An apparatus is provided including at least one platform; an intrusion prevention system configured to communicative couple with the at least one platform; a firewall configured to communicative couple with the at least one platform; at least one first data storage configured to communicative couple with the at least one platform; and at least one second data storage configured to communicative couple with the at least one platform. The at least one platform is configured to perform a plurality of operations that collective protect one or more networked devices.

A security and compliance platform ingests content from heterogeneous collaboration platforms and processes the content to detect potential regulatory, privacy, and security risks in the conversations. One of the detections that can be applied is the identification of application windows appearing during a collaboration screen share. Because these applications may contain sensitive personally identifiable information (PII), technical trade secrets, or highly confidential corporate information, there is meaningful utility in identifying instances when these applications are shared. If applications shared on screen is detected, a corresponding workflow action may be implemented, for example flagging a session for further analysis in a review screen of the security and compliance platform.

A security and compliance platform ingests content from heterogeneous collaboration platforms and processes the content to detect potential regulatory, privacy, and security risks in the conversations. One of the detections that can be applied is the identification of application windows appearing during a collaboration screen share. Because these applications may contain sensitive personally identifiable information (PII), technical trade secrets, or highly confidential corporate information, there is meaningful utility in identifying instances when these applications are shared. If applications shared on screen is detected, a corresponding workflow action may be implemented, for example flagging a session for further analysis in a review screen of the security and compliance platform.

Embodiments are directed to monitoring communication between computers using network monitoring computers (NMCs). NMCs identify a secure communication session established between two of the computers based on an exchange of handshake information associated with the secure communication session. Key information that corresponds to the secure communication session may be obtained from a key provider such that the key information may be encrypted by the key provider. NMCs may decrypt the key information. NMCs may derive the session key based on the decrypted key information and the handshake information. NMCs may decrypt network packets included in the secure communication session. NMCs may be employed to inspect the one or more decrypted network packets to execute one or more rule-based policies.

Described herein are systems and methods for improving incident response in an information technology (IT) environment. In one implementation, an incident service initiates execution of a course of action and identifies a step in the first course of action that determines data in a first format. The incident service further determines a format requirement for a second step in the course of action and translates the data from the first format to the second format in accordance with the format requirement.

The disclosure is directed towards proxy services for the secure uploading of file-system tree structures. A method includes receiving, at a web security service, an indication that client device to upload content to a storage cloud provider. The proxy service performs a security scan of the content while the content is stored on the client device. A security and/or a privacy concern is identified in the content stored on the client device. A security and/or privacy mitigation action is performed in response to identifying the security and/or privacy concern.

Disclosed herein are techniques for detecting invalid web traffic. A method described herein involves obtaining an input sequence. The method further includes inputting the input sequence to an encoder model configured to generate an embedding from the input sequence. The method includes generating, as an output of the encoder model, an embedding. The method includes inputting the embedding to a classifier model configured to predict a vector of probability values corresponding to a plurality of classes using the embedding. A first class of the plurality of classes may be attributed to variable traffic and a second class of the plurality of classes may be attributed to repetitive traffic. The method includes predicting, as an output of the classifier, the vector of probability values. The method includes determining a machine-actor score from the vector of probability values. The method also includes outputting the machine-actor score.

A kernel driver on an endpoint uses a process cache to provide a stream of events associated with processes on the endpoint to a data recorder. The process cache can usefully provide related information about processes such as a name, type or path for the process to the data recorder through the kernel driver. Where a tamper protection cache or similarly secured repository is available, this secure information may also be provided to the data recorder for use in threat detection, forensic analysis and so forth.

A kernel driver on an endpoint uses a process cache to provide a stream of events associated with processes on the endpoint to a data recorder. The process cache can usefully provide related information about processes such as a name, type or path for the process to the data recorder through the kernel driver. Where a tamper protection cache or similarly secured repository is available, this secure information may also be provided to the data recorder for use in threat detection, forensic analysis and so forth.

An analog tamper-detection apparatus (ATAMP) for onboard analysis of a target device includes a plurality of antennas, each antenna of the plurality of antennas disposed within the target device and being electrically isolated from components of the target device. The ATAMP device further includes radio frequency (RF) front-end (RFFE) transmitter circuitry coupled to the plurality of antennas, the RFFE transmitter circuitry configured to illuminate the target device with a plurality of electromagnetic signals emitted via the plurality of antennas, to generate a plurality of mixed RF signals. The ATAMP device further includes RFFE receiver circuitry configured to receive emissions from the target device based on the mixed RF signals, and processing circuitry configured to perform subsequent analysis and evaluation of the target device based on the received emissions. The processing circuitry further generates a notification of the subsequent analysis and evaluation.