Event ID 4616 is the key Windows Security log event for "system time was changed," and it is the primary artifact to confirm and investigate time-tampering. It typically includes details such as the previous time, the new time, and the account or process context responsible, which helps the SOC determine whether the change was authorized (maintenance) or suspicious (off-hours, unusual account, unexpected host). Event ID 4618 is useful as a companion signal because it indicates monitored security-relevant conditions and can help reveal related suspicious behavior around auditing or security event patterns that may coincide with timestamp manipulation. In practice, SOC analysts correlate the time-change event with surrounding authentication events, privilege use, and process creation telemetry to identify the actor and intent. The other options do not directly target the time-change activity: 4608/4609 relate to system startup/shutdown; 4625 is failed logon and
4634 is logoff; 4624 is successful logon (useful context, but not the event that records the time modification itself). Therefore, the best pairing for investigating time tampering in the options provided is 4616 and 4618.

Reliable delivery across unreliable networks is primarily a transport-layer concern. The syslog transport layer covers how messages are transmitted between devices, relays, and collectors, including protocol choice and delivery assurance. Many syslog deployments default to UDP for simplicity, but UDP is lossy and does not guarantee delivery-problematic for remote sites and compliance-driven logging. Hardening transport typically involves using TCP (reliable delivery), TLS for encryption and integrity, buffering/queueing at relays, retransmission handling, and monitoring of connection health and backlog. The content layer is about message format and fields; management and filtering is about routing and reduction of noise; application layer relates to the syslog-generating and receiving software. Those are important, but they do not address the fundamental need for dependable delivery under network instability. From a SOC perspective, transport reliability directly impacts forensic completeness, alert accuracy, and compliance evidence. Therefore, optimizing and hardening the syslog transport layer is the correct priority.

The scenario described involves an attacker modifying the URL parameters to alter the price of a product, which is a classic example of a Parameter Tampering attack. This type of attack occurs when an attacker manipulates parameters exchanged between client and server in order to modify application data, such as user credentials, permissions, and price of products, as seen in this case.
The original URL indicates that the product price (debit) is set to $100. The attacker has modified this parameter value to $10 in the modified URL, thus exploiting the logic validation mechanism of the e- commerce website to purchase the product at a lower price. Thismanipulation of parameters is indicative of a Parameter Tampering attack, which is a form of web-based attack where the properties of a web application are altered to achieve unintended outcomes by the attacker.
References: The EC-Council's Certified SOC Analyst (CSA) course material covers various types of cyber attacks, including Parameter Tampering. The CSA study guides and resources provide detailed information on how to identify and respond to such attacks, emphasizing the importance of validating and sanitizing all inputs and parameters to prevent exploitation.