Refer to the exhibit.

Windows Security Event ID 4625 is generated when an account fails to log on. When a SOC analyst observes a large number of Audit Failure events occurring in rapid succession, this is a strong indicator of a brute-force authentication attack.

Brute-force attacks involve repeatedly attempting different username and password combinations to gain unauthorized access to a system. These attacks commonly target Windows servers exposed to internal or external networks and often focus on privileged or commonly used accounts. The repeated failures shown in the exhibit indicate that authentication attempts are being made unsuccessfully over a short time period, which is abnormal for standard user behavior.

Option A is incorrect because the logs clearly show that Windows auditing is functioning correctly and recording failures. Option B is incorrect because normal Windows activity does not generate large volumes of failed authentication events in a short time frame. Option D is incorrect because a Denial-of-Service (DoS) attack targets system availability and resource exhaustion, not authentication mechanisms.

Cybersecurity operations documentation highlights failed login storms as one of the most common indicators of credential-based attacks. SIEM platforms are designed to alert analysts on such patterns because they often precede account compromise or lateral movement attempts.