I am consuming Avro data coming from Debezium
I made the kafka consumer as follows:
-
The Java POJO
import lombok.Data; @Data public class Shop { Long shopId; Double latitude, longitude; String name; String phoneNumber; String placeId; double rating; String website; int addressId; String closingHours; String email; int maxAttendance; String opening_hours; String businessHours; String closeDay; String description; boolean open; String setWeekendBusinessHours; Long userShopId; }
-
Avro Message Format
{
"type": "record",
"name": "ShopMessage",
"namespace": "com.example.kafka.avro",
"fields": [
{
"name": "SHOP_ID",
"type": [
"null",
"long"
],
"default": null
},
{
"name": "LATITUDE",
"type": [
"null",
"double"
],
"default": null
},
{
"name": "LONGITUDE",
"type": [
"null",
"double"
],
"default": null
},
{
"name": "NAME",
"type": [
"null",
"string"
],
"default": null
},
{
"name": "PHONENUMBER",
"type": [
"null",
"string"
],
"default": null
},
{
"name": "PLACEID",
"type": [
"null",
"string"
],
"default": null
},
{
"name": "RATING",
"type": [
"null",
"double"
],
"default": null
},
{
"name": "WEBSITE",
"type": [
"null",
"string"
],
"default": null
},
{
"name": "ADDRESSID",
"type": [
"null",
"int"
],
"default": null
},
{
"name": "CLOSINGHOUR",
"type": [
"null",
"string"
],
"default": null
},
{
"name": "EMAIL",
"type": [
"null",
"string"
],
"default": null
},
{
"name": "MAXATTENDANCE",
"type": [
"null",
"int"
],
"default": null
},
{
"name": "OPENINGHOURS",
"type": [
"null",
"string"
],
"default": null
},
{
"name": "BUSINESSHOURS",
"type": [
"null",
"string"
],
"default": null
},
{
"name": "CLOSEDAY",
"type": [
"null",
"string"
],
"default": null
},
{
"name": "DESCRIPTION",
"type": [
"null",
"string"
],
"default": null
},
{
"name": "ISOPEN",
"type": [
"null",
"boolean"
],
"default": null
},
{
"name": "WEEKENDBUSINESSHOURS",
"type": [
"null",
"string"
],
"default": null
},
{
"name": "USERSHOPID",
"type": [
"null",
"long"
],
"default": null
}
]
}
- ShopConsumer
@Component
public class ShopConsumer {
private final ShopMapper shopMapper;
private final Logger log = LogManager.getLogger(ShopConsumer.class);
public ShopConsumer(ShopMapper shopMapper) {
this.shopMapper = shopMapper;
}
@KafkaListener(
groupId = "${spring.kafka.consumer.group-id}",
topics = "${spring.kafka.consumer.topic}"
)
public void listen(List<Message<ShopMessage>> messages, Acknowledgment ack){
log.info("Received batch of messages with size: {}", messages.size());
List<Shop> shops = messages.stream()
.peek(this::logMessageReceived)
.map(message -> shopMapper.toChange(message.getPayload()))
.collect(Collectors.toList());
//do remove redis cache
ack.acknowledge();
}
private void logMessageReceived(Message<ShopMessage> message) {
log.info("Received shopId {} with a name of '{} and place id {}', partition={}, offset={}",
message.getPayload().getSHOPID(),
message.getPayload().getNAME(),
message.getPayload().getPLACEID(),
message.getHeaders().get(KafkaHeaders.RECEIVED_PARTITION_ID),
message.getHeaders().get(KafkaHeaders.OFFSET));
}
- Consumer Config – ShopConsumerConfig.java
@EnableKafka
@Configuration
public class ShopsConsumerConfig {
private final KafkaProperties kafkaProperties;
public ShopsConsumerConfig(KafkaProperties kafkaProperties) {
this.kafkaProperties = kafkaProperties;
}
@Bean
public ConcurrentKafkaListenerContainerFactory<String, ShopMessage> kafkaListenerContainerFactory() {
ConcurrentKafkaListenerContainerFactory<String, ShopMessage> factory = new ConcurrentKafkaListenerContainerFactory<>();
factory.setConsumerFactory(consumerFactory());
factory.setBatchListener(false);
factory.setConcurrency(kafkaProperties.getListener().getConcurrency());
factory.getContainerProperties().setAckMode(kafkaProperties.getListener().getAckMode());
return factory;
}
@Bean
public ConsumerFactory<String, ShopMessage> consumerFactory() {
return new DefaultKafkaConsumerFactory<>(consumerConfigs());
}
@Bean
public Map<String, Object> consumerConfigs() {
Map<String, Object> props = kafkaProperties.buildConsumerProperties();
props.put(ConsumerConfig.KEY_DESERIALIZER_CLASS_CONFIG, StringDeserializer.class);
