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2019-04-02 Flink Forward -Pulsar + Flink
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1 . Elastic Data Processing with Apache Flink and Apache Pulsar Sijie Guo (sijieg) 2019-04-02
2 . Who am I • Apache Pulsar PMC Member • Apache BookKeeper PMC Member • Interested in technologies around Event Streaming
3 . Agenda • What is Apache Pulsar? • A Pulsar View on Data - Segmented Stream • Pulsar - Access Pattern & Tiered Storage • Pulsar - Schema • When Flink meets Pulsar
4 .What is Apache Pulsar?
5 . Pub/Sub Messaging 2003 2010 2012 2006 2011
6 . “Flexible Pub/Sub messaging backed by durable log/stream storage”
7 .Pulsar - Pub/Sub
8 .Pulsar - Multi Tenancy
9 .Pulsar - Queue + Streaming
10 .Pulsar - Cloud Native Layered Architecture • Independent Scalability • Instant Failure Recovery • Balance-free on cluster expansions
11 .A Pulsar View on Data
12 .Batch - HDFS
13 .Stream - Pub/Sub
14 .A Flink View on Computing “Batch processing is a special case of Stream processing”
15 .Pulsar = Segmented Stream
16 . Topic Producers Topic Consumers Time
17 .Partitions P0 Producers P1 P2 Consumers P3 Time
18 . Segments P0 Segment 1 Segment 2 Segment 3 Producers P1 Segment 1 Segment 2 Segment 3 Segment 4 P2 Segment 1 Segment 2 Segment 3 Consumers P3 Segment 1 Segment 2 Segment 3 Time
19 . Stream P0 Segment 1 Segment 2 Segment 3 Producers P1 Segment 1 Segment 2 Segment 3 Segment 4 P2 Segment 1 Segment 2 Segment 3 Consumers P3 Segment 1 Segment 2 Segment 3 Time
20 . Stream Producers Stream Segment 1 Segment 2 Segment 3 Segment 4 Consumers Time
21 . Segmented Stream • Segmented Stream Systems • Apache Pulsar, Twitter EventBus, EMC Pravega • All Apache BookKeeper based • Used BK in a different way • Pulsar, EventBus - Uses BK as the segment store • Pravega - Uses BK as the journal only
22 . Access Patterns ✓ Write 写 Stream Segment 1 Segment 2 Segment 3 Segment 4 ✓ Tailing Read 追尾 Time ✓ Catchup Read 追赶读
23 . Access Patterns ✓ Write Write 写 Stream Segment 1 Segment 2 Segment 3 Segment 4 ✓ Tailing Read 追尾 Time ✓ Catchup Read 追赶读
24 . Access Patterns Tailing Read ✓ Write Write 写 Stream Segment 1 Segment 2 Segment 3 Segment 4 ✓ Tailing Read 追尾 Time ✓ Catchup Read 追赶读
25 . Access Patterns Tailing Read ✓ Write Write 写 Stream Segment 1 Segment 2 Segment 3 Segment 4 ✓ Tailing Read 追尾 Time Catchup Read ✓ Catchup Read 追赶读
26 . Write Kafka Pulsar Broker Broker Broker Broker Broker Broker Partition Partition Partition (Leader) (Follower) (Follower)
27 . Tailing Read Kafka Pulsar Broker Broker Broker Broker Broker Broker Partition Partition Partition (Leader) (Follower) (Follower)
28 . Catchup Read Kafka Pulsar Broker Broker Broker Broker Broker Broker Partition Partition Partition (Leader) (Follower) (Follower)
29 . IO Isolation Kafka Pulsar Broker Broker Broker Broker Broker Broker Partition Partition Partition (Leader) (Follower) (Follower)