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Rethinking Stream Processing
with Apache Kafka:
Applications vs. Clusters,
Streams vs. Databases
Michael G. Noll
Confluent
Strata Data Conference, London, May 2017
2
0.11* Exactly-once
semantics
0.10 Data processing (Streams API)
0.9 Data integration (Connect API)
Intra-cluster
replication
0.8
2012 2014 2015 2016 2017
Cluster mirroring0.7
2013
Apache Kafka: birthed as a messaging system, now a streaming platform
3
4
5
6
7
8
9
,
10
,
11
12
13
14
(Does NOT run inside
the Kafka brokers!)
15
(Does NOT run inside
the Kafka brokers!)
16
17
http://docs.confluent.io/current/cp-docker-images/docs/tutorials/kafka-streams-examples.html
18
19
Before
20
Before
With Kafka’s
Streams API
21
KStream<Integer, Integer> input =
builder.stream("numbers-topic");
// Stateless computation
KStream<Integer, Integer> doubled =
input.mapValues(v -> v * 2);
// Stateful computation
KTable<Integer, Integer> sumOfOdds = input
.filter((k,v) -> v % 2 != 0)
.selectKey((k, v) -> 1)
.groupByKey()
.reduce((v1, v2) -> v1 + v2, "sum-of-odds");
class PrintToConsoleProcessor
implements Processor<K, V> {
@Override
public void init(ProcessorContext context) {}
@Override
void process(K key, V value) {
System.out.println("Got value " + value);
}
@Override
void punctuate(long timestamp) {}
@Override
void close() {}
}
22
23
24
Linux Windows
25
26
27
28
29
30
http://www.confluent.io/blog/introducing-kafka-streams-stream-processing-made-simple
https://kafka.apache.org/documentation/streams#streams_duality
31
32
33
34
35
36
37
38
39
40
41
42
…and more…
43
44
45
…and more…
46
47
2016 2017
First release of Kafka’s
Streams API (0.10.0.0)
today
Kafka Streams API in the wild
Kafka 0.10.2.1
In production at LINE Corp., Japan
220+ million active users, processing millions of msg/s
“Applying Kafka Streams for internal message delivery pipeline”
https://engineering.linecorp.com/en/blog/detail/80
48
49
50
…and more…
51
52
53*Available in Apache Kafka 0.11 (June 2017)
54
55
56
57
58
59
60
61
$ curl -sXGET http://localhost:7070/kafka-music/charts/top-five
[
{
"artist": "Subhumans",
"album": "Live In A Dive",
"name": "All Gone Dead",
"plays": 126
},
{
"artist": "Wheres The Pope?",
"album": "PSI",
"name": "Fear Of God",
"plays": 115
},
...
]
62
…and more…
63
64
65
66
https://kafka.apache.org/documentation/streams
https://www.confluent.io/downloads/
http://docs.confluent.io/current/streams/
67
Kafka Summit San Francisco
August 28, 2017
www.kafka-summit.org
Discount code: kafcom17
Use the Apache Kafka community discount code to get $50 off
Presented by Questions? We’re at booth #317 in the Exhibition Hall.

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