 74.06,
"confidence": 0.98
} | vcarter | challenge | null | null | null | No additional info | Auth challenge for vcarter via MFA from 186.182.110.6 No additional info | null | null | null | null | 186.182.110.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | be:fd:78:65:34:3f |
bb73af67-8407-4511-9e55-179feccc8c04 | 2025-04-23T18:40:12 | network | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|high| desc=Network disconnection from 130.11.3.124 to 47.100.61.66 MITRE Technique: T1059.001 | DGA domain detected | {
"geo_location": "Cook Islands",
"device_hash": "6c67457b01fcca6072cfe55c411518a1",
"user_agent": "Opera/8.66.(X11; Linux i686; lo-LA) Presto/2.9.181 Version/12.00",
"session_id": "66b004a9-f098-4b25-bb73-dc6be317c981",
"risk_score": 83.79,
"confidence": 0.81
} | null | disconnection | null | null | null | MITRE Technique: T1059.001 | DGA domain detected | Network disconnection from 130.11.3.124 to 47.100.61.66 MITRE Technique: T1059.001 | DGA domain detected | null | null | null | null | 130.11.3.124 | 47.100.61.66 | null | null | null | null | null | null | null | null | null | null | TCP | 456,470 | null | null | null |
a6b9d85e-74dd-4eec-9932-63d122518d8b | 2025-05-03T01:58:06 | ai | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by mark80 MITRE Technique: T1059.001 | {
"geo_location": "Cote d'Ivoire",
"device_hash": "01bce5b53e2d6434e7d9acc41dc6b9ec",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/534.13.2 (KHTML, like Gecko) Version/5.0 Safari/534.13.2",
"session_id": "fd730bca-5e00-44e9-a2e7-ede4a3b4860e",
"risk_score": 74.79,
"confidence": 0.98
} | mark80 | training_data_poisoning | null | null | null | MITRE Technique: T1059.001 | AI system training_data_poisoning by mark80 MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | model-32bfb2bc | dcbc12340c37ba1e68904438a0a42431fd4c001acae2d36b661f9579b8f07200 | 6a117d801521497bd1ab713b7ddeb040fe40e940 | null | null | null | null | null | null | null |
97647dc0-3015-44e7-876d-e0ca5b865b83 | 2025-04-26T16:16:03 | cloud | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in OCI by rfrench No additional info | {
"geo_location": "Turkmenistan",
"device_hash": "db15216820f70bbcb54d0c794bc33243fff64562780f8478634f937a36754312",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_2; rv:1.9.2.20) Gecko/6661-01-07 17:09:51 Firefox/3.6.14",
"session_id": "cf99860a-dc0e-4966-ab7a-a863c28e2696",
"risk_score": 36.... | rfrench | shadow_it | null | null | null | No additional info | Cloud shadow_it in OCI by rfrench No additional info | null | null | null | null | null | null | null | null | null | OCI | res-ad565a44 | null | null | null | null | null | null | null | null | null | null |
28c2ac7c-50cc-4d0c-b8a3-4e14f8b68205 | 2025-04-16T11:33:49 | ids_alert | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=Tanium Alert: XSS detected from 19.189.225.61 targeting 199.181.121.46 MITRE Technique: T1134.001 noise=analysis|music|story | {
"geo_location": "Russia",
"device_hash": "4acf6234cf97134d1388b99084883eec",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/4.1)",
"session_id": "c6ce700b-cfa3-4c48-a5a6-e2eb65b24ca6",
"risk_score": 21.08,
"confidence": 0.87
} | null | null | null | null | null | MITRE Technique: T1134.001 | Tanium Alert: XSS detected from 19.189.225.61 targeting 199.181.121.46 MITRE Technique: T1134.001 | null | null | null | null | 19.189.225.61 | 199.181.121.46 | XSS | SIG-7884 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
0491925c-cad1-4212-a8ac-2803e2c3525f | 2025-02-07T08:41:55 | network | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 175.65.115.236 to 171.138.33.209 No additional info | {
"geo_location": "Finland",
"device_hash": "781b611ca111a7e8e28720445aacb1cfa9fe6129fcbb83f7aabeab1d25368129",
"user_agent": "Opera/9.62.(X11; Linux i686; ss-ZA) Presto/2.9.163 Version/12.00",
