SlideShare uma empresa Scribd logo
1 de 24
Baixar para ler offline
Utilizing Apache Pulsar, Apache
NiFi and MiNiFi for EdgeAI IoT
at Scale
Tim Spann | Developer Advocate
streamnative.io
Tim Spann
Developer Advocate
● https://www.datainmotion.dev/
● https://github.com/tspannhw/SpeakerProfile
● https://dev.to/tspannhw
● https://sessionize.com/tspann/
DZone Zone Leader and Big Data
MVB Data DJay
streamnative.io
Founded by the original developers of
Apache Pulsar and Apache BookKeeper,
StreamNative builds a cloud-native event
streaming platform that enables
enterprises to easily access data as
real-time event streams.
Apache Pulsar
streamnative.io
Apache is an open source, cloud-native
distributed messaging and streaming platform.
streamnative.io
What are the Benefits of Pulsar?
Data Durability
Scalability Geo-Replication
Multi-Tenancy
Unified Messaging
Model
Apache Pulsar
streamnative.io
A Unified Messaging Platform
Message Queuing
Data Streaming
streamnative.io
Apache Pulsar Overview
Enable Geo-Replicated Messaging
● 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
○ ...
streamnative.io
What is the Pulsar Ecosystem?
● Functions and Connectors
○ Functions: Lightweight stream processing
○ Connectors: Part of “Pulsar IO”, includes “Source” and “Sink”
APIs
■ Files, Databases, Data tools, Cloud Services, etc
● Protocol Handlers
○ Allows Pulsar to handle additional protocols by an extendable
API running in the broker
■ AoP (AMQP), KoP (Kafka), MoP (MQTT)
streamnative.io
What is the Pulsar Ecosystem? (cont’d)
● Processing Engines
○ Supports modern processing engines
■ Flink and Spark, as well as Pulsar SQL (Presto/Trino)
● Offloaders
○ Allows data to be offloaded to cloud storage and used with
existing Pulsar APIs
■ S3, GCP Cloud Storage, HDFS, File (NFS), Azure Blob Storage
(in Pulsar 2.7.0)
streamnative.io
Pulsar Functions
Provides a simple API to:
● Receive a message (consume)
● Process the message using your own code
● Send a message (produce)
Takes care of the boilerplate code so there is no need to create
producers and consumers.
streamnative.io
Moving Data In and Out of Pulsar
IO/Connectors are a simple way to integrate with external systems and move data
in and out of Pulsar.
● Built on top of Pulsar Functions
● Built-in connectors - hub.streamnative.io
Source Sink
streamnative.io
MQTT on Pulsar (MoP)
streamnative.io
Pulsar SQL
Presto/Trino workers
can read segments
directly from bookies
(or offloaded storage)
in parallel.
Bookie
1
Segment 1
Producer Consumer
Broker 1
Topic1-Part1
Broker 2
Topic1-Part2
Broker 3
Topic1-Part3
Segment 2 Segment 3 Segment 4 Segment X
Segment 1
Segment 1 Segment 1
Segment 3 Segment 3
Segment 3
Segment 2
Segment 2
Segment 2
Segment 4
Segment 4
Segment 4
Segment X
Segment X
Segment X
Bookie
2
Bookie
3
Query
Coordinator
...
...
SQL Worker SQL Worker SQL Worker
SQL Worker
Query
Topic
Metadata
streamnative.io
Ingesting IoT Data via Java Pulsar
https://github.com/tspannhw/StreamingAnalyticsUsingFlinkSQL/
streamnative.io
Ingesting IoT Data via Java Pulsar
streamnative.io
Why Apache NiFi?
• 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 sixty sources
• Flow templates
• Pluggable/multi-role
security
• Designed for extension
• Clustering
• Version Control
streamnative.io
Architecture
https://nifi.apache.org/docs/nifi-docs/html/overview.html
StreamNative Hub
StreamNative Cloud
Unified Batch and Stream COMPUTING
Batch
(Batch + Stream)
Unified Batch and Stream STORAGE
Offload
(Queuing + Streaming)
Apache Pulsar - Apache NiFi - MiNiFi <-> Events/Messages <-> Data Stores
Tiered Storage
Pulsar
---
KoP
---
MoP
---
Websocket
---
HTTP
Pulsar
Sink
Pulsar
Sink
Streaming
Edge Gateway
Protocols
End-to-End Streaming FLiP(N) IoT Apps
Demo
Wrap-Up
streamnative.io
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
Let’s Keep
in Touch!
Timothy Spann
Developer Advocate
@PaasDev
https://www.linkedin.com/in/timothyspann
https://github.com/tspannhw

