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Hello Hydrate! From Stream to
Clickhouse with Apache Pulsar
and Friends
1
Tim Spann
Developer Advocate
● https://www.datainmotion.dev/
● https://github.com/tspannhw/SpeakerProfile
● https://dev.to/tspannhw
● https://github.com/tspannhw/FLiP-Stream2Clickhouse
DZone Zone Leader and Big Data
MVB Data DJay
● Founded the original developers of
Apache Pulsar.
● Passionate and dedicated team.
● StreamNative helps teams to capture,
manage, and leverage data using
Pulsar’s unified messaging and
streaming platform.
3
The Need For Real-Time Data
Hybrid and multi-cloud
strategies with native
geo-replication
Seamlessly build
microservice architectures
with support for streaming
and messaging workloads
Built for Kubernetes
CloudNative
migrations with tools
360 degree customer data
multi-tenancy, infinite
retention, and extensive
connector ecosystem
4
Apache is an open source, cloud-native
distributed messaging and streaming platform.
6
What are the Benefits of Pulsar?
Data Durability
Scalability Geo-Replication
Multi-Tenancy
Unified Messaging
Model
7
Apache Pulsar
A Unified Messaging Platform
Message Queuing
Data Streaming
9
Key Milestones
2012 2016 2017 2018 2019 2020
Originally developed
inside Yahoo! as “Cloud
Messaging Service”
Pulsar is
committed to
Open Source
Pulsar is accepted into
the Apache Software
Foundation
Pulsar
becomes a
Top-Level
Project
● StreamNative is founded and
seed round raised.
● Tencent adopts Pulsar for
payment processing platform.
● BestPay adopts Pulsar for
payment processing.
● Pulsar hits 200 contributors.
● 2 global Pulsar conferences, 80+ speakers, 1,500+ attendees
● Pulsar hits 340 contributors
● StreamNative and OVHCloud launch Kafka on Pulsar (KoP)
● StreamNative + China Mobile launch AMQP on Pulsar (AoP)
● Pulsar Ecosystem expands - StreamNative Hub launches
● StreamNative Cloud launches on GCP and Alibaba Cloud
● StreamNative customer adoption continues - new
customers include Flipkart and Applied Materials
● Pulsar 2.7 + Transactions
● Pulsar Flink Connector 2.7
Major increase in adoption following
TLP designation in 2018
2021
● 3 global Pulsar conferences
● StreamNative hits 400
contributors (June).
● Pulsar surpasses Kafka in
monthly active contributors.
● Pulsar 2.8 + Exactly-Once
semantics
● StreamNative Platform launches
10
Apache Pulsar Overview
● Pub-Sub
● Geo-Replication
● Pulsar Functions
● Horizontal Scalability
● Multi-tenancy
● Tiered Persistent Storage
● Pulsar Connectors
● REST API
● CLI
● Many clients available
● Four Different Subscription Types
● Multi-Protocol Support
○ MQTT
○ AMQP
○ JMS
○ Kafka
○ ...
11
Pulsar’s Publish-Subscribe model
Broker
Subscription
Consumer 1
Consumer 2
Consumer 3
Topic
Producer 1
Producer 2
● Producers send messages.
● Topics are an ordered, named channel that
producers use to transmit messages to
subscribed consumers.
● Messages belong to a topic and contain an
arbitrary payload.
● Brokers handle connections and routes
messages between producers / consumers.
● Subscriptions are named configuration
rules that determine how messages are
delivered to consumers.
● Consumers receive messages.
