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Confluent CCDAK real answers - Confluent Certified Developer for Apache Kafka Certification Examination

CCDAK
  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
  • Updated: Aug 09, 2026
  • Q & A: 92 Questions and Answers
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Confluent CCDAK Exam Syllabus Topics:

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

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

1. A stream processing application is tracking user activity in online shopping carts.
You want to identify periods of user inactivity.
Which type of Kafka Streams window should you use?

A) Tumbling
B) Session
C) Sliding
D) Hopping


2. Your application is consuming from a topic configured with a deserializer.
It needs to be resilient to badly formatted records ("poison pills"). You surround the poll() call with a try/catch for RecordDeserializationException.
You need to log the bad record, skip it, and continue processing.
Which action should you take in the catch block?

A) Log the bad record, no other action needed.
B) Log the bad record and call the consumer.skip() method.
C) Throw a runtime exception to trigger a restart of the application.
D) Log the bad record and seek the consumer to the offset of the next record.


3. (Which configuration determines the maximum number of records a consumer can poll in a single call to poll()?)

A) max.poll.records
B) max.records.consumer
C) fetch.max.records
D) max.poll.records.interval


4. You create a producer that writes messages about bank account transactions from tens of thousands of different customers into a topic.
Your consumers must process these messages with low latency and minimize consumer lag Processing takes ~6x longer than producing Transactions for each bank account must be processed in orderWhich strategy should you use?

A) Use the bank account number found in the message as the message key.
B) Use the timestamp of the message's arrival as its key.
C) Use a unique identifier such as a universally unique identifier (UUID) as the message key.
D) Use a combination of the bank account number and the transaction timestamp as the message key.


5. What are two examples of performance metrics?
(Select two.)

A) Number of active user sessions
B) total-login-attempts
C) incoming-byte-rate
D) fetch-rate
E) Time of last failed login
F) Number of active users


Solutions:

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

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