props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, SpecificAvroWithSchemaDeserializer.class);
props.put(AbstractKafkaSchemaSerDeConfig.SCHEMA_REGISTRY_URL_CONFIG, kafkaProperties.getProperties().get("schema-registry-url"));
props.put(KafkaAvroDeserializerConfig.SPECIFIC_AVRO_READER_CONFIG, true);
props.put(SpecificAvroWithSchemaDeserializer.AVRO_VALUE_RECORD_TYPE, ShopMessage.class);
return props;
}
}
- Schema Deserializer
public class SpecificAvroWithSchemaDeserializer extends AbstractKafkaAvroDeserializer implements Deserializer<Object> {
public static final String AVRO_KEY_RECORD_TYPE = "avro.key.record.type";
public static final String AVRO_VALUE_RECORD_TYPE = "avro.value.record.type";
private Schema readerSchema;
public SpecificAvroWithSchemaDeserializer() { }
@Override
public void configure(Map<String, ?> configs, boolean isKey) {
this.configure(new KafkaAvroDeserializerConfig(configs));
readerSchema = getSchema(getRecordClass(configs, isKey));
}
private Class<?> getRecordClass(Map<String, ?> configs, boolean isKey) {
String configsKey = isKey ? AVRO_KEY_RECORD_TYPE : AVRO_VALUE_RECORD_TYPE;
Object configsValue = configs.get(configsKey);
if (configsValue instanceof Class) {
return (Class<?>) configsValue;
} else if (configsValue instanceof String) {
String recordClassName = (String) configsValue;
try {
return Class.forName(recordClassName);
} catch (ClassNotFoundException e) {
throw new IllegalArgumentException(String.format("Unable to find the class '%s'", recordClassName));
}
} else {
throw new IllegalArgumentException(
String.format("A class or a string must be informed into ConsumerConfig properties: '%s' and/or '%s'",
AVRO_KEY_RECORD_TYPE, AVRO_VALUE_RECORD_TYPE));
}
}
private Schema getSchema(Class<?> targetType) {
try {
Field field = targetType.getDeclaredField("SCHEMA$");
return (Schema) field.get(null);
} catch (NoSuchFieldException | IllegalAccessException e) {
throw new IllegalArgumentException(
String.format("Unable to get Avro Schema from the class '%s'", targetType.getName()), e);
}
}
@Override
public Object deserialize(String topic, byte[] bytes) {
return super.deserialize(bytes, readerSchema);
}
@Override
public void close() {
}
}
- Mapper Class
@Mapper(componentModel = "spring")
public interface ShopMapper {
default Shop toChange(ShopMessage shopMessage){
if(shopMessage == null){
return null;
}
Shop shop = new Shop();
shop.setDescription(shopMessage.getDESCRIPTION().toString());
shop.setMaxAttendance(shopMessage.getMAXATTENDANCE());
shop.setSetWeekendBusinessHours(shopMessage.getWEEKENDBUSINESSHOURS().toString());
shop.setOpen(shopMessage.getISOPEN());
shop.setWebsite(shopMessage.getWEBSITE().toString());
shop.setRating(shopMessage.getRATING());
shop.setLatitude(shopMessage.getLATITUDE());
shop.setLongitude(shopMessage.getLONGITUDE());
shop.setCloseDay(shopMessage.getCLOSEDAY().toString());
shop.setBusinessHours(shopMessage.getBUSINESSHOURS().toString());
shop.setPhoneNumber(shopMessage.getPHONENUMBER().toString());
shop.setEmail(shopMessage.getEMAIL().toString());
shop.setPlaceId(shopMessage.getPLACEID().toString());
return shop;
}
}
Configuration is present on the application.properties
file but during message consumption, Spring throws me an error of
Caused by: java.lang.ClassCastException: class com.example.kafka.avro.ShopMessage cannot be cast to class org.springframework.messaging.Message (com.example.kafka.avro.ShopMessage and org.springframework.messaging.Message are in unnamed module of loader 'app')
Could someone give me a correct direction to fix this issue, please? Looks like casting from POJO from Avro is having the issue but I am not able to find the root.
Thanks in advance.
Update
After few attempt, it looks that the issue on the above error is due to casting from a single message to list of messages. I changed the listener function as below.
public void listen(ConsumerRecord<Integer ,?> messages, Acknowledgment ack){
//log.info("Received batch of messages with size: {}", messages.size());
log.info(messages.key());
log.info(messages.value());
ack.acknowledge();
}
and getting a value from Kafka topic.
