I am using Kafka to implement an architecture based on event sourcing.
Suppose I store the events in JSON format:
{"name": "ProductAdded", "productId":"1", quantity=3, dateAdded="2017-04-04" }
I would like to implement a query to get the quantity of a product with productId=X in a certain date.
Can you show an approximate implementation of this query with Spring Kafka KStreams?
UPDATE: I've advanced a little with this using Spring Kafka KStreams, but I'm getting a deserialization error.
This is my Spring Cloud Stream Kafka Producer:
public interface ProductProducer{
final String OUTPUT = "productsOut";
@Output(ProductProducer.OUTPUT)
MessageChannel output();
}
Config:
spring:
application:
name: product-generator-service
cloud:
stream:
kafka:
binder:
brokers:
- kafka
zk-nodes:
- kafka
bindings:
productsOut:
producer:
sync: true
bindings:
productsOut:
destination: orders
content-type: application/json
I send a message using the following code, that serializes a Map into a JSON object correctly:
Map<String, Object> event = new HashMap<>();
event.put("name", "ProductCreated");
event.put("productId", product.getId());
event.put("quantity", product.getQuantity());
event.put("dateAdded", new Date());
productProducer.output().send(MessageBuilder.withPayload(event).build(), 500);
MessageBuilder.withPayload(event).build()
-> GenericMessage [payload={quantity=1, productId=1, name=ProductCreated, dateAdded="xxxxx"}, headers={id=fc531176-e3e9-61b8-40e3-08074fabee4d, timestamp=1499845483095}]
In the ProductService application I am able to read this message using a Spring Cloud Stream listener:
@Component
public class ProductListener{
@StreamListener(ProductConsumer.INPUT)
public void handleProduct(Map<String, Object> event){
However with KStream I am getting a deserialization error:
@Configuration
public class KStreamsConfig {
private static final String STREAMING_TOPIC1 = "orders";
@Bean(name = KafkaStreamsDefaultConfiguration.DEFAULT_STREAMS_CONFIG_BEAN_NAME)
public StreamsConfig kStreamsConfigs() {
Map<String, Object> props = new HashMap<>();
props.put(StreamsConfig.BOOTSTRAP_SERVERS_CONFIG, "localhost:9092");
props.put(StreamsConfig.APPLICATION_ID_CONFIG, "product-service-kstream");
props.put(StreamsConfig.KEY_SERDE_CLASS_CONFIG, Serdes.String().getClass().getName());
//props.put(StreamsConfig.VALUE_SERDE_CLASS_CONFIG, Serdes.serdeFrom(jsonSerializer, jsonDeserializer).getClass().getName());
props.put(StreamsConfig.TIMESTAMP_EXTRACTOR_CLASS_CONFIG, WallclockTimestampExtractor.class.getName());
return new StreamsConfig(props);
}
@Bean
public FactoryBean<KStreamBuilder> myKStreamBuilder(StreamsConfig streamsConfig) {
return new KStreamBuilderFactoryBean(streamsConfig);
}
@Bean
public KStream<?, ?> kStream(KStreamBuilder kStreamBuilder) {
Serde<Integer> integerSerde = Serdes.Integer();
final Serializer<JsonNode> jsonSerializer = new JsonSerializer();
final Deserializer<JsonNode> jsonDeserializer = new JsonDeserializer();
final Serde<JsonNode> jsonSerde = Serdes.serdeFrom(jsonSerializer, jsonDeserializer);
KStream<Integer, JsonNode> stream = kStreamBuilder.stream(null, integerSerde, jsonSerde, STREAMING_TOPIC1);
stream.print();
return stream;
}
}
Exception:
org.apache.kafka.common.errors.SerializationException: com.fasterxml.jackson.core.JsonParseException: Unrecognized token 'ÿ': was expecting ('true', 'false' or 'null')
at [Source: [B@288e4e9a; line: 1, column: 4]
Caused by: com.fasterxml.jackson.core.JsonParseException: Unrecognized token 'ÿ': was expecting ('true', 'false' or 'null')
at [Source: [B@288e4e9a; line: 1, column: 4]
at com.fasterxml.jackson.core.JsonParser._constructError(JsonParser.java:1702)
at com.fasterxml.jackson.core.base.ParserMinimalBase._reportError(ParserMinimalBase.java:558)
at com.fasterxml.jackson.core.json.UTF8StreamJsonParser._reportInvalidToken(UTF8StreamJsonParser.java:3528)
at com.fasterxml.jackson.core.json.UTF8StreamJsonParser._handleUnexpectedValue(UTF8StreamJsonParser.java:2686)
at com.fasterxml.jackson.core.json.UTF8StreamJsonParser._nextTokenNotInObject(UTF8StreamJsonParser.java:878)
at com.fasterxml.jackson.core.json.UTF8StreamJsonParser.nextToken(UTF8StreamJsonParser.java:772)
at com.fasterxml.jackson.databind.ObjectMapper._initForReading(ObjectMapper.java:3834)
at com.fasterxml.jackson.databind.ObjectMapper._readMapAndClose(ObjectMapper.java:3783)
at com.fasterxml.jackson.databind.ObjectMapper.readTree(ObjectMapper.java:2404)
at org.apache.kafka.connect.json.JsonDeserializer.deserialize(JsonDeserializer.java:50)
at org.apache.kafka.connect.json.JsonDeserializer.deserialize(JsonDeserializer.java:30)
at org.apache.kafka.streams.processor.internals.SourceNode.deserializeValue(SourceNode.java:46)
at org.apache.kafka.streams.processor.internals.SourceNodeRecordDeserializer.deserialize(SourceNodeRecordDeserializer.java:44)
at org.apache.kafka.streams.processor.internals.RecordQueue.addRawRecords(RecordQueue.java:85)
at org.apache.kafka.streams.processor.internals.PartitionGroup.addRawRecords(PartitionGroup.java:117)
at org.apache.kafka.streams.processor.internals.StreamTask.addRecords(StreamTask.java:158)
at org.apache.kafka.streams.processor.internals.StreamThread.runLoop(StreamThread.java:605)
at org.apache.kafka.streams.processor.internals.StreamThread.run(StreamThread.java:361)
UPDATE 2:
To find out what was getting to the KStream I changed into String deserializers for both the key and the value and this is what is being printed:
KStream<Integer, String> stream = kStreamBuilder.stream(null, integerSerde, stringSerde, STREAMING_TOPIC1);
Printed value:
[KSTREAM-SOURCE-0000000000]: null , �contentType
Why am I not getting the JSON string?