"session_id": "5950235a-0c88-42ba-9f9b-092f62e5df9b",
"risk_score": 87.08,
"confidence": 0.25
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 175.65.115.236 to 171.138.33.209 No additional info | {
"baseline_deviation": 1.55,
"entropy": 7.23,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 175.65.115.236 | 171.138.33.209 | null | null | null | null | null | null | null | null | null | null | HTTPS | 243,993 | null | null | null |
dc695a34-ac9b-4ac6-ac85-1365dbfc1eb7 | 2025-05-31T22:14:35 | auth | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|high| desc=Auth bypass for gregoryarmstrong via key from 209.163.145.49 No additional info | {
"geo_location": "Japan",
"device_hash": "cbc95537d109e456125f43eba8a9be89363c5820f5cfb4588d151e748df54b61",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/5.1)",
"session_id": "9bbd622d-556a-42ae-90a0-725202cba434",
"risk_score": 68.53,
"confidence": 0.85
} | gregoryarmstrong | bypass | null | null | null | No additional info | Auth bypass for gregoryarmstrong via key from 209.163.145.49 No additional info | null | null | null | null | 209.163.145.49 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 4a:f5:ca:f6:a5:f5 |
49b2dedf-826f-4af5-9afa-0a6b48b200bb | 2025-04-05T01:21:30 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 10.78.67.11 to 24.241.137.112 No additional info | {
"geo_location": "Suriname",
"device_hash": "a04ca2b39b9c4d2c60e768e987a7eb8be6e2a8c3",
"user_agent": "Opera/9.76.(Windows 98; fy-NL) Presto/2.9.172 Version/11.00",
"session_id": "9d959723-b14f-45f4-bc90-0cb4784aca43",
"risk_score": 65.35,
"confidence": 0.95
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 10.78.67.11 to 24.241.137.112 No additional info | null | null | null | null | 10.78.67.11 | 24.241.137.112 | null | null | null | null | null | null | null | null | null | null | ICMP | 846,544 | null | null | null |
37b9464b-6f9d-4a9b-8766-85ff462c2843 | 2025-05-26T12:13:01 | firewall | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall deny RDP traffic from 161.223.20.147:330 to 63.251.232.27:231 Associated Threat Actor: Mustang Panda | {
"geo_location": "Palau",
"device_hash": "fc5f24bf961442abef667ed1abeb200ce00075ebbce2084a982eb86492243197",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/4.0)",
"session_id": "cb7b37cd-54fe-432a-a26c-30d752dd5f5a",
"risk_score": 32.99,
"confidence": 0.07
} | null | deny | null | null | null | Associated Threat Actor: Mustang Panda | Firewall deny RDP traffic from 161.223.20.147:330 to 63.251.232.27:231 Associated Threat Actor: Mustang Panda | null | null | null | null | 161.223.20.147 | 63.251.232.27 | null | null | null | null | null | null | null | null | 330 | 231 | RDP | 863,376 | 1,883 | null | null |
afe27ce8-b07c-4c33-bd46-7957bd74d0e0 | 2025-04-27T17:47:47 | cloud | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in Alibaba by gregorymueller MITRE Technique: T1218.011 | {
"geo_location": "North Korea",
"device_hash": "6619f6446c4ccda2465b299f197f36c2",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/56.0.839.0 Safari/532.2",
"session_id": "3d0e384b-3f80-4ed2-886a-f1261fcb9e98",
"risk_score": 68.59,
"confidence": 0.93
} | gregorymueller | container_escape | null | null | null | MITRE Technique: T1218.011 | Cloud container_escape in Alibaba by gregorymueller MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | Alibaba | res-d355c346 | null | null | null | null | null | null | null | null | null | null |
a7a0f007-5905-46bf-aea8-eaa614c5fb85 | 2025-03-14T22:29:47 | auth | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for franciscopoole via passwordless from 72.109.50.42 Unconventional IOC: CPU microcode changes | {
"geo_location": "Venezuela",
"device_hash": "6934d18e0b58cedf941751bd8875f439942b72c123dfb111deeef90af17cd7d5",
"user_agent": "Opera/8.28.(X11; Linux x86_64; uz-UZ) Presto/2.9.165 Version/11.00",