12
Topics
Tenants
(Compliance)
Tenants
(Data Services)
Namespace
(Microservices)
Topic-1
(Cust Auth)
Topic-1
(Location Resolution)
Topic-2
(Demographics)
Topic-1
(Budgeted Spend)
Topic-1
(Acct History)
Topic-1
(Risk Detection)
Namespace
(ETL)
Namespace
(Campaigns)
Namespace
(ETL)
Tenants
(Marketing)
Namespace
(Risk Assessment)
Pulsar Instance
Pulsar Cluster
13
Pulsar subscription modes
Different subscription modes have
different semantics:
Exclusive/Failover - guaranteed
order, single active consumer
Shared - multiple active consumers,
no order
Key_Shared - multiple active
consumers, order for given key
Producer 1
Producer 2
Pulsar Topic
Subscription D
Consumer D-1
Consumer D-2
Key-Shared
<
K
1,
V
10
>
<
K
1,
V
11
>
<
K
1,
V
12
>
<
K
2
,V
2
0
>
<
K
2
,V
2
1>
<
K
2
,V
2
2
>
Subscription C
Consumer C-1
Consumer C-2
Shared
<
K
1,
V
10
>
<
K
2,
V
21
>
<
K
1,
V
12
>
<
K
2
,V
2
0
>
<
K
1,
V
11
>
<
K
2
,V
2
2
>
Subscription A Consumer A
Exclusive
Subscription B
Consumer B-1
Consumer B-2
In case of failure in
Consumer B-1
Failover
14
MQTT on Pulsar (MoP)
15
Kafka-on-Pulsar (Kop)
16
Moving Data Out of Pulsar to Clickhouse
IO/Connectors are a simple way to integrate with external systems and move data
in and out of Pulsar. https://pulsar.apache.org/docs/en/io-jdbc-sink/
● Built on top of Pulsar Functions
● Built-in connectors - hub.streamnative.io
Source Sink
18
Streaming Events into Altinity Cloud
https://docs.altinity.com/altinitycloud/quickstartguide/connectclient/
pulsar-io-jdbc-clickhouse-2.8.0.nar
19
CREATE TABLE iotjetsonjson_local
(
uuid String, camera String, ipaddress String, networktime String, top1pct String,
top1 String, cputemp String, gputemp String, gputempf String,
cputempf String, runtime String,
host String, filename String, host_name String, macaddress String,
te String, systemtime String, cpu String, diskusage String,
memory String, imageinput String
)
ENGINE = MergeTree()
PARTITION BY uuid
ORDER BY (uuid);
CREATE TABLE iotjetsonjson ON CLUSTER '{cluster}' AS iotjetsonjson_local
ENGINE = Distributed('{cluster}', default, iotjetsonjson_local, rand());
Build Cluster in Altinity Cloud
https://docs.altinity.com
20
Run A Cluster in Altinity Cloud
https://docs.altinity.com
21
Run A Cluster in Altinity Cloud
https://docs.altinity.com
22
Monitor The Cluster in Altinity Cloud
https://docs.altinity.com
23
Monitor The Cluster in Altinity Cloud
https://docs.altinity.com
24
StreamNative
Cloud
APP Layer
Application Messaging Data Pipelines Real-time Contextual Analytics
Micro
Service
Notification Dashboard Risk Control Auditing
Payment ETL
How Companies Use StreamNative today
26
Powered by Apache Pulsar, StreamNative provides a cloud-native,
real-time messaging and streaming platform to support multi-cloud
and hybrid cloud strategies.
Built for Containers
Cloud Native
StreamNative Cloud
Flink SQL
27
Best Practice
Architectures
Example: E-Commerce with Pulsar
● Unified storage with
access to underlying data
● Native tiered storage
● Single system to exchange
data
● Teams share toolset
StreamNative Hub
StreamNative Cloud
Unified Batch and Stream COMPUTING
Batch
(Batch + Stream)
Unified Batch and Stream STORAGE
Offload
(Queuing + Streaming)
Apache Flink - Apache Pulsar - Apache NiFi <-> Events <-> Clickhouse
Tiered Storage
Pulsar
---
KoP
---
MoP
---
Websocket
---
HTTP
Pulsar
Sink
Pulsar
Sink
Streaming
Edge Gateway
Protocols
End-to-End Streaming FLiP(N) Apps
Micro
Service
Demo
https://github.com/tspannhw/FLiP-Stream2Clickhouse/
IoT Data
IoT Ingestion: High-volume
streaming sources, sensors,
multiple message formats,
diverse protocols and
multi-vendor devices
creates data ingestion
challenges.
Other Sources: Transit data,
news, twitter, status feeds,
REST data, stock data and
more.
