CCDAK시험덤프데모, CCDAK시험대비덤프공부자료

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Confluent CCDAK Exam Syllabus Topics:

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

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최신 Confluent Certified Developer CCDAK 무료샘플문제 (Q22-Q27):

질문 # 22
You need to explain the best reason to implement the consumer callback interface ConsumerRebalanceListener prior to a Consumer Group Rebalance.
Which statement is correct?

정답:D

설명:
The ConsumerRebalanceListener lets you handle partition assignments and revocations during rebalances.
This is critical for managing offsets, stateful processing, or external transactions.
From Kafka Consumer Rebalance Docs:
"Implementing ConsumerRebalanceListener allows your application to take action before and after partitions are reassigned." A is true: It lets your app react when partitions assigned to the consumer change.
B, C, and D are unrelated to consumer rebalancing directly.
Reference: Kafka Consumer JavaDocs > ConsumerRebalanceListener


질문 # 23
There are 3 producers writing to a topic with 5 partitions. There are 10 consumers consuming from the topic as part of the same group. How many consumers will remain idle?

정답:D

설명:
One consumer per partition assignment will keep 5 consumers idle.


질문 # 24
Match the testing tool with the type of test it is typically used to perform.

정답:

설명:

Explanation:
* Unit Testing# MockProducer
* Integration Testing# Testcontainers
* Performance Testing# Trogdor
* Mock Data Generation# Connect Datagen
* MockProducer: Simulates a Kafka producer in unit tests (no real broker interaction).
* Testcontainers: Spawns Kafka in Docker forreal environment testing.
* Trogdor: Kafka's built-inperformance load testingframework.
* Connect Datagen: Createssample source recordsfor test and demo purposes.
FromKafka Developer Tools Guide:
"Kafka developers commonly use MockProducer for unit tests, Testcontainers for integration, and Trogdor for performance tests." Reference:Kafka Testing and Tools Overview


질문 # 25
How much should be the heap size of a broker in a production setup on a machine with 256 GB of RAM, in PLAINTEXT mode?

정답:A

설명:
In Kafka, a small heap size is needed, while the rest of the RAM goes automatically to the page cache (managed by the OS). The heap size goes slightly up if you need to enable SSL


질문 # 26
Which two statements are correct about transactions in Kafka?
(Select two.)

정답:A,B

설명:
Comprehensive and Detailed Explanation From Exact Extract:
* #C. Consumers can consume both committed and uncommitted transactions.By default,Kafka consumers only read committed messagesif they are configured with isolation.level=read_committed.
However, if configured as read_uncommitted, theycan also consume uncommitted (potentially aborted) transactional messages.
From Kafka Documentation:
"The isolation.level setting controls whether the consumer will read only committed messages or all messages, including uncommitted messages from ongoing or aborted transactions."
* #D. Information about producers and their transactions is stored in the _transaction_state topic.
Kafka uses an internal topic named__transaction_stateto maintain metadata about producer transactions. This topic is essential for tracking thetransaction lifecycle, fencing, and recovery.
From Kafka Internals:
"Kafka stores the state of active and completed transactions in an internal topic called __transaction_state."


질문 # 27
......

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