Mais conteúdo relacionado

Mais procurados

Data minutes #2 Apache Pulsar with MQTT for Edge Computing Lightning - 2022
Data minutes #2   Apache Pulsar with MQTT for Edge Computing Lightning - 2022Data minutes #2   Apache Pulsar with MQTT for Edge Computing Lightning - 2022
Data minutes #2 Apache Pulsar with MQTT for Edge Computing Lightning - 2022Timothy Spann
 
Cracking the nut, solving edge ai with apache tools and frameworks
Cracking the nut, solving edge ai with apache tools and frameworksCracking the nut, solving edge ai with apache tools and frameworks
Cracking the nut, solving edge ai with apache tools and frameworksTimothy Spann
 
Real time stock processing with apache nifi, apache flink and apache kafka
Real time stock processing with apache nifi, apache flink and apache kafkaReal time stock processing with apache nifi, apache flink and apache kafka
Real time stock processing with apache nifi, apache flink and apache kafkaTimothy Spann
 
Automation + dev ops summit hail hydrate! from stream to lake
Automation + dev ops summit   hail hydrate! from stream to lakeAutomation + dev ops summit   hail hydrate! from stream to lake
Automation + dev ops summit hail hydrate! from stream to lakeTimothy Spann
 
Using the FLiPN Stack for Edge AI (Flink, NiFi, Pulsar) - Pulsar Summit Asia ...
Using the FLiPN Stack for Edge AI (Flink, NiFi, Pulsar) - Pulsar Summit Asia ...Using the FLiPN Stack for Edge AI (Flink, NiFi, Pulsar) - Pulsar Summit Asia ...
Using the FLiPN Stack for Edge AI (Flink, NiFi, Pulsar) - Pulsar Summit Asia ...StreamNative
 
Pulsar summit asia 2021 apache pulsar with mqtt for edge computing
Pulsar summit asia 2021   apache pulsar with mqtt for edge computingPulsar summit asia 2021   apache pulsar with mqtt for edge computing
Pulsar summit asia 2021 apache pulsar with mqtt for edge computingTimothy Spann
 
StreamNative FLiP into scylladb - scylla summit 2022
StreamNative   FLiP into scylladb - scylla summit 2022StreamNative   FLiP into scylladb - scylla summit 2022
StreamNative FLiP into scylladb - scylla summit 2022Timothy Spann
 
[March sn meetup] apache pulsar + apache nifi for cloud data lake
[March sn meetup] apache pulsar + apache nifi for cloud data lake[March sn meetup] apache pulsar + apache nifi for cloud data lake
[March sn meetup] apache pulsar + apache nifi for cloud data lakeTimothy Spann
 
Live Demo Jam Expands: The Leading-Edge Streaming Data Platform with NiFi, Ka...
Live Demo Jam Expands: The Leading-Edge Streaming Data Platform with NiFi, Ka...Live Demo Jam Expands: The Leading-Edge Streaming Data Platform with NiFi, Ka...
Live Demo Jam Expands: The Leading-Edge Streaming Data Platform with NiFi, Ka...Timothy Spann
 
Osacon 2021 hello hydrate! from stream to clickhouse with apache pulsar and...
Osacon 2021   hello hydrate! from stream to clickhouse with apache pulsar and...Osacon 2021   hello hydrate! from stream to clickhouse with apache pulsar and...
Osacon 2021 hello hydrate! from stream to clickhouse with apache pulsar and...Timothy Spann
 
ApacheCon 2021: Cracking the nut with Apache Pulsar (FLiP)
ApacheCon 2021:  Cracking the nut with Apache Pulsar (FLiP)ApacheCon 2021:  Cracking the nut with Apache Pulsar (FLiP)
ApacheCon 2021: Cracking the nut with Apache Pulsar (FLiP)Timothy Spann
 
Using the FLiPN stack for edge ai (flink, nifi, pulsar)
Using the FLiPN stack for edge ai (flink, nifi, pulsar)Using the FLiPN stack for edge ai (flink, nifi, pulsar)
Using the FLiPN stack for edge ai (flink, nifi, pulsar)Timothy Spann
 
Apache Deep Learning 201 - Philly Open Source
Apache Deep Learning 201 - Philly Open SourceApache Deep Learning 201 - Philly Open Source
Apache Deep Learning 201 - Philly Open SourceTimothy Spann
 
Codeless pipelines with pulsar and flink
Codeless pipelines with pulsar and flinkCodeless pipelines with pulsar and flink
Codeless pipelines with pulsar and flinkTimothy Spann
 
Big data conference europe real-time streaming in any and all clouds, hybri...
Big data conference europe   real-time streaming in any and all clouds, hybri...Big data conference europe   real-time streaming in any and all clouds, hybri...
Big data conference europe real-time streaming in any and all clouds, hybri...Timothy Spann
 
Learning the basics of Apache NiFi for iot OSS Europe 2020
Learning the basics of Apache NiFi for iot OSS Europe 2020Learning the basics of Apache NiFi for iot OSS Europe 2020
Learning the basics of Apache NiFi for iot OSS Europe 2020Timothy Spann
 