I Can Haz
Events?
REST JSON “stonks” Events
{"symbol":"STREAM",
"uuid":"10640832-f139-4b82-8780-e3ad37b3d0
ce",
"ts":1618529574078,
"dt":1612098900000,
"datetime":"2021/01/31 08:15:00",
"open":"12.24500",
"close":"12.25500",
"high":"12.25500",
"volume":"12353",
"low":"12.24500"}
37
Wrap-Up
Now Available
On-Demand
Pulsar Training
Academy.StreamNative.io
We’re Hiring
streamnative.io/careers/
Connect with the Community & Stay Up-To-Date
● Join the Pulsar Slack channel - Apache-Pulsar.slack.com
● Follow @streamnativeio and @apache_pulsar on Twitter
● Subscribe to Monthly Pulsar Newsletter for major news, events, project
updates, and resources in the Pulsar community
41
Interested In Learning More?
Flink SQL Cookbook
The Github Source for Flink
SQL Demo
The GitHub Source for Demo
Manning's Apache Pulsar in
Action
O’Reilly Book
[11/8] PASS Data Community
[11/18] Developer Week Austin
[11/19] Porto Tech Hub Con
[12/3] Data Science Camp
Resources Free eBooks Upcoming Events
42
● https://www.datainmotion.dev/2020/04/building-search-indexes-with-apache.html
● https://github.com/tspannhw/nifi-solr-example
● https://github.com/streamnative/pulsar-flink
● https://www.linkedin.com/pulse/2021-schedule-tim-spann/
● https://github.com/tspannhw/SpeakerProfile/blob/main/2021/talks/20210729_HailHydr
ate!FromStreamtoLake_TimSpann.pdf
● https://streamnative.io/en/blog/release/2021-04-20-flink-sql-on-streamnative-cloud
● https://docs.streamnative.io/cloud/stable/compute/flink-sql
● https://github.com/tspannhw/FLiP-Stream2Clickhouse
Deeper Content
@PaasDev
https://www.pulsardeveloper.com/
timothyspann
43
Let’s Keep
in Touch!
Tim Spann
Developer Advocate
@PassDev
https://www.linkedin.com/in/timothyspann
https://github.com/tspannhw
Questions
45
Thank You!
46

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Osacon 2021 hello hydrate! from stream to clickhouse with apache pulsar and friends

  • 1. Hello Hydrate! From Stream to Clickhouse with Apache Pulsar and Friends 1
  • 2. Tim Spann Developer Advocate ● https://www.datainmotion.dev/ ● https://github.com/tspannhw/SpeakerProfile ● https://dev.to/tspannhw ● https://github.com/tspannhw/FLiP-Stream2Clickhouse DZone Zone Leader and Big Data MVB Data DJay
  • 3. ● Founded the original developers of Apache Pulsar. ● Passionate and dedicated team. ● StreamNative helps teams to capture, manage, and leverage data using Pulsar’s unified messaging and streaming platform. 3
  • 4. The Need For Real-Time Data Hybrid and multi-cloud strategies with native geo-replication Seamlessly build microservice architectures with support for streaming and messaging workloads Built for Kubernetes CloudNative migrations with tools 360 degree customer data multi-tenancy, infinite retention, and extensive connector ecosystem 4
  • 5.