"session_id": "e83eee6c-22a0-4fe0-8c44-c7d4963857ce",
"risk_score": 49.86,
"confidence": 0.11
} | franciscopoole | bypass | null | null | null | Unconventional IOC: CPU microcode changes | Auth bypass for franciscopoole via passwordless from 72.109.50.42 Unconventional IOC: CPU microcode changes | null | null | null | null | 72.109.50.42 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | f7:53:01:98:81:99 |
d4cdab26-fe82-4fba-8e6a-58b71b4053b0 | 2025-02-13T20:58:14 | firewall | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|low| desc=Firewall allow TCP traffic from 79.16.152.66:789 to 184.22.39.35:272 No additional info | {
"geo_location": "Poland",
"device_hash": "c2afd19a0d02ef1dda329a6dbd4930b2",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_2 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/11.9f3538.0 Mobile/53O912 Safari/531.2",
"session_id": "ab4c191d-745b-434c-86ab-be90ac2967ba",
"risk_score": 72.07,... | null | allow | null | null | null | No additional info | Firewall allow TCP traffic from 79.16.152.66:789 to 184.22.39.35:272 No additional info | null | null | null | null | 79.16.152.66 | 184.22.39.35 | null | null | null | null | null | null | null | null | 789 | 272 | TCP | 497,446 | 540 | null | null |
3423a520-9c54-49ca-b324-7fba8dd5cb5a | 2025-07-07T14:00:12 | iot | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC unusual_activity MITRE Technique: T1071.001 | {
"geo_location": "Papua New Guinea",
"device_hash": "412dcad2da44256a3e2311c7946ccb9accac1394",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/3.0)",
"session_id": "e5d05db8-bcf0-4406-b381-0b2bfadd9136",
"risk_score": 40.34,
"confidence": 0.37
} | null | unusual_activity | null | null | null | MITRE Technique: T1071.001 | IoT device HVAC unusual_activity MITRE Technique: T1071.001 | null | HVAC | iot-87185b79 | 8.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7ca93796-7966-473b-ae6d-90b1907f69d8 | 2025-04-13T06:02:48 | firewall | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only UDP traffic from 203.126.207.42:23969 to 10.170.42.112:555 No additional info noise=app | {
"geo_location": "Equatorial Guinea",
"device_hash": "aa23f68a1f3109f41d72bf27e5e908c7",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_8 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/36.0.822.0 Mobile/42L374 Safari/532.0",
"session_id": "27498483-fe2b-4b7d-bf9e-5f538f2eb668",
"risk_scor... | null | log-only | null | null | null | No additional info | Firewall log-only UDP traffic from 203.126.207.42:23969 to 10.170.42.112:555 No additional info | null | null | null | null | 203.126.207.42 | 10.170.42.112 | null | null | null | null | null | null | null | null | 23,969 | 555 | UDP | 241,030 | 2,885 | null | null |
f6827e3c-4af6-4312-86c9-31a2a371bd4a | 2025-05-30T18:10:16 | ids_alert | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|high| desc=Snort Alert: DNS Tunneling detected from 215.25.20.184 targeting 10.79.40.233 No additional info noise=bad|face|project | {
"geo_location": "Uganda",
"device_hash": "00dbcfc7ea6aa84f7dd2a6a870bf92161c324bce",
"user_agent": "Opera/9.79.(Windows NT 5.1; lt-LT) Presto/2.9.160 Version/11.00",
"session_id": "f8a6955a-fae5-48e5-b488-2e72d4d00ea1",
"risk_score": 47.68,
"confidence": 0.95
} | null | null | null | null | null | No additional info | Snort Alert: DNS Tunneling detected from 215.25.20.184 targeting 10.79.40.233 No additional info | null | null | null | null | 215.25.20.184 | 10.79.40.233 | DNS Tunneling | SIG-7830 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
4651c8f6-2962-402e-bcd1-cb191e03efab | 2025-03-08T12:45:13 | iot | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat protocol_violation No additional info | {
"geo_location": "El Salvador",
"device_hash": "b018dafc4a048a65740093c103d0b620676fff01",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/3.0)",
