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Confluent CCDAK Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Application Observability13%- Logging and monitoring metrics
- Tracing and performance tuning
- Error diagnosis and troubleshooting
Topic 2: Apache Kafka Fundamentals23%- Delivery semantics: at-most-once, at-least-once, exactly-once
- Configuration basics and cluster setup
- Core concepts: brokers, topics, partitions, replicas, offsets
- Kafka architecture and data flow
Topic 3: Apache Kafka Application Development28%- Producer API: configuration, serialization, partitioning, error handling
- Transactional messaging and idempotence
- Consumer API: configuration, offset management, consumer groups, rebalancing
- Schema management: Confluent Schema Registry, compatibility rules, evolution
Topic 4: Application Testing8%- Mocking and test utilities
- Integration testing and test clusters
- Unit testing producers and consumers
Topic 5: Kafka Connect15%- Connect architecture: workers, connectors, tasks, converters
- Source and sink connectors configuration
- Data transformation and integration patterns
Topic 6: Apache Kafka Streams12%- Stream processing operations: map, filter, join, aggregation
- Streams API concepts: topology, processors, state stores
- Error handling and state management
- Windowing and time semantics

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

1. Which statement is true about how exactly-once semantics (EOS) work in Kafka Streams?

A) EOS in Kafka Streams relies on transactional producers to atomically commit state updates to changelog topics and output records to Kafka.
B) Kafka Streams disables log compaction on internal changelog topics to preserve all state changes for potential recovery.
C) EOS in Kafka Streams is implemented by creating a separate Kafka topic for deduplication of all messages processed by the application.
D) Kafka Streams provides EOS by periodically checkpointing state stores and replaying changelogs to recover only unprocessed messages during failure.


2. You have a Kafka Connect cluster with multiple connectors.
One connector is not working as expected.
How can you find logs related to that specific connector?

A) Modify the log4j.properties file to enable connector context.
B) Modify the log4j.properties file to add a dedicated log appender for the connector.
C) Change the log level to DEBUG to have connector context information in logs.
D) Make no change, there is no way to find logs other than by stopping all the other connectors.


3. You want to connect with username and password to a secured Kafka cluster that has SSL encryption.
Which properties must your client include?

A) security.protocol=SSLsasl.jaas.config=org.apache.kafka.common.security.plain.PlainLoginModule required username='myUser' password='myPassword';
B) security.protocol=PLAINTEXTsasl.jaas.config=org.apache.kafka.common.security.ssl.
TlsLoginModule required username='myUser' password='myPassword';
C) security.protocol=SASL_PLAINTEXTsasl.jaas.config=org.apache.kafka.common.security.plain.
PlainLoginModule required username='myUser' password='myPassword';
D) security.protocol=SASL_SSLsasl.jaas.config=org.apache.kafka.common.security.plain.
PlainLoginModule required username='myUser' password='myPassword';


4. You are composing a REST request to create a new connector in a running Connect cluster. You invoke POST /connectors with a configuration and receive a 409 (Conflict) response.
What are two reasons for this response? (Select two.)

A) The Connector already exists in the cluster.
B) The connect cluster has reached capacity, and new connectors cannot be created without expanding the cluster.
C) The Connect cluster is in process of rebalancing.
D) The connector configuration was invalid, and the response body will expand on the configuration error.


5. (Which configuration is valid for deploying a JDBC Source Connector to read all rows from the orders table and write them to the dbl-orders topic?)

A) {"name": "orders-connect","connector.class": "io.confluent.connect.jdbc.DdbcSourceConnector","tasks.
max": "1","connection.url": "jdbc:mysql://mysql:3306/dbl","topic.whitelist": "orders","auto.create":
"true"}
B) {"name": "jdbc-source","connector.class": "io.confluent.connect.jdbc.JdbcSourceConnector","tasks.
max": "1","connection.url": "jdbc:mysql://mysql:3306/dbl?user=user&password=pas","topic.prefix":
"dbl-","table.whitelist": "orders"}
C) {"name": "jdbc-source","connector.class": "io.confluent.connect.jdbc.DdbcSourceConnector","tasks.
max": "1","connection.url": "jdbc:mysql://mysql:3306/dbl?user=user&useAutoAuth=true","topic.
prefix": "dbl-","table.whitelist": "orders"}
D) {"name": "dbl-orders","connector.class": "io.confluent.connect.jdbc.DdbcSourceConnector","tasks.
max": "1","connection.url": "jdbc:mysql://mysql:3306/dbl?user=user&password=pas","topic.prefix":
"dbl-","table.blacklist": "ord*"}


Solutions:

Question # 1
Answer: A
Question # 2
Answer: B
Question # 3
Answer: D
Question # 4
Answer: A,C
Question # 5
Answer: B

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