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Massive volumes of
new data generated
every day
Mobile Cloud Microservices Internet of
Things
Machine
Learning
Distributed across
apps, devices,
datacenters, clouds
Structured,
unstructured
polymorphic
●
●
●
●
●
“Architectural Patterns with Apache
Kafka
RDBMS
CDC
Data Lakes
payment event
customer
customer payments
Stream
Processing
RDBMS CDC
customer
Stream
Processin
g
RDBMS
customer payments
payment event
Stream
Processing
RDBMS
Existing
App
New App
<x>
Stream
Processing
RDBMS
Existing
App
New App
<x>
New App
<y>
my-topic
my-topic-partition-0
my-topic-partition-1
my-topic-partition-2
broker-1
broker-2
broker-3
$ kafka-topics --zookeeper zk:2181
--create 
--topic my-topic 
--replication-factor 3 
--partitions 3
AdminClient
C CC
ProducerProducer Record
Topic
[Partition]
[Timestamp]
Value
Serializer Partitioner
Topic A
Partition 0
Batch 0
Batch 1
Batch 2
Topic B
Partition 1
Batch 0
Batch 1
Batch 2
Kafka
Broker
Send()
Retry
?
Fail
?
Yes
No
Can’t retry,
throw exception
Success: return
metadata
Yes
[Headers]
[Key]
JSON
CSV
Avro
XML
SERIALIZERS
01001010 01010011 01001111 01001110
01000011 01010011 01010110
01001010 01010011 01001111 01001110
01010000 01110010 01101111 01110100 ...
01011000 01001101 01001100
(if you must)
Reference
https://kafka.apache.org/10/documentation/streams/developer-guide/datatypes.html
Protobuf
private Properties kafkaProps = new Properties();
kafkaProps.put(“bootstrap.servers”, “broker1:9092,broker2:9092”);
kafkaProps.put(“key.serializer”, “org.apache.kafka.common.serialization.StringSerializer”);
kafkaProps.put("value.serializer", "io.confluent.kafka.serializers.KafkaAvroSerializer");
producer = new KafkaProducer<String, SpecificRecord>(kafkaProps);
Reference
https://kafka.apache.org/10/documentation/streams/developer-guide/datatypes.html
Producer Record
Topic
[Partition]
[Key]
Value
partitioner
Producer Record
Topic
[Partition]
AAAA
Value
partition = hash(key) % numPartitions
partitioner
Producer Record
Topic
[Partition]
BBBB
Value
partition = hash(key) % numPartitions
partitioner
Producer Record
Topic
[Partition]
CCCC
Value
partition = hash(key) % numPartitions
partitioner
Producer Record
Topic
[Partition]
DDDD
Value
partition = hash(key) % numPartitions
partitioner
Car·di·nal·i·ty
/ˌkärdəˈnalədē/
Noun
final Consumer<String, String> consumer = new KafkaConsumer<String, String>(props);
consumer.subscribe(Arrays.asList(topic));
try {
while (true) {
ConsumerRecords<String, String> records = consumer.poll(100);
for (ConsumerRecord<String, String> record : records) {
-- Do Some Work --
}
}
} finally {
consumer.close();
}
}
C
CC
C1
CC
C2
C C
C C
0 1
2 3
0 1
2 3
0, 3 1
2 3
●
●
●
●
●
●
Download your Apache Kafka and Stream Processing
O'Reilly Book Bundle
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Bank of China (HK) Tech Talk 1: Dive Into Apache Kafka
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Bank of China (HK) Tech Talk 1: Dive Into Apache Kafka