"session_id": "c5ce0e2d-1a72-4a64-a8ed-a6515c8056be",
"risk_score": 68.6,
"confidence": 0.59
} | null | protocol_violation | null | null | null | No additional info | IoT device Thermostat protocol_violation No additional info | null | Thermostat | iot-ef8a4255 | 2.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c8208432-3ead-4199-84b4-379ca7ac546e | 2025-06-22T06:11:45 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth failed for shaffermegan via OAuth from 112.2.109.240 MITRE Technique: T1204.002 | {
"geo_location": "Christmas Island",
"device_hash": "7cac9cf6586138cd8cf092435691a693",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/534.49.7 (KHTML, like Gecko) Version/5.0 Safari/534.49.7",
"session_id": "df883757-07aa-4619-bd28-e9ca6058040d",
"risk_score": 32.36,
"confide... | shaffermegan | failed | null | null | null | MITRE Technique: T1204.002 | Auth failed for shaffermegan via OAuth from 112.2.109.240 MITRE Technique: T1204.002 | null | null | null | null | 112.2.109.240 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 96:13:73:12:25:43 |
1ad6528c-cb2c-434d-8963-78a2a9a6815b | 2025-05-31T14:14:29 | iot | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|high| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Cayman Islands",
"device_hash": "201ec3d9ebd77a6c95adc6b902dbe0342e8fca39",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; aa-ER; rv:1.9.1.20) Gecko/9959-04-16 14:31:16 Firefox/3.8",
"session_id": "5dd29a0e-f5a7-402d-994a-af3d0d1eface",
"risk_score": 48.06,
"confidence": 0.53
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | null | Camera | iot-c06dc2cf | 3.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
16cd3855-897d-4040-bff4-7f759b229cb0 | 2025-01-25T12:28:21 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 150.17.174.94 to 62.247.102.189 No additional info | {
"geo_location": "Sweden",
"device_hash": "0ea36919435ad040088c4848f6955f7b9ac81ca1f047cae145ffc946fd9c1a4b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/532.41.7 (KHTML, like Gecko) Version/5.1 Safari/532.41.7",
"session_id": "0d513d6b-19e9-4ed0-b8ab-27d1d0030768",
"risk_score": 35.3... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 150.17.174.94 to 62.247.102.189 No additional info | null | null | null | null | 150.17.174.94 | 62.247.102.189 | null | null | null | null | null | null | null | null | null | null | HTTPS | 288,845 | null | null | null |
7c30703c-5f64-4eb7-9a64-0134759afe37 | 2025-01-15T21:50:22 | ai | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by robert24 Associated Threat Actor: APT38 | {
"geo_location": "Malta",
"device_hash": "15d1bfb7f991e24b87fe6c884aa5a167d8db202b",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.3) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/52.0.865.0 Safari/536.1",
"session_id": "6c6cb087-12e9-46a2-8054-08cad9d6a19c",
"risk_score": 47.68,
"confidence": 0.96
} | robert24 | prompt_injection | null | null | null | Associated Threat Actor: APT38 | AI system prompt_injection by robert24 Associated Threat Actor: APT38 | null | null | null | null | null | null | null | null | null | null | null | model-d0e7e217 | 24d8806d5bc020dc3a56c89c7c2c3fa7 | ce1be81059f16f81e3721f8960b3a887993f422c | null | null | null | null | null | null | null |
e5f8da8d-3750-46b1-a766-67e62cf2cef7 | 2025-01-19T20:56:06 | firewall | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny DNS traffic from 65.177.189.58:847 to 47.48.160.64:210 MITRE Technique: T1078.004 | {
"geo_location": "Portugal",
"device_hash": "a82dac428ebe3c1f6463b283d05d2af57e801cae",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/533.43.5 (KHTML, like Gecko) Version/5.1 Safari/533.43.5",
"session_id": "5c856347-d7ab-46c1-a4e4-9ca24cfe6b3c",
"risk_score": 46.64,
"confidence": 0.75
