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Using FLiP with InfluxDB for
Edge AI IoT at Scale
Tim Spann | Developer Advocate
+
streamnative.io
+
Tim Spann
Developer Advocate
Tim Spann, Developer Advocate at StreamNative
● FLiP(N) Stack = Flink, Pulsar and NiFI Stack
● Streaming Systems & Data Architecture Expert
● Experience:
○ 15+ years of experience with streaming technologies including Pulsar,
Flink, Spark, NiFi, Kafka, Big Data, Cloud, MXNet, IoT and more.
○ Today, he helps to grow the Pulsar community sharing rich technical
knowledge and experience at both global conferences and through
individual conversations.
streamnative.io
● Learn how to build an end-to-end streaming edge app
● How to pull messages from Pulsar topics and persists the
messages to InfluxDB
● Building a data stream for IoT with NiFi and InfluxDB
● Using Apache Flink + Apache Pulsar
● Using Apache Spark + Apache Pulsar
Agenda
+
streamnative.io
FLiP Stack Weekly
This week in Apache Flink, Apache Pulsar, Apache
NiFi, Apache Spark and open source friends.
https://bit.ly/32dAJft
+
streamnative.io
● Apache Flink
● Apache Pulsar
● Pulsar Functions
● StreamNative's Flink Connector for Pulsar
● Apache NiFi
● Apache Spark
● Python, Java, Golang
FLiP(N)(S) Stack
+
streamnative.io
Apache Pulsar is a Cloud-Native
Messaging and Event-Streaming Platform.
+
Unified Messaging Model
Simplify your data infrastructure and
enable new use cases with queuing and
streaming capabilities in one platform.
Multi-tenancy
Enable multiple user groups to share the
same cluster, either via access control, or
in entirely different namespaces.
Scalability
Decoupled data computing and storage
enable horizontal scaling to handle data
scale and management complexity.
Geo-replication
Support for multi-datacenter replication
with both asynchronous and
synchronous replication for built-in
disaster recovery.
Tiered storage
Enable historical data to be offloaded to
cloud-native storage and store event
streams for indefinite periods of time.
Pulsar Benefits
Top Pulsar Use Cases
#1 Message
Queuing
#2 Data
Streaming
✓ Not built for the cloud
✓ Single tenant systems
✓ Monolithic architecture couples compute with storage
✓ Lack of geo replication support
Messaging
Ideal for work queues that do not
require tasks to be performed in a
particular order—for example,
sending one email message to many
recipients.
RabbitMQ and Amazon SQS are
examples of popular queue-based
message systems.
Pulsar: Unified Messaging + Data Streaming
Messaging
Ideal for work queues that do not
require tasks to be performed in a
particular order—for example,
sending one email message to many
recipients.
RabbitMQ and Amazon SQS are
examples of popular queue-based
message systems.
Pulsar: Unified Messaging + Data Streaming
.. and Streaming
Works best in situations where the
order of messages is important—for
example, data ingestion.
Kafka and Amazon Kinesis are
examples of messaging systems that
use streaming semantics for
consuming messages.
Unified Messaging Model
Streaming
Messaging
Producer 1
Producer 2
Pulsar
Topic/Partition
m0
m1
m2
m3
m4
Consumer D-1
Consumer D-2
Consumer D-3
Subscription D
<
k
2
,
v
1
>
<
k
2
,
v
3
>
<k3
,v2
>
<
k
1
,
v
0
>
<
k
1
,
v
4
>
Key-Shared
Consumer C-1
Consumer C-2
Consumer C-3
Subscription C
m1
m2
m3
m4
m0
Shared
Failover
Consumer B-1
Consumer B-0
Subscription B
m1
m2
m3
m4
m0
In case of failure in
Consumer B-0
Consumer A-1
Consumer A-0
Subscription A
m1
m2
m3
m4
m0
Exclusive
X
+
streamnative.io
Use Cases
Multi-Tenant Data
Infrastructure
AdTech
Fraud Detection
Connected Car
IoT Analytics
Microservices Development
Pulsar Global Adoption
Adopted Pulsar to replace
Kafka in their DSP (Data
Streaming Platform).
