Kafka for Product Managers
A comprehensive guide for Product Managers to leverage Kafka for data-driven product development, real-time analytics, and enhanced user experiences.
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Kafka Fundamentals for Product Managers
Unit 1: Kafka Core Concepts
Kafka: What & Why?
Topics: Buckets of Data
Brokers: The Kafka Hub
Producers: Data Ingestion
Consumers: Data Egress
Unit 2: Kafka Architecture & Scalability
Kafka's Architecture
Scalability: Horizontal++
Fault Tolerance
ZooKeeper's Role
Data Durability
Unit 3: Kafka Use Cases for PMs
Event Tracking
A/B Testing
Real-time Dashboards
Personalization
Fraud Detection
Integrating Kafka into Your Product Ecosystem
Unit 1: Kafka Integration Fundamentals
Integration Overview
Choosing Data Formats
Schema Management
API Considerations
Error Handling
Unit 2: Kafka Connect Deep Dive
Kafka Connect Intro
Source Connectors
Sink Connectors
Transforms
Connect in Action
Unit 3: Kafka Deployment Options
Deployment Landscape
Self-Managed Kafka
Cloud-Based Kafka
Cost Considerations
Scalability & Reliability
Kafka for Real-Time Product Insights
Unit 1: Introduction to Real-Time Data Processing with Kafka
Real-Time Insights
Kafka Streams Overview
KSQL: SQL for Kafka
Kafka Streams vs. KSQL
Simple Stream Processing
Unit 2: User Activity Monitoring with Kafka
Tracking User Events
Real-Time Dashboards
Detecting Anomalies
Personalization Engines
GDPR and User Data
Unit 3: A/B Testing Analysis with Kafka
A/B Test Events
Real-Time Metrics
Statistical Significance
Dynamic Adjustments
Pitfalls to Avoid
Kafka Monitoring, Governance, and Security
Unit 1: Kafka Monitoring Essentials
Monitoring: Why Bother?
Key Monitoring Metrics
Tools of the Trade
Setting Up Alerts
Dashboarding 101
Unit 2: Kafka Governance and Compliance
Data Governance Intro
Schema Management
Access Control Lists
GDPR and Kafka
Auditing Kafka
Unit 3: Kafka Security Best Practices
Securing the Cluster
Authentication Methods
Encryption in Transit
Encryption at Rest
Network Security
Unit 4: Troubleshooting Kafka Issues
Common Culprits
Broker is Down!
Lagging Consumers
Data Loss Scenarios
Zookeeper Woes