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Writing Custom Kafka Serializer

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I am using my own class in a Kafka message which has a bunch of String data types.

I therefore cannot use the default serializer class or the StringSerializer that comes with Kafka library.

I guess I need to write my own serializer and feed it to the producer properties?

like image 778
Paaji Avatar asked May 20 '14 09:05

Paaji


1 Answers

EDIT

In newer Kafka Clients, implement Serializer rather than Encoder.


The things required for writing a custom serializer are:

  1. Implement Encoder with an object specified for the generic
    • Supplying a VerifiableProperties constructor is required
  2. Override toBytes(...) method making sure a byte array is returned
  3. Inject the serializer class into ProducerConfig

Declaring a custom serializer for a producer

As you noted in your question, Kafka supplies a means to declare a specific serializer for a producer. The serializer class is set in a ProducerConfig instance and that instance is used to construct the desired Producer class.

If you follow Kafka's Producer Example you will construct ProducerConfig via a Properties object. When building your properties file be sure to include:

props.put("serializer.class", "path.to.your.CustomSerializer"); 

With the path to the class you want Kafka to use to serialize messages before appending them to the log.

Creating a custom serializer that Kafka understands

Writing a custom serializer that Kafka can properly interpret requires implementing the Encoder[T] scala class that Kafka provides. Implementing traits in java is weird, but the following method worked for serializing JSON in my project:

public class JsonEncoder implements Encoder<Object> {     private static final Logger logger = Logger.getLogger(JsonEncoder.class);     // instantiating ObjectMapper is expensive. In real life, prefer injecting the value.     private static final ObjectMapper objectMapper = new ObjectMapper();      public JsonEncoder(VerifiableProperties verifiableProperties) {         /* This constructor must be present for successful compile. */     }      @Override     public byte[] toBytes(Object object) {         try {             return objectMapper.writeValueAsString(object).getBytes();         } catch (JsonProcessingException e) {             logger.error(String.format("Json processing failed for object: %s", object.getClass().getName()), e);         }         return "".getBytes();     } } 

Your question makes it sound like you are using one object (lets call it CustomMessage) for all messages appended to your log. If that's the case, your serializer could look more like this:

package com.project.serializer;      public class CustomMessageEncoder implements Encoder<CustomMessage> {     public CustomMessageEncoder(VerifiableProperties verifiableProperties) {         /* This constructor must be present for successful compile. */     }      @Override     public byte[] toBytes(CustomMessage customMessage) {         return customMessage.toBytes();     } } 

Which would leave your property config to look like this:

props.put("serializer.class", "path.to.your.CustomSerializer"); 
like image 134
Sam Berry Avatar answered Jan 03 '23 11:01

Sam Berry