Mastering Serialization and Deserialization in Kafka Streams: Building Efficient Data Pipelines
Serialization and deserialization (SerDes) are fundamental operations in Kafka Streams, facilitating the conversion of data between its binary representation and the native data types of programming languages. Let’s delve deeper into these concepts with examples
Serialization: (Object to Binary)
Serialization is the process of converting data objects into a binary format suitable for transmission or storage.
Purpose: Data in Kafka is stored and transmitted in binary format for efficiency. Serialization converts objects into bytes for network transmission or storage in Kafka topics.
Example: When producing messages to a Kafka topic in Kafka Streams, you serialize the key and value objects into byte arrays using a serializer.
- For instance, if you have a Java object representing a message with a key and value, you would use a serializer like StringSerializer, IntegerSerializer, JsonSerializer, AvroSerializer, etc., to convert these objects into bytes before sending them to Kafka.