  • 6. Apache is an open source, cloud-native distributed messaging and streaming platform. 6
  • 7. What are the Benefits of Pulsar? Data Durability Scalability Geo-Replication Multi-Tenancy Unified Messaging Model 7
  • 9. A Unified Messaging Platform Message Queuing Data Streaming 9
  • 10. Key Milestones 2012 2016 2017 2018 2019 2020 Originally developed inside Yahoo! as “Cloud Messaging Service” Pulsar is committed to Open Source Pulsar is accepted into the Apache Software Foundation Pulsar becomes a Top-Level Project ● StreamNative is founded and seed round raised. ● Tencent adopts Pulsar for payment processing platform. ● BestPay adopts Pulsar for payment processing. ● Pulsar hits 200 contributors. ● 2 global Pulsar conferences, 80+ speakers, 1,500+ attendees ● Pulsar hits 340 contributors ● StreamNative and OVHCloud launch Kafka on Pulsar (KoP) ● StreamNative + China Mobile launch AMQP on Pulsar (AoP) ● Pulsar Ecosystem expands - StreamNative Hub launches ● StreamNative Cloud launches on GCP and Alibaba Cloud ● StreamNative customer adoption continues - new customers include Flipkart and Applied Materials ● Pulsar 2.7 + Transactions ● Pulsar Flink Connector 2.7 Major increase in adoption following TLP designation in 2018 2021 ● 3 global Pulsar conferences ● StreamNative hits 400 contributors (June). ● Pulsar surpasses Kafka in monthly active contributors. ● Pulsar 2.8 + Exactly-Once semantics ● StreamNative Platform launches 10
  • 11. Apache Pulsar Overview ● Pub-Sub ● Geo-Replication ● Pulsar Functions ● Horizontal Scalability ● Multi-tenancy ● Tiered Persistent Storage ● Pulsar Connectors ● REST API ● CLI ● Many clients available ● Four Different Subscription Types ● Multi-Protocol Support ○ MQTT ○ AMQP ○ JMS ○ Kafka ○ ... 11
  • 12. Pulsar’s Publish-Subscribe model Broker Subscription Consumer 1 Consumer 2 Consumer 3 Topic Producer 1 Producer 2 ● Producers send messages. ● Topics are an ordered, named channel that producers use to transmit messages to subscribed consumers. ● Messages belong to a topic and contain an arbitrary payload. ● Brokers handle connections and routes messages between producers / consumers. ● Subscriptions are named configuration rules that determine how messages are delivered to consumers. ● Consumers receive messages. 12
  • 13. Topics Tenants (Compliance) Tenants (Data Services) Namespace (Microservices) Topic-1 (Cust Auth) Topic-1 (Location Resolution) Topic-2 (Demographics) Topic-1 (Budgeted Spend) Topic-1 (Acct History) Topic-1 (Risk Detection) Namespace (ETL) Namespace (Campaigns) Namespace (ETL) Tenants (Marketing) Namespace (Risk Assessment) Pulsar Instance Pulsar Cluster 13
  • 14. Pulsar subscription modes Different subscription modes have different semantics: Exclusive/Failover - guaranteed order, single active consumer Shared - multiple active consumers, no order Key_Shared - multiple active consumers, order for given key Producer 1 Producer 2 Pulsar Topic Subscription D Consumer D-1 Consumer D-2 Key-Shared < K 1, V 10 > < K 1, V 11 > < K 1, V 12 > < K 2 ,V 2 0 > < K 2 ,V 2 1> < K 2 ,V 2 2 > Subscription C Consumer C-1 Consumer C-2 Shared < K 1, V 10 > < K 2, V 21 > < K 1, V 12 > < K 2 ,V 2 0 > < K 1, V 11 > < K 2 ,V 2 2 > Subscription A Consumer A Exclusive Subscription B Consumer B-1 Consumer B-2 In case of failure in Consumer B-1 Failover 14
  • 15. MQTT on Pulsar (MoP) 15
  • 17.