UPDATE 3: I fixed the deserialization problem, the cause was that the message producer (Spring Cloud Stream) adds some headers by default as part of the payload. I only had to disable this header inclusion to start receiving the messages correctly in Kafka Streams:
spring:
application:
name: product-service
cloud:
stream:
kafka:
binder:
brokers:
- kafka
zk-nodes:
- kafka
bindings:
productsOut:
producer:
sync: true
bindings:
productsIn:
group: product-service
destination: orders
consumer:
max-attempts: 5
header-mode: raw
productsOut:
destination: orders
content-type: application/json
producer:
header-mode: raw
KStream definition:
KStream<Integer, JsonNode> stream = kStreamBuilder.stream(integerSerde, jsonSerde, STREAMING_TOPIC1);
Output:
[KSTREAM-SOURCE-0000000000]: null , {"quantity":0,"productId":0,"name":"ProductCreated","dateAdded":1499930385450}
Now with everything set up correctly: how can I implement an interactive query like the one I need? -> Get the quantity of a product with productId=X in a certain date
I managed to solve this using a mixture of Spring Cloud Streams (to generate the messages) and Spring Kafka to process the KafkaStreams and implement the interactive queries (IMPORTANT: notice the Question UPDATE 3: to be able to combine both):
Kafka Streams Config:
@Configuration
public class KStreamsConfig {
private static final String STREAMING_TOPIC1 = "orders";
@Bean(name = KafkaStreamsDefaultConfiguration.DEFAULT_STREAMS_CONFIG_BEAN_NAME)
public StreamsConfig kStreamsConfigs() {
Map<String, Object> props = new HashMap<>();
props.put(StreamsConfig.BOOTSTRAP_SERVERS_CONFIG, "localhost:9092");
props.put(StreamsConfig.APPLICATION_ID_CONFIG, "product-service-streams");
props.put(StreamsConfig.KEY_SERDE_CLASS_CONFIG, Serdes.Integer().getClass().getName());
props.put(StreamsConfig.VALUE_SERDE_CLASS_CONFIG, Serdes.Integer().getClass().getName());
//props.put(StreamsConfig.VALUE_SERDE_CLASS_CONFIG, Serdes.serdeFrom(jsonSerializer, jsonDeserializer).getClass().getName());
props.put(StreamsConfig.TIMESTAMP_EXTRACTOR_CLASS_CONFIG, WallclockTimestampExtractor.class.getName());
return new StreamsConfig(props);
}
@Bean
public KStreamBuilderFactoryBean myKStreamBuilder(StreamsConfig streamsConfig) {
return new KStreamBuilderFactoryBean(streamsConfig);
}
@Bean
public KStream<?, ?> kStream(KStreamBuilder kStreamBuilder, KStreamBuilderFactoryBean kStreamBuilderFactoryBean) {
Serde<Integer> integerSerde = Serdes.Integer();
final Serializer<JsonNode> jsonSerializer = new JsonSerializer();
final Deserializer<JsonNode> jsonDeserializer = new JsonDeserializer();
final Serde<JsonNode> jsonSerde = Serdes.serdeFrom(jsonSerializer, jsonDeserializer);
KStream<Integer, JsonNode> stream = kStreamBuilder.stream(integerSerde, jsonSerde, STREAMING_TOPIC1);
stream.map( (key, value) -> {
return new KeyValue<>(value.get("productId").asInt(), value.get("quantity").asInt());
}).groupByKey().reduce( (v1, v2) -> v1 + v2, "ProductsStock");
stream.print();
return stream;
}
}
Notice how I generate a KTable store ProductsStock
that I'll query later in the service.
ProductService:
@Autowired
private KStreamBuilderFactoryBean kStreamBuilderFactoryBean;
@Override
public Integer getProductStock(Integer id) {
KafkaStreams streams = kStreamBuilderFactoryBean.getKafkaStreams();
ReadOnlyKeyValueStore<Integer, Integer> keyValueStore =
streams.store("ProductsStock", QueryableStoreTypes.keyValueStore());
return keyValueStore.get(id);
}
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