} | null | deny | null | null | null | MITRE Technique: T1078.004 | Firewall deny DNS traffic from 65.177.189.58:847 to 47.48.160.64:210 MITRE Technique: T1078.004 | null | null | null | null | 65.177.189.58 | 47.48.160.64 | null | null | null | null | null | null | null | null | 847 | 210 | DNS | 147,572 | 1,599 | null | null |
7b91fbdd-fd40-40fd-b050-b4e1c5b578cf | 2025-03-03T12:50:04 | firewall | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine SSH traffic from 195.77.190.3:755 to 91.33.116.203:316 No additional info | {
"geo_location": "Cameroon",
"device_hash": "acd696e18ec0084c4482630bf07a7df8",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/535.32.5 (KHTML, like Gecko) Version/5.0.2 Safari/535.32.5",
"session_id": "47b352f9-46ae-4ce5-bc20-a131a4c4d9c5",
"risk_score": 51.54,
"confidence": 0.55
} | null | quarantine | null | null | null | No additional info | Firewall quarantine SSH traffic from 195.77.190.3:755 to 91.33.116.203:316 No additional info | null | null | null | null | 195.77.190.3 | 91.33.116.203 | null | null | null | null | null | null | null | null | 755 | 316 | SSH | 43,211 | 1,490 | null | null |
ce5b3eed-ed4b-491f-9f45-acc229e3fe89 | 2025-02-12T11:00:15 | network | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 27.29.92.37 to 37.225.106.152 No additional info | {
"geo_location": "British Virgin Islands",
"device_hash": "b5f6afa7ddb6f3f18ea259bf343d1cc23b42ba82",
"user_agent": "Opera/9.78.(X11; Linux x86_64; fo-FO) Presto/2.9.164 Version/11.00",
"session_id": "f8824812-b2ce-4e9a-83c6-1f2e76197837",
"risk_score": 24.48,
"confidence": 0.25
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 27.29.92.37 to 37.225.106.152 No additional info | null | null | null | null | 27.29.92.37 | 37.225.106.152 | null | null | null | null | null | null | null | null | null | null | UDP | 65,707 | null | null | null |
c942233c-32f7-451a-a44e-7479ee6c5a58 | 2025-05-27T14:34:52 | endpoint | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task mouth by nicole51 No additional info | {
"geo_location": "Japan",
"device_hash": "0ab0efc700bb3609451c41de4732039b133d18e16c563c07a8d739a8a122aabc",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; sd-IN) AppleWebKit/531.3.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6531.3.2",
"session_id": "af3e78bb-09b9-4898-ac2f-e... | nicole51 | scheduled_task | mouth | 7,261 | cmd.exe | No additional info | Endpoint scheduled_task mouth by nicole51 No additional info | {
"baseline_deviation": 2.05,
"entropy": 3.23,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
528700ef-2e39-40e4-8fae-ecdeeefee175 | 2025-02-03T13:26:56 | ai | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by kimberly56 MITRE Technique: T1110.003 | {
"geo_location": "Uruguay",
"device_hash": "8c6228899bd0344b8d4077d65b6b855bbe2b2f88",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_4 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/15.2x5623.0 Mobile/80G184 Safari/536.2",
"session_id": "6af5cb38-c4e9-4365-9298-61a23c918fd0",
"risk_score": 4... | kimberly56 | training_data_poisoning | null | null | null | MITRE Technique: T1110.003 | AI system training_data_poisoning by kimberly56 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | model-f76183a5 | c340edfd062dcc70e7678648001c3802b2f43954 | ae89346ef13c6530c883126dcfc0690f | null | null | null | null | null | null | null |
dff8bba4-7b38-4265-b505-ea4622fdd5b8 | 2025-04-22T12:09:34 | endpoint | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism player by tiffanymcguire No additional info noise=explore/wp-content/posts | {
"geo_location": "Korea",
"device_hash": "736fc368cbeed1c1644b6cbf31611349",
"user_agent": "Opera/8.60.(Windows 95; nr-ZA) Presto/2.9.167 Version/11.00",
"session_id": "b031bae8-7553-41d1-8a5c-b53acc4f6040",
"risk_score": 52.93,
"confidence": 0.52
