CCDAK Answers Real Questions | Exam CCDAK Tutorials

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Confluent CCDAK Exam Syllabus Topics:

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

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Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q88-Q93):

NEW QUESTION # 88
ksqIDB Lambda functions must be used inside what type of designated functions?

Answer: D


NEW QUESTION # 89
A consumer application needs to use an "at most once" delivery semantic.
What is the best consumer configuration lo avoid duplicate messages being read?

Answer: D


NEW QUESTION # 90
Which configuration determines how many bytes of data are collected before sending messages to the Kafka broker?

Answer: A


NEW QUESTION # 91
You are using JDBC source connector to copy data from 2 tables to two Kafka topics. There is one connector created with max.tasks equal to 2 deployed on a cluster of 3 workers. How many tasks are launched?

Answer: B

Explanation:
we have two tables, so the max number of tasks is 2


NEW QUESTION # 92
Your producer is producing at a very high rate and the batches are completely full each time. How can you improve the producer throughput? (select two)

Answer: A,B

Explanation:
Increase linger.ms
Explanation:
batch.size controls how many bytes of data to collect before sending messages to the Kafka broker. Set this as high as possible, without exceeding available memory. Enabling compression can also help make more compact batches and increase the throughput of your producer. Linger.ms will have no effect as the batches are already full


NEW QUESTION # 93
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