Kafka
Basics of Kafka
- What is Apache Kafka, and what are its primary use cases?
- Explain the architecture of Kafka.
- What are Kafka topics, and how do they work?
- Describe Kafka’s data model.
- What is a Kafka broker, and what is its role in the Kafka ecosystem?
- How does Kafka ensure message durability?
- What is a Kafka partition, and why is it important?
- How does Kafka achieve high availability and fault tolerance?
- What is a Kafka consumer group?
- What are Kafka producers, and what is their role?
Kafka Configuration
- What are the key configuration parameters for a Kafka broker?
- How do you configure Kafka replication?
- What is the role of
zookeeper.connect
in Kafka? - How do you configure message retention in Kafka?
- What are
acks
in Kafka, and how do they impact message durability? - How do you configure Kafka’s log segment size and retention policies?
- Explain how to set up Kafka security (SSL/TLS and SASL).
- How do you configure Kafka for optimal performance?
- What are some common Kafka tuning parameters?
- How do you configure Kafka topics with custom partitions and replication factors?
Kafka Producers and Consumers
- How does a Kafka producer ensure message delivery?
- What is message batching in Kafka, and why is it used?
- How do you handle message serialization and deserialization in Kafka?
- Explain the concept of message keys in Kafka.
- How does Kafka manage offsets for consumers?
- What are Kafka’s delivery guarantees (e.g., at-most-once, at-least-once, exactly-once)?
- How do you implement idempotent producers in Kafka?
- What are Kafka’s strategies for load balancing across consumers?
- How do you handle consumer failures and recoveries?
- What is Kafka’s offset commit mechanism, and how does it work?
Kafka Streams and Connect
- What is Kafka Streams, and what are its primary use cases?
- How does Kafka Streams differ from traditional stream processing frameworks?
- What is a Kafka Streams state store, and how is it used?
- How do you handle stateful stream processing in Kafka Streams?
- What is Kafka Connect, and how is it used for data integration?
- Explain the role of Kafka Connectors in data ingestion and egress.
- How do you manage and configure Kafka Connectors?
- What are the differences between Kafka Connect and Kafka Streams?
- How do you handle schema evolution in Kafka Connect?
- What are some common use cases for Kafka Connect?
Kafka Performance and Scaling
- How do you measure and monitor Kafka performance?
- What are the common performance bottlenecks in Kafka?
- How do you scale Kafka brokers horizontally?
- What strategies can you use to optimize Kafka throughput?
- How do you handle large volumes of data in Kafka?
- What are some best practices for Kafka partition management?
- How do you handle Kafka’s disk and network I/O for better performance?
- What is the role of Kafka’s data compression, and how is it configured?
- How do you optimize Kafka producer and consumer settings for performance?
- What are the impacts of message size and frequency on Kafka performance?
Kafka Fault Tolerance and Recovery
- How does Kafka handle broker failures?
- What is a leader and a follower in Kafka, and how does leader election work?
- How do you configure Kafka for disaster recovery?
- What are Kafka’s strategies for data replication and recovery?
- How do you manage and recover from data loss in Kafka?
- What are Kafka’s mechanisms for ensuring message delivery in the event of failures?
- How do you handle partition reassignment and balancing in Kafka?
- What is Kafka’s log compaction feature, and how does it work?
- How do you monitor Kafka’s replication lag?
- How do you handle and mitigate issues related to under-replicated partitions?
Kafka Security
- What are the key security features of Kafka?
- How do you configure SSL/TLS for secure communication in Kafka?
- Explain Kafka’s authentication mechanisms.
- What is Kafka’s authorization model, and how do you implement it?
- How do you secure data in transit and at rest in Kafka?
- What are the common security practices for Kafka deployment?
- How do you manage Kafka access control and permissions?
- What are the implications of using Kerberos for Kafka security?
- How do you handle secrets management in Kafka?
- What are the potential security vulnerabilities in Kafka, and how can they be mitigated?
Kafka Monitoring and Troubleshooting
- What are the key metrics to monitor in Kafka?
- How do you use Kafka’s JMX metrics for monitoring?
- What tools can be used for Kafka monitoring and alerting?
- How do you troubleshoot Kafka producer and consumer issues?
- What are some common Kafka errors, and how do you resolve them?
- How do you diagnose and fix Kafka performance issues?
- How do you handle Kafka’s disk space management?
- What is Kafka’s role in log management, and how do you optimize it?
- How do you use tools like Kafka Manager, Confluent Control Center, or Burrow for Kafka management?
- What are some best practices for Kafka log management and retention?
Kafka Use Cases and Design Patterns
- What are some common use cases for Apache Kafka in modern architectures?
- How do you implement event sourcing using Kafka?
- What is the role of Kafka in microservices architectures?
- How do you use Kafka for real-time data streaming and analytics?
- What is the role of Kafka in log aggregation?
- How do you implement a pub/sub model using Kafka?
- What are the benefits of using Kafka for data pipelines?
- How do you handle data transformation and enrichment in Kafka?
- What design patterns are commonly used with Kafka?
- How do you implement exactly-once semantics in Kafka?
Kafka Integration and Ecosystem
- How does Kafka integrate with other data processing systems like Hadoop or Spark?
- What are some common Kafka clients, and how do they differ?
- How do you integrate Kafka with databases or data warehouses?
- What is the role of Confluent’s ecosystem in extending Kafka’s capabilities?
- How do you use Kafka with cloud platforms (e.g., AWS MSK, Azure Event Hubs)?
- What are the benefits of using Confluent Schema Registry with Kafka?
- How do you handle data schema evolution with Kafka?
- How does Kafka fit into a serverless architecture?
- What is Kafka Streams’ role in the data ecosystem?
- How do you use Kafka’s Kafka Streams API for real-time stream processing?