ApacheCon 2021: Apache NiFi 101- introduction and best practices
ApacheCon 2021:   Apache NiFi 101- introduction and best practicesApacheCon 2021:   Apache NiFi 101- introduction and best practices
ApacheCon 2021: Apache NiFi 101- introduction and best practicesTimothy Spann
 
Using the FLaNK Stack for edge ai (flink, nifi, kafka, kudu)
Using the FLaNK Stack for edge ai (flink, nifi, kafka, kudu)Using the FLaNK Stack for edge ai (flink, nifi, kafka, kudu)
Using the FLaNK Stack for edge ai (flink, nifi, kafka, kudu)Timothy Spann
 
Real time cloud native open source streaming of any data to apache solr
Real time cloud native open source streaming of any data to apache solrReal time cloud native open source streaming of any data to apache solr
Real time cloud native open source streaming of any data to apache solrTimothy Spann
 
Using apache mx net in production deep learning streaming pipelines
Using apache mx net in production deep learning streaming pipelinesUsing apache mx net in production deep learning streaming pipelines
Using apache mx net in production deep learning streaming pipelinesTimothy Spann
 

Mais procurados (20)

Data minutes #2 Apache Pulsar with MQTT for Edge Computing Lightning - 2022
Data minutes #2   Apache Pulsar with MQTT for Edge Computing Lightning - 2022Data minutes #2   Apache Pulsar with MQTT for Edge Computing Lightning - 2022
Data minutes #2 Apache Pulsar with MQTT for Edge Computing Lightning - 2022
 
Cracking the nut, solving edge ai with apache tools and frameworks
Cracking the nut, solving edge ai with apache tools and frameworksCracking the nut, solving edge ai with apache tools and frameworks
Cracking the nut, solving edge ai with apache tools and frameworks
 
Real time stock processing with apache nifi, apache flink and apache kafka
Real time stock processing with apache nifi, apache flink and apache kafkaReal time stock processing with apache nifi, apache flink and apache kafka
Real time stock processing with apache nifi, apache flink and apache kafka
 
Automation + dev ops summit hail hydrate! from stream to lake
Automation + dev ops summit   hail hydrate! from stream to lakeAutomation + dev ops summit   hail hydrate! from stream to lake
Automation + dev ops summit hail hydrate! from stream to lake
 
Using the FLiPN Stack for Edge AI (Flink, NiFi, Pulsar) - Pulsar Summit Asia ...
Using the FLiPN Stack for Edge AI (Flink, NiFi, Pulsar) - Pulsar Summit Asia ...Using the FLiPN Stack for Edge AI (Flink, NiFi, Pulsar) - Pulsar Summit Asia ...
Using the FLiPN Stack for Edge AI (Flink, NiFi, Pulsar) - Pulsar Summit Asia ...
 
Pulsar summit asia 2021 apache pulsar with mqtt for edge computing
Pulsar summit asia 2021   apache pulsar with mqtt for edge computingPulsar summit asia 2021   apache pulsar with mqtt for edge computing
Pulsar summit asia 2021 apache pulsar with mqtt for edge computing
 
StreamNative FLiP into scylladb - scylla summit 2022
StreamNative   FLiP into scylladb - scylla summit 2022StreamNative   FLiP into scylladb - scylla summit 2022
StreamNative FLiP into scylladb - scylla summit 2022
 
[March sn meetup] apache pulsar + apache nifi for cloud data lake
[March sn meetup] apache pulsar + apache nifi for cloud data lake[March sn meetup] apache pulsar + apache nifi for cloud data lake
[March sn meetup] apache pulsar + apache nifi for cloud data lake
 
Live Demo Jam Expands: The Leading-Edge Streaming Data Platform with NiFi, Ka...
Live Demo Jam Expands: The Leading-Edge Streaming Data Platform with NiFi, Ka...Live Demo Jam Expands: The Leading-Edge Streaming Data Platform with NiFi, Ka...
Live Demo Jam Expands: The Leading-Edge Streaming Data Platform with NiFi, Ka...
 
Osacon 2021 hello hydrate! from stream to clickhouse with apache pulsar and...
Osacon 2021   hello hydrate! from stream to clickhouse with apache pulsar and...Osacon 2021   hello hydrate! from stream to clickhouse with apache pulsar and...
Osacon 2021 hello hydrate! from stream to clickhouse with apache pulsar and...
 