} | tiffanymcguire | persistence_mechanism | player | 4,386 | svchost.exe | No additional info | Endpoint persistence_mechanism player by tiffanymcguire No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0a079cf2-2c49-4ef0-aef7-a8485d1cf18d | 2025-04-11T19:20:54 | firewall | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only SSH traffic from 211.147.252.48:651 to 96.15.232.238:1022 MITRE Technique: T1547.001 | {
"geo_location": "Guinea",
"device_hash": "482d0c4a79c975fea9dcd2b8ae24394daed4e8a0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/4.0)",
"session_id": "eb44f10c-9109-49d9-89d0-93324fe362b3",
"risk_score": 11.64,
"confidence": 0.92
} | null | log-only | null | null | null | MITRE Technique: T1547.001 | Firewall log-only SSH traffic from 211.147.252.48:651 to 96.15.232.238:1022 MITRE Technique: T1547.001 | null | null | null | null | 211.147.252.48 | 96.15.232.238 | null | null | null | null | null | null | null | null | 651 | 1,022 | SSH | 304,869 | 93 | null | null |
6bb34d49-f951-4b5b-8417-36f5d5ba4bd9 | 2025-02-07T07:20:30 | network | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|high| desc=Network disconnection from 50.158.14.104 to 175.179.157.11 No additional info noise=last|close|born | {
"geo_location": "Cote d'Ivoire",
"device_hash": "b45c3542931158adf8ca51bf4a8466dd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "97aa2396-c464-409e-a923-8e1f849e5218",
"risk_score": 17.7,
"confidence": 0.48
} | null | disconnection | null | null | null | No additional info | Network disconnection from 50.158.14.104 to 175.179.157.11 No additional info | null | null | null | null | 50.158.14.104 | 175.179.157.11 | null | null | null | null | null | null | null | null | null | null | UDP | 555,222 | null | null | null |
6ef52ccb-ef84-4100-94a0-afeca3db5339 | 2025-05-28T21:53:53 | iot | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC unusual_activity MITRE Technique: T1204.002 | {
"geo_location": "Jordan",
"device_hash": "38389e6dbcc2d0e95cc08f879de173d74c937c3d59ee25863d84dff82cf15883",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/3436-04-23 03:38:03 Firefox/3.6.17",
"session_id": "6e1be16f-32f4-449c-b9ea-f07de300b8f9",
"risk_score": 80.16,
"confidence": 0.44
} | null | unusual_activity | null | null | null | MITRE Technique: T1204.002 | IoT device HVAC unusual_activity MITRE Technique: T1204.002 | null | HVAC | iot-7a6d8911 | 10.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b4cf7c38-0bb0-407d-a5b2-3f3e0d5a4120 | 2025-07-02T14:38:42 | endpoint | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec /little/practice.xlsx by zshaw No additional info | {
"geo_location": "Trinidad and Tobago",
"device_hash": "af4e1734d0bb4c16246573bff99a26ed16928614",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/5.0)",
"session_id": "5a2b2fe4-6d9b-420f-b3b2-9ac56cc06b89",
"risk_score": 64.99,
"confidence": 0.8
} | zshaw | wmi_exec | /little/practice.xlsx | 6,844 | explorer.exe | No additional info | Endpoint wmi_exec /little/practice.xlsx by zshaw No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
41b255c8-733c-4e57-9dd4-0e4194dcbc17 | 2025-04-24T04:48:45 | iot | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor command_injection MITRE Technique: T1110.003 | Unconventional IOC: CPU microcode changes | {
"geo_location": "Bangladesh",
"device_hash": "d1bd19dea76b5fc4b3b43ef25aa8cc54",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/5.1)",
"session_id": "f7a907c9-a82d-4156-98b9-53ef16c42dc9",
"risk_score": 86.56,
"confidence": 0.24
} | null | command_injection | null | null | null | MITRE Technique: T1110.003 | Unconventional IOC: CPU microcode changes | IoT device Sensor command_injection MITRE Technique: T1110.003 | Unconventional IOC: CPU microcode changes | null | Sensor | iot-0608bbf0 | 7.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0b19b644-b8b2-4789-aad2-733f1e1c0110 | 2025-03-05T15:21:27 | firewall | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|low| desc=Firewall drop SMB traffic from 10.9.56.236:788 to 160.13.137.14:821 No additional info | {
