View Full Confluent CCDAK Exam Dumps and Practice Test Dumps   Question 181 Which ksqlDB query continuously processes new incoming records? Pull query Static query Snapshot query Persistent query Correct Answer: 4 Explanation: A ksqlDB persistent query continuously processes incoming records and writes its results to a Kafka topic or materialized view. It remains active […]

View Full Confluent CCDAK Exam Dumps and Practice Test Dumps   Question 161 Which Kafka Streams API creates a materialized table from a stream? groupByKey() flatMap() filter() toTable() Correct Answer: 1 Explanation: The toTable() operation converts a KStream into a KTable, allowing the stream’s records to be interpreted as updates to keyed state. This is […]

View Full Confluent CCDAK Exam Dumps and Practice Test Dumps   Question 141 Which Kafka Streams abstraction represents an unbounded stream of records? KTable KStream GlobalKTable StateStore Correct Answer: 2 Explanation: A KStream represents an unbounded, continuously arriving stream of records in Kafka Streams. Each record is treated as an independent event, making KStream suitable […]

View Full Confluent CCDAK Exam Dumps and Practice Test Dumps   Question 121 Which Kafka setting tells clients the addresses brokers advertise? socket.address broker.endpoint client.route advertised.listeners Correct Answer: 4 Explanation: The advertised.listeners setting defines the addresses and ports that Kafka brokers publish to clients for connections. These advertised endpoints can differ from the addresses used […]

View Full Confluent CCDAK Exam Dumps and Practice Test Dumps   Question 101 Which Kafka component handles network requests from clients? Log cleaner Replica manager Controller quorum Network threads Correct Answer: 4 Explanation: Kafka brokers use network threads to receive and process incoming client requests before passing appropriate work to other broker components. Producers, consumers, […]

View Full Confluent CCDAK Exam Dumps and Practice Test Dumps   Question 81 Which Kafka feature replicates data asynchronously between clusters? Cluster Linking Kafka Streams MirrorMaker 2 Schema Registry Correct Answer: 3 Explanation: MirrorMaker 2 is designed to replicate Kafka topics and related information between separate Kafka clusters. It can support use cases such as […]

View Full Confluent CCDAK Exam Dumps and Practice Test Dumps   Question 61 Which Kafka concept determines how many consumers can process a topic in parallel? Record timestamp Replication factor Partition count Retention period Correct Answer: 3 Explanation: Kafka partitions provide the fundamental unit of parallel consumption within a consumer group. A partition is assigned […]

View Full Confluent CCDAK Exam Dumps and Practice Test Dumps   Question 41 Which Kafka setting controls the default number of partitions for new topics? log.retention.bytes num.network.threads default.replication.factor num.partitions Correct Answer: 4 Explanation: The num.partitions broker setting defines the default partition count for topics created without an explicitly specified number of partitions. Partition count is […]

View Full Confluent CCDAK Exam Dumps and Practice Test Dumps   Question 21 What does ISR mean in Kafka replication? In-Sync Replicas Internal Storage Records Indexed Stream Routes Instance State Registry Correct Answer: 1 Explanation: ISR stands for In-Sync Replicas. These are replicas that are considered sufficiently caught up with the partition leader according to […]

View Full Confluent CCDAK Exam Dumps and Practice Test Dumps   Question 1 Which Kafka component stores partition data on disk? Consumer group Schema Registry Kafka Connect Broker Correct Answer: 4 Explanation: A Kafka broker stores topic partition data on disk and serves client requests for producing and consuming records. Each partition is represented by […]

View Full Google Professional Cloud Developer Exam Dumps and Practice Test Dumps.   Question 381 A GKE application needs to maintain stable network identities and persistent storage for each replica. Which Kubernetes workload resource is designed for this requirement? Deployment StatefulSet DaemonSet ConfigMap Correct Answer: 2 Explanation A Kubernetes StatefulSet is designed for workloads that […]

View Full Google Professional Cloud Developer Exam Dumps and Practice Test Dumps.   Question 361 A developer wants external CI/CD infrastructure to authenticate to Google Cloud without storing long-lived service account keys. Which capability should be used? Workload Identity Federation Cloud Storage ACLs API keys Static service account passwords Correct Answer: 1 Explanation Workload Identity […]

View Full Google Professional Cloud Developer Exam Dumps and Practice Test Dumps.   Question 341 A Cloud Run service needs CPU available while it performs work outside active request handling. Which configuration is relevant? CPU allocation Maximum instances Ingress control Revision tag Correct Answer: 1 Explanation Cloud Run CPU allocation determines when CPU resources are […]

View Full Google Professional Cloud Developer Exam Dumps and Practice Test Dumps.   Question 321 A Cloud Run application performs background work between incoming requests and requires CPU during those periods. Which configuration should the developer consider? Request-based CPU allocation CPU always allocated Maximum instance limit Revision tagging Correct Answer: 2 Explanation Cloud Run supports […]

View Full Google Professional Cloud Developer Exam Dumps and Practice Test Dumps.   Question 301 Which Cloud Run setting determines whether CPU is allocated only while a request is being processed or more continuously? CPU allocation Maximum instances Ingress setting Revision tag Correct Answer: 1 Explanation Cloud Run provides CPU allocation settings that control when […]