Systems, methods, and apparatuses for improving cybersecurity by using webpage rendering telemetry to detect webpage anomalies

A computer program product for improving cybersecurity by using webpage rendering telemetry to detect webpage anomalies, wherein the computer program product comprises at least one non-transitory computer-readable medium having computer-readable program code portions embodied therein, the computer-readable program code portions which when executed by a processing device are configured to cause the processor to perform the following operations:

• identify at least one electronic communication, wherein the at least one electronic communication comprises at least one electronic link;
• route the at least one electronic communication to a cybersecurity analyzer sandbox;
• construct, by the cybersecurity analyzer sandbox, a webpage rendering based on the at least one electronic link;
• collect, by the cybersecurity analyzer sandbox, at least one webpage telemetry data associated with the webpage rendering;
• collect, by the cybersecurity analyzer sandbox, at least one webpage rendering type data associated with the webpage rendering;
• identify at least one baseline webpage rendering, wherein the at least one baseline webpage rendering comprises at least one baseline telemetry data or at least one baseline rendering type data associated with the at least one electronic link;
• apply at least one of the at least one webpage telemetry data or the at least one webpage rendering type data and the at least one baseline webpage rendering to a webpage anomaly detection model;
• generate, by the webpage anomaly detection model, a cybersecurity score of the at least one electronic link;
• generate a blockchain-based smart contract associated with the webpage anomaly detection model, wherein the blockchain-based smart contract is based on the cybersecurity score of the at least one electronic link;
• and
• execute, based on the blockchain-based smart contract, a firewall cybersecurity rule engine based on the cybersecurity score of the at least one electronic link,
• wherein, in an instance where the cybersecurity score meets or exceeds a cybersecurity score threshold associated with the blockchain-based smart contract, execute the firewall cybersecurity rule engine to disallow access to the at least one electronic link, or
• wherein, in an instance where the cybersecurity score is below the cybersecurity score threshold associated with the blockchain-based smart contract, execute the firewall cybersecurity rule engine to allow access to the at least one electronic link.

A computer implemented method for improving cybersecurity by using webpage rendering telemetry to detect webpage anomalies, the computer implemented method comprising:

• identifying at least one electronic communication, wherein the at least one electronic communication comprises at least one electronic link;
• routing the at least one electronic communication to a cybersecurity analyzer sandbox;
• constructing, by the cybersecurity analyzer sandbox, a webpage rendering based on the at least one electronic link;
• collecting, by the cybersecurity analyzer sandbox, at least one webpage telemetry data associated with the webpage rendering;
• collecting, by the cybersecurity analyzer sandbox, at least one webpage rendering type data associated with the webpage rendering;
• identifying at least one baseline webpage rendering, wherein the at least one baseline webpage rendering comprises at least one baseline telemetry data or at least one baseline rendering type data associated with the at least one electronic link;
• applying at least one of the at least one webpage telemetry data or the at least one webpage rendering type data and the at least one baseline webpage rendering to a webpage anomaly detection model;
• generating, by the webpage anomaly detection model, a cybersecurity score of the at least one electronic link;
• generate a blockchain-based smart contract associated with the webpage anomaly detection model, wherein the blockchain-based smart contract is based on the cybersecurity score of the at least one electronic link;
• and
• execute, based on the blockchain-based smart contract, a firewall cybersecurity rule engine based on the cybersecurity score of the at least one electronic link,
• wherein, in an instance where the cybersecurity score meets or exceeds a cybersecurity score threshold associated with the blockchain-based smart contract, execute the firewall cybersecurity rule engine to disallow access to the at least one electronic link, or
• wherein, in an instance where the cybersecurity score is below the cybersecurity score threshold associated with the blockchain-based smart contract, execute the firewall cybersecurity rule engine to allow access to the at least one electronic link.