"geo_location": "Dominica",
"device_hash": "935349d222c028ee70e0f00145bb5aae2ca90e832ce6d3d0b0703d38093ca1aa",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/61.0.892.0 Safari/532.0",
"session_id": "35fb6aaa-7149-4f8c-93ac-e31cf0a9998e",
"risk_score": 73.88,
"c... | null | drop | null | null | null | No additional info | Firewall drop SMB traffic from 10.9.56.236:788 to 160.13.137.14:821 No additional info | null | null | null | null | 10.9.56.236 | 160.13.137.14 | null | null | null | null | null | null | null | null | 788 | 821 | SMB | 296,520 | 1,499 | null | null |
cbd28817-a883-45c6-96a5-82ca09ffd36c | 2025-03-30T03:54:38 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth challenge for jeffery80 via password from 154.107.211.140 MITRE Technique: T1110.003 | Unconventional IOC: TPM attestation failures | {
"geo_location": "Serbia",
"device_hash": "28c4b540409cfe7822edf4b55162ab59",
"user_agent": "Opera/8.94.(Windows NT 10.0; fy-NL) Presto/2.9.175 Version/12.00",
"session_id": "bcba675e-fd69-4463-92a7-8283e9ade354",
"risk_score": 65.72,
"confidence": 0.29
} | jeffery80 | challenge | null | null | null | MITRE Technique: T1110.003 | Unconventional IOC: TPM attestation failures | Auth challenge for jeffery80 via password from 154.107.211.140 MITRE Technique: T1110.003 | Unconventional IOC: TPM attestation failures | null | null | null | null | 154.107.211.140 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | b4:07:a1:a2:c4:c6 |
6b77f4ac-4a50-4975-91a5-5ae4f57d1fbe | 2025-03-28T01:25:46 | firewall | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only RDP traffic from 192.47.196.51:203 to 10.46.29.150:898 MITRE Technique: T1190 | {
"geo_location": "Lesotho",
"device_hash": "f03dc668f4135cf27b9ad04f20e65a3d5316c399",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; cv-RU) AppleWebKit/532.41.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6532.41.3",
"session_id": "079d4b25-bf20-4a65-b0ee-b1270614ec5e",
"ris... | null | log-only | null | null | null | MITRE Technique: T1190 | Firewall log-only RDP traffic from 192.47.196.51:203 to 10.46.29.150:898 MITRE Technique: T1190 | {
"baseline_deviation": 2.11,
"entropy": 5.46,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 192.47.196.51 | 10.46.29.150 | null | null | null | null | null | null | null | null | 203 | 898 | RDP | 534,755 | 1,679 | null | null |
8df7aa88-20fc-4de8-a171-777822e625ec | 2025-04-29T02:15:56 | network | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 129.169.161.67 to 150.43.234.97 No additional info | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "9deca62c70f9703444067101106f05e219343c23",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/5.1)",
"session_id": "824c3d25-4ccd-410d-99bb-a47b9c5be1d4",
"risk_score": 40.48,
"confidence": 0.7
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 129.169.161.67 to 150.43.234.97 No additional info | null | null | null | null | 129.169.161.67 | 150.43.234.97 | null | null | null | null | null | null | null | null | null | null | UDP | 14,581 | null | null | null |
83801406-b53d-4204-9c69-a3f40a48b333 | 2025-06-01T10:05:53 | iot | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor physical_tamper No additional info | {
"geo_location": "Myanmar",
"device_hash": "6a0bcffc131417a7f21e56a7c5f90f68cdd3679d",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; cs-CZ) AppleWebKit/531.31.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6531.31.6",
"session_id": "45e873ee-f30c-40c5-bde5-07e50ff2ac39",
"ris... | null | physical_tamper | null | null | null | No additional info | IoT device Sensor physical_tamper No additional info | null | Sensor | iot-3112da64 | 6.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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