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Confluent CCDAK Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Security5-10%- Encryption in Transit
- Authentication (SASL, SSL/TLS)
- Securing Schema Registry
- Authorization (ACLs)
Topic 2: Schema Management5-10%- Avro Schemas
- Schema Evolution and Compatibility
- Schema Registry Architecture
- Schema Registration and Retrieval
- Protobuf and JSON Schemas
Topic 3: Monitoring and Operations5-10%- Cross-region Replication
- Log Compaction
- Kafka Metrics and Monitoring
- Disaster Recovery
- Consumer Lag and Health Checks
Topic 4: Kafka Fundamentals10-15%- Brokers and Clusters
- Log Segments and Retention
- Replication Factor and ISR
- Producer and Consumer Basics
- Topics, Partitions, and Offsets
Topic 5: Kafka Connect10-15%- Single Message Transformations (SMT)
- Connect Architecture (Workers, Connectors, Tasks)
- Offset Management in Connect
- Connector Configuration
- Source and Sink Connectors
- Converters and Transforms
Topic 6: Developing with Kafka Producers15-20%- Partitioning Strategies
- Exactly-Once Semantics
- Producer Interceptors
- Error Handling and Retry Logic
- Producer Configuration and Tuning
- Idempotent Producers
- Serialization (JSON, Avro, Protobuf)
Topic 7: Kafka Streams20-25%- Streams Architecture and Topology
- Transformation Operations (map, filter, join, aggregate)
- State Stores and Processors
- Interactive Queries
- Testing Kafka Streams Applications
- Windowed Operations (Tumbling, Hopping, Session)
- Exactly-Once Processing
Topic 8: Installing and Configuring Kafka5-10%- Topic Creation and Configuration
- ZooKeeper vs KRaft Mode
- Broker Configuration Parameters
- Partition Assignment Strategies
Topic 9: Developing with Kafka Consumers15-20%- Consumer Groups and Rebalancing
- Consumer Configuration and Tuning
- Multi-threaded Consumers
- Deserialization
- Commit Strategies (Auto, Manual, Cooperative)
- Offset Management
- Consumer Interceptors

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Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q68-Q73):

NEW QUESTION # 68
Which two statements are correct when assigning partitions to the consumers in a consumer group using the assign() API?
(Select two.)

Answer: A,B

Explanation:
Using assign() givesmanual controlover partition assignment. In this mode:
* B is true: The applicationchooses partitionsdirectly without involving the group coordinator.
* C is true: Since no group coordination occurs,no rebalancinghappens if a consumer dies.
FromKafka Consumer API Docs:
"assign() manually assigns a list of partitions to this consumer. No coordination takes place and no rebalancing is triggered."
* A is false: subscribe() and assign() aremutually exclusive.
* D is incorrect: Partitions don't need to be equal across topics.
Reference:Kafka Consumer Java API > assign() and subscribe()


NEW QUESTION # 69
When running a ksqlDB for connectors, what does the IF NOT EXISTS clause do?

Answer: B


NEW QUESTION # 70
What is not a valid authentication mechanism in Kafka?

Answer: C

Explanation:
Learn more about security herehttps://kafka.apache.org/documentation/#security


NEW QUESTION # 71
You have a topic with four partitions. The application reads from it using two consumers in a single consumer group.
Processing is CPU-bound, and lag is increasing.
What should you do?

Answer: D

Explanation:
If the application is CPU-bound and lagging, adding more consumers to the group will allow better parallel processing, especially since the topic has 4 partitions, allowing up to 4 active consumers.
From Kafka Consumer Group Docs:
"Kafka achieves parallelism by distributing partitions across consumers in a group. Adding consumers helps reduce lag if partitions are underutilized." B may help but requires repartitioning and coordination.
C or D affects how much data is polled, not how fast it's processed.
Reference: Kafka Consumer Concepts > Parallelism and Scaling


NEW QUESTION # 72
Your Kafka cluster has five brokers. The topic t1 on the cluster has:
* Two partitions
* Replication factor = 4
* min.insync.replicas = 3You need strong durability guarantees for messages written to topic t1.You configure a producer acks=all and all the replicas for t1 are in-sync.How many brokers need to acknowledge a message before it is considered committed?

Answer: B

Explanation:
With acks=all, the leader waits formin.insync.replicasto acknowledge the message. Since min.insync.
replicas=3, Kafka will only commit the messageonce 3 brokers (leader + 2 followers)confirm they have the message.
FromKafka Documentation > Acks and Durability:
"If acks=all is specified, the producer will wait until the full set of in-sync replicas has acknowledged the record. The minimum number of in-sync replicas is controlled by min.insync.replicas." Even though the replication factor is 4, only3 acknowledgments are needed, as defined by min.insync.
replicas.
Reference:Apache Kafka Producer Configs > acks, min.insync.replicas


NEW QUESTION # 73
......

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