● 1.5-2x lower in capex
cost
● 5-50x improvement in
latency
● 2-3x lower in opex due
Adopted Pulsar to power
their billing platform,
Midas, which processing
hundreds of billions of
financial transactions daily.
Adoption then expanded to
Tencent’s Federated
Learning Platform and
Tencent Gaming.
Applied Materials is one of
the biggest semiconductor
hardware and software
supplier in the industry.
They adopted Pulsar to
enable them to build a
message bus to tie all of
their data together. They
previously used Tibco.
Pulsar Adoption Use Cases
streamnative.io
Passionate and dedicated team.
Founded by the original developers of
Apache Pulsar.
StreamNative helps teams to capture,
manage, and leverage data using Pulsar’s
unified messaging and streaming
platform.
Founded By The Creators Of Apache Pulsar
Sijie Guo
ASF Member
Pulsar/BookKeeper PMC
Founder and CEO
Jia Zhai
Pulsar/BookKeeper PMC
Co-Founder
✓ Original creators of Apache
Pulsar & BookKeeper
✓ Operated the largest
Pulsar/BookKeeper cluster
✓ Data veterans with extensive
industry experience
Matteo Merli
ASF Member
Pulsar/BookKeeper PMC
CTO
Powered by Apache Pulsar, StreamNative provides a cloud-native,
real-time messaging and streaming platform to support multi-cloud and
hybrid cloud strategies.
StreamNative Cloud
Flink SQL
Cloud-Native
Apache Pulsar
● Serverless computing framework.
● Unbounded storage, multi-tiered
architecture, and tiered-storage.
● Streaming & Pub/Sub messaging
semantics.
● Multi-protocol support.
+
streamnative.io
Why Apache Pulsar?
Unified
Messaging
Platform
Guaranteed
Message
Delivery
Resiliency Infinite
Scalability
+
streamnative.io
Connectivity
• Functions - Lightweight Stream
Processing (Java, Python, Go)
• Connectors - Sources & Sinks (InfluxDB,
Kafka, S3, Kinesis, Lambda, …)
• Protocol Handlers - AoP (AMQP), KoP
(Kafka), MoP (MQTT)
• Processing Engines - Flink, Spark,
Presto/Trino via Pulsar SQL
• Data Offloaders - Tiered Storage - (S3)
hub.streamnative.io
+
Use Cases
● Unified Messaging Platform
● AdTech
● Fraud Detection
● Connected Car
● IoT Analytics
● Microservices Development
+
<-> Sensors <->
Streaming Edge Apps
StreamNative Hub
StreamNative Cloud
Unified Batch and Stream COMPUTING
Batch
(Batch + Stream)
Unified Batch and Stream STORAGE
Offload
(Queuing + Streaming)
Tiered Storage
Pulsar
---
KoP
---
MoP
---
Websocket
Pulsar
Sink
Streaming
Edge Gateway
Protocols
<-> Sensors <->
Apps
+
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 <-> Devices <-> influxdb
Tiered Storage
Pulsar
---
KoP
---
MoP
---
Websocket
---
HTTP
Pulsar
Sink
Pulsar
Sink
Streaming
Edge Gateway
Protocols
End-to-End Streaming Edge App
+
Why
+
Analytics
+
Easy Visualization
+
Analytics
+
Analytics
+
streamnative.io
Apache Pulsar InfluxDB Sink
https://pulsar.apache.org/docs/en/io-influxdb-sink/
+
streamnative.io
Apache Pulsar InfluxDB Sink
pulsar-admin sinks create --archive
./connectors/pulsar-io-influxdb-2.9.1.nar
--name inflx-jtsn
--sink-config-file conf/influxcloud.yml
--inputs jtsninflx
pulsar-admin sinks get --name inflx-jtsn
pulsar-admin sinks status --name inflx-jtsn
+
streamnative.io
Apache Pulsar InfluxDB Sink
+
streamnative.io
InfluxDB Telegraf MQTT
https://www.influxdata.com/integration/mqtt-monitoring/
https:/
/github.com/streamnative/mop
MQTT on Pulsar (MoP)
+
streamnative.io
InfluxDB Telegraf MQTT
https://www.influxdata.com/integration/mqtt-monitoring/
+
streamnative.io
InfluxDB Telegraf MQTT
https://www.influxdata.com/integration/mqtt-monitoring/
+
streamnative.io
InfluxDB Telegraf MQTT
https://www.influxdata.com/integration/mqtt-monitoring/
+
streamnative.io
InfluxDB Telegraf RabbitMQ
https://www.influxdata.com/integration/mqtt-monitoring/
+
https://www.influxdata.com/integration/mqtt-monitoring/
https:/
/github.com/streamnative/aop
AMQP on Pulsar (AoP)
https:/
/hub.streamnative.io/connectors/amqp-1-0-sink/v2.7.1.1
https:/
/hub.streamnative.io/connectors/amqp-1-0-source/v2.7.1.1
streamnative.io
Why Apache NiFi?
