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Chapter 8 — Lambdas & Functional Interfaces

Complete guide to lambda expressions, method references, built-in functional interfaces (Supplier, Consumer, Function, Predicate, UnaryOperator, BinaryOperator), variable capture rules, and functional composition with andThen/compose.

Consumer Groups

A **consumer group** is a set of consumers that collectively consume a topic's partitions. Each partition is assigned to exactly one consumer within the group.

Consumer Lag

Consumer Lag measures how far behind a consumer group is from the latest messages in a topic. It is the most critical health metric for any Kafka-based application.

Kafka Consumer

A **consumer** reads messages from Kafka topics. Unlike traditional queues (push-based), Kafka consumers **pull** messages at their own pace. This gives.

Parallel Consumer Deep Dive

Deep dive into the Confluent Parallel Consumer model for decoupling thread concurrency from partition counts safely.