  • 18. Moving Data Out of Pulsar to Clickhouse IO/Connectors are a simple way to integrate with external systems and move data in and out of Pulsar. https://pulsar.apache.org/docs/en/io-jdbc-sink/ ● Built on top of Pulsar Functions ● Built-in connectors - hub.streamnative.io Source Sink 18
  • 19. Streaming Events into Altinity Cloud https://docs.altinity.com/altinitycloud/quickstartguide/connectclient/ pulsar-io-jdbc-clickhouse-2.8.0.nar 19 CREATE TABLE iotjetsonjson_local ( uuid String, camera String, ipaddress String, networktime String, top1pct String, top1 String, cputemp String, gputemp String, gputempf String, cputempf String, runtime String, host String, filename String, host_name String, macaddress String, te String, systemtime String, cpu String, diskusage String, memory String, imageinput String ) ENGINE = MergeTree() PARTITION BY uuid ORDER BY (uuid); CREATE TABLE iotjetsonjson ON CLUSTER '{cluster}' AS iotjetsonjson_local ENGINE = Distributed('{cluster}', default, iotjetsonjson_local, rand());
  • 20. Build Cluster in Altinity Cloud https://docs.altinity.com 20
  • 21. Run A Cluster in Altinity Cloud https://docs.altinity.com 21
  • 22. Run A Cluster in Altinity Cloud https://docs.altinity.com 22
  • 23. Monitor The Cluster in Altinity Cloud https://docs.altinity.com 23
  • 24. Monitor The Cluster in Altinity Cloud https://docs.altinity.com 24
  • 26. APP Layer Application Messaging Data Pipelines Real-time Contextual Analytics Micro Service Notification Dashboard Risk Control Auditing Payment ETL How Companies Use StreamNative today 26
  • 27. Powered by Apache Pulsar, StreamNative provides a cloud-native, real-time messaging and streaming platform to support multi-cloud and hybrid cloud strategies. Built for Containers Cloud Native StreamNative Cloud Flink SQL 27
  • 28.
  • 29.
  • 30.
  • 31.
  • 33. Example: E-Commerce with Pulsar ● Unified storage with access to underlying data ● Native tiered storage ● Single system to exchange data ● Teams share toolset
  • 34. StreamNative Hub StreamNative Cloud Unified Batch and Stream COMPUTING Batch (Batch + Stream) Unified Batch and Stream STORAGE Offload (Queuing + Streaming) Apache Flink - Apache Pulsar - Apache NiFi <-> Events <-> Clickhouse Tiered Storage Pulsar --- KoP --- MoP --- Websocket --- HTTP Pulsar Sink Pulsar Sink Streaming Edge Gateway Protocols End-to-End Streaming FLiP(N) Apps Micro Service
  • 36. IoT Data IoT Ingestion: High-volume streaming sources, sensors, multiple message formats, diverse protocols and multi-vendor devices creates data ingestion challenges. Other Sources: Transit data, news, twitter, status feeds, REST data, stock data and more.
  • 37. I Can Haz Events? REST JSON “stonks” Events {"symbol":"STREAM", "uuid":"10640832-f139-4b82-8780-e3ad37b3d0 ce", "ts":1618529574078, "dt":1612098900000, "datetime":"2021/01/31 08:15:00", "open":"12.24500", "close":"12.25500", "high":"12.25500", "volume":"12353", "low":"12.24500"} 37
  • 41. Connect with the Community & Stay Up-To-Date ● Join the Pulsar Slack channel - Apache-Pulsar.slack.com ● Follow @streamnativeio and @apache_pulsar on Twitter ● Subscribe to Monthly Pulsar Newsletter for major news, events, project updates, and resources in the Pulsar community 41
  • 42. Interested In Learning More? Flink SQL Cookbook The Github Source for Flink SQL Demo The GitHub Source for Demo Manning's Apache Pulsar in Action O’Reilly Book [11/8] PASS Data Community [11/18] Developer Week Austin [11/19] Porto Tech Hub Con [12/3] Data Science Camp Resources Free eBooks Upcoming Events 42
  • 43. ● https://www.datainmotion.dev/2020/04/building-search-indexes-with-apache.html ● https://github.com/tspannhw/nifi-solr-example ● https://github.com/streamnative/pulsar-flink ● https://www.linkedin.com/pulse/2021-schedule-tim-spann/ ● https://github.com/tspannhw/SpeakerProfile/blob/main/2021/talks/20210729_HailHydr ate!FromStreamtoLake_TimSpann.pdf ● https://streamnative.io/en/blog/release/2021-04-20-flink-sql-on-streamnative-cloud ● https://docs.streamnative.io/cloud/stable/compute/flink-sql ● https://github.com/tspannhw/FLiP-Stream2Clickhouse Deeper Content @PaasDev https://www.pulsardeveloper.com/ timothyspann 43
  • 44. Let’s Keep in Touch! Tim Spann Developer Advocate @PassDev https://www.linkedin.com/in/timothyspann https://github.com/tspannhw