https://www.influxdata.com/integration/mqtt-monitoring/
+
https://www.influxdata.com/integration/mqtt-monitoring/
• Guaranteed delivery
• Data buffering
- Backpressure
- Pressure release
• Prioritized queuing
• Flow specific QoS
- Latency vs. throughput
- Loss tolerance
• Data provenance
• Supports push and pull
models
• Hundreds of processors
• Visual command and
control
• Over a 300 sources
• Flow templates
• Pluggable/multi-role
security
• Designed for extension
• Clustering
• Version Control
streamnative.io
Apache NiFi Pulsar Connector
https://github.com/david-streamlio/pulsar-nifi-bundle
+
streamnative.io
Apache NiFi Pulsar Connector
streamnative.io
Apache NiFi Pulsar Connector
+
streamnative.io
Apache NiFi Pulsar Connector
+
streamnative.io
InfluxDB via Apache NiFi
+
https://github.com/influxdata/nifi-influxdb-bundle
https://www.influxdata.com/blog/building-a-data-stream-for-iot-with-nifi-and-influxdb/
streamnative.io
● Unified computing engine
● Batch processing is a special case of stream processing
● Stateful processing
● Massive Scalability
● Flink SQL for queries, inserts against Pulsar Topics
● Streaming Analytics
● Continuous SQL
● Continuous ETL
● Complex Event Processing
● Standard SQL Powered by Apache Calcite
Why Apache Flink?
+
streamnative.io
https://flink.apache.org/2019/05/03/pulsar-flink.html
https://github.com/streamnative/pulsar-flink
https://streamnative.io/en/blog/release/2021-04-20-flink-sql-on-st
reamnative-cloud
Flink + Pulsar
+
streamnative.io
Apache NiFi
+
streamnative.io
Apache Pulsar
streamnative.io
StreamNative Cloud
+
streamnative.io
StreamNative Cloud
+
streamnative.io
StreamNative Cloud
+
streamnative.io
StreamNative Cloud
+
streamnative.io
StreamNative Flink SQL
streamnative.io
StreamNative Flink SQL
+
streamnative.io
StreamNative Flink SQL
+
streamnative.io
StreamNative Flink SQL
+
streamnative.io
Influx Data Explorer
+
streamnative.io
Influx Data Explorer
+
streamnative.io
Web Socket Visualization
● https://github.com/tspannhw/FLiP-InfluxDB
● https://pulsar.apache.org/docs/en/io-influxdb-sink/
● https://pulsar.apache.org/docs/en/io-overview/
● https://github.com/tspannhw/Flip-solr
● https://github.com/tspannhw/Flip-transit
● https://github.com/tspannhw/Flip-iot
● https://www.datainmotion.dev/2020/10/flank-strea
ming-edgeai-on-new-nvidia.html
● https://github.com/tspannhw/minifi-jetson-nano
● https://github.com/tspannhw/SpeakerProfile/
● https://hub.streamnative.io/connectors/influxdb-sin
k/2.5.1/
● https://github.com/tspannhw/minifi-xaviernx/
Resources
Now Available
On-Demand
Pulsar Training
Academy.StreamNative
Live 3-day
Developers Training Save Your Spot!
Free ebook
Pulsar in Action Read it now
Let’s Keep
in Touch!
Timothy Spann
Developer Advocate
@PaasDev
https://www.linkedin.com/in/timothyspann
https://github.com/tspannhw
+
Questions?

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