{"before": {"id": 6, "latitude": 2.921318, "longitude": 101.655938, "name": "XYZ", "phone_number": "+12345678", "place_id": "P007", "rating": 5.0, "type": "Food", "website": "https://xyz.me", "address_id": 5, "closing_hours": null, "email": "[email protected]", "max_attendance": 11, "opening_hours": null, "business_hours": "09-18", "close_day": "Saturday", "description": "Some Dummy", "is_open": true, "weekend_business_hours": "08-12", "user_shop_id": 0}, "after": {"id": 6, "latitude": 2.921318, "longitude": 101.655938, "name": "XYZ - edited", "phone_number": "+12345678", "place_id": "P007", "rating": 5.0, "type": "Food 2", "website": "https://xyz.me", "address_id": 5, "closing_hours": null, "email": "[email protected]", "max_attendance": 11, "opening_hours": null, "business_hours": "09-18", "close_day": "Saturday", "description": "Some dummy", "is_open": true, "weekend_business_hours": "08-12", "user_shop_id": 0}, "source": {"version": "1.6.0.Final", "connector": "mysql", "name": "bookingdev_sqip_local", "ts_ms": 1629267837000, "snapshot": "false", "db": "booking", "sequence": null, "table": "shop", "server_id": 1, "gtid": null, "file": "mysql-bin.000044", "pos": 26432, "row": 0, "thread": null, "query": null}, "op": "u", "ts_ms": 1629267836453, "transaction": null}
apart of that, I also removed the custom deserializer and custom POJO as schema is already installed on the schema registry.
Now the question remains, how do I obtain debezium’s schema generated from schema-registry and convert the message to the correct Java POJO to be executed further?
Update 19.08.2021
After discussion with @OneCricketeer, I made adjustment on the logic for Consumer as below
public void listen(ConsumerRecord<Integer, GenericRecord> messages, Acknowledgment ack) throws JsonProcessingException {
log.info(messages.key());
log.info(messages.value());
Shop shop = new ObjectMapper().readValue(messages.value().get("after").toString(), Shop.class);
log.info("NEW VALUE #####-> " + shop.getName());
//other logic here.
ack.acknowledge();
}
But I got another error:
java.lang.IllegalStateException: This error handler cannot process 'SerializationException's directly; please consider configuring an 'ErrorHandlingDeserializer' in the value and/or key deserializer
at org.springframework.kafka.listener.SeekUtils.seekOrRecover(SeekUtils.java:194) ~[spring-kafka-2.7.0.jar:2.7.0]
at org.springframework.kafka.listener.SeekToCurrentErrorHandler.handle(SeekToCurrentErrorHandler.java:112) ~[spring-kafka-2.7.0.jar:2.7.0]
at org.springframework.kafka.listener.KafkaMessageListenerContainer$ListenerConsumer.handleConsumerException(KafkaMessageListenerContainer.java:1598) ~[spring-kafka-2.7.0.jar:2.7.0]
at org.springframework.kafka.listener.KafkaMessageListenerContainer$ListenerConsumer.run(KafkaMessageListenerContainer.java:1210) ~[spring-kafka-2.7.0.jar:2.7.0]
at java.base/java.util.concurrent.Executors$RunnableAdapter.call(Executors.java:515) ~[na:na]
at java.base/java.util.concurrent.FutureTask.run(FutureTask.java:264) ~[na:na]
at java.base/java.lang.Thread.run(Thread.java:834) ~[na:na]
Caused by: org.apache.kafka.common.errors.SerializationException: Error deserializing key/value for partition bookingdev_sqip_local.booking.shop-0 at offset 0. If needed, please seek past the record to continue consumption.
Caused by: org.apache.kafka.common.errors.SerializationException: Could not find class bookingdev_sqip_local.booking.shop.Key specified in writer's schema whilst finding reader's schema for a SpecificRecord.
Checked the Schema-Registry Debezium created two subjects – one for key and one for value.
["bookingdev_sqip_local.booking.shop-value","bookingdev_sqip_local.booking.shop-key"]
Looks like the error due to unable to map the schema for the key.
2
Answers
Ok after struggling with this Spring Boot <-> Kafka Connector <-> Debezium CDC MySQL. I got a working application.
The architecture:
I am using Schema-Registry to store the schema configuration.
ShopConsumerConfig.java
Shop.java
or the Java POJOand finally the consumer
ShopConsumer.java
I hope this helps anyone out there who is struggling to understand how to consume the Debezium message.
The exception is because your Kafka listener method should receive
List<ShopMessage>
instead ofList<Message<ShopMessage>>
.Try to change this line:
To:
Also
shopMapper.toChange(message.getPayload())
toshopMapper.toChange(message)