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Confluent Certified Administrator for Apache Kafka Sample Questions (Q19-Q24):

NEW QUESTION # 19
Which use cases would benefit most from continuous event stream processing? (Choose three.)

A. Context-aware product recommendations for e-commerce
B. Log monitoring/application fault detection
C. Fraud detection
D. Historical dashboards
E. End-of-day financial settlement processing

Answer: A,B,C

Explanation:
Real-time analysis of transactions helps detect suspicious activity instantly.
Context-aware product recommendations for e-commerce requires real-time user behavior tracking to serve personalized recommendations.
Log monitoring/application fault detection needs immediate processing to alert on system issues or failures.

NEW QUESTION # 20
Which ksqlDB statement produces data that is persisted into a Kafka topic?

A. INSERT VALUES
B. SELECT (Push Query)
C. CREATE TABLE
D. SELECT (Pull Query)

Answer: A

Explanation:
INSERT VALUES is used to write data directly into a Kafka topic through a ksqlDB stream or table. This data is persisted.

NEW QUESTION # 21
Your Kafka cluster has four brokers. The topic t1 on the cluster has two partitions, and it has a replication factor of three. You create a Consumer Group with four consumers, which subscribes to t1.
In the scenario above, how many Controllers are in the Kafka cluster?

A. One
B. three
C. Four
D. two

Answer: A

Explanation:
In a Kafka cluster, only one broker acts as the Controller at any given time. The Controller is responsible for managing cluster metadata, such as partition leadership and broker status. Even if the cluster has multiple brokers (in this case, four), only one is elected as the Controller, and others serve as regular brokers. If the current Controller fails, another broker is automatically elected to take its place.

NEW QUESTION # 22
Kafka broker supports which Simple Authentication and Security Layer (SASL) mechanisms for authentication? (Choose three.)

A. SASL/SAML20
B. SASL/OTP
C. SASL/OAUTHBEARER
D. SASL/GSSAPI (Kerberos)
E. SASL/PLAIN

Answer: C,D,E

Explanation:
SASL/PLAIN - A simple username/password mechanism supported by Kafka.
SASL/GSSAPI (Kerberos) - Kafka supports Kerberos authentication through the GSSAPI mechanism.
SASL/OAUTHBEARER - Kafka supports OAUTHBEARER for token-based authentication.

NEW QUESTION # 23
Which connector type takes data from a topic and sends it to an external data system?

A. SvsIog Connector
B. Streams Connector
C. Source Connector
D. Sink Connector

Answer: D

Explanation:
A Sink Connector reads data from a Kafka topic and writes it to an external data system, such as a database, file system, or cloud service.

NEW QUESTION # 24
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