ApacheCon 2021: Cracking the nut with Apache Pulsar (FLiP)
ApacheCon 2021:  Cracking the nut with Apache Pulsar (FLiP)ApacheCon 2021:  Cracking the nut with Apache Pulsar (FLiP)
ApacheCon 2021: Cracking the nut with Apache Pulsar (FLiP)
 
Using the FLiPN stack for edge ai (flink, nifi, pulsar)
Using the FLiPN stack for edge ai (flink, nifi, pulsar)Using the FLiPN stack for edge ai (flink, nifi, pulsar)
Using the FLiPN stack for edge ai (flink, nifi, pulsar)
 
Apache Deep Learning 201 - Philly Open Source
Apache Deep Learning 201 - Philly Open SourceApache Deep Learning 201 - Philly Open Source
Apache Deep Learning 201 - Philly Open Source
 
Codeless pipelines with pulsar and flink
Codeless pipelines with pulsar and flinkCodeless pipelines with pulsar and flink
Codeless pipelines with pulsar and flink
 
Big data conference europe real-time streaming in any and all clouds, hybri...
Big data conference europe   real-time streaming in any and all clouds, hybri...Big data conference europe   real-time streaming in any and all clouds, hybri...
Big data conference europe real-time streaming in any and all clouds, hybri...
 
Learning the basics of Apache NiFi for iot OSS Europe 2020
Learning the basics of Apache NiFi for iot OSS Europe 2020Learning the basics of Apache NiFi for iot OSS Europe 2020
Learning the basics of Apache NiFi for iot OSS Europe 2020
 
ApacheCon 2021: Apache NiFi 101- introduction and best practices
ApacheCon 2021:   Apache NiFi 101- introduction and best practicesApacheCon 2021:   Apache NiFi 101- introduction and best practices
ApacheCon 2021: Apache NiFi 101- introduction and best practices
 
Using the FLaNK Stack for edge ai (flink, nifi, kafka, kudu)
Using the FLaNK Stack for edge ai (flink, nifi, kafka, kudu)Using the FLaNK Stack for edge ai (flink, nifi, kafka, kudu)
Using the FLaNK Stack for edge ai (flink, nifi, kafka, kudu)
 
Real time cloud native open source streaming of any data to apache solr
Real time cloud native open source streaming of any data to apache solrReal time cloud native open source streaming of any data to apache solr
Real time cloud native open source streaming of any data to apache solr
 
Using apache mx net in production deep learning streaming pipelines
Using apache mx net in production deep learning streaming pipelinesUsing apache mx net in production deep learning streaming pipelines
Using apache mx net in production deep learning streaming pipelines
 

Semelhante a Utilizing Apache Pulsar, NiFi and MiNiFi for EdgeAI IoT at Scale

Big mountain data and dev conference apache pulsar with mqtt for edge compu...
Big mountain data and dev conference   apache pulsar with mqtt for edge compu...Big mountain data and dev conference   apache pulsar with mqtt for edge compu...
Big mountain data and dev conference apache pulsar with mqtt for edge compu...Timothy Spann
 
Apache Pulsar with MQTT for Edge Computing - Pulsar Summit Asia 2021
Apache Pulsar with MQTT for Edge Computing - Pulsar Summit Asia 2021Apache Pulsar with MQTT for Edge Computing - Pulsar Summit Asia 2021
Apache Pulsar with MQTT for Edge Computing - Pulsar Summit Asia 2021StreamNative
 
Cloud lunch and learn real-time streaming in azure
Cloud lunch and learn real-time streaming in azureCloud lunch and learn real-time streaming in azure
Cloud lunch and learn real-time streaming in azureTimothy Spann
 
Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...
Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...
Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...InfluxData
 
Using FLiP with influxdb for EdgeAI IoT at Scale
Using FLiP with influxdb for EdgeAI IoT at ScaleUsing FLiP with influxdb for EdgeAI IoT at Scale
Using FLiP with influxdb for EdgeAI IoT at ScaleTimothy Spann
 
Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022
Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022
Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022Timothy Spann
 
Using FLiP with influxdb for edgeai iot at scale 2022
Using FLiP with influxdb for edgeai iot at scale 2022Using FLiP with influxdb for edgeai iot at scale 2022
Using FLiP with influxdb for edgeai iot at scale 2022Timothy Spann
 
Building an Event Streaming Architecture with Apache Pulsar
Building an Event Streaming Architecture with Apache PulsarBuilding an Event Streaming Architecture with Apache Pulsar
Building an Event Streaming Architecture with Apache PulsarScyllaDB
 
Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...
Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...
Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...Timothy Spann
 
Apache Pulsar Development 101 with Python
Apache Pulsar Development 101 with PythonApache Pulsar Development 101 with Python
Apache Pulsar Development 101 with PythonTimothy Spann
 
Samsung SDS OpeniT - The possibility of Python
Samsung SDS OpeniT - The possibility of PythonSamsung SDS OpeniT - The possibility of Python
Samsung SDS OpeniT - The possibility of PythonInsuk (Chris) Cho
 
Serverless Event Streaming Applications as Functionson K8
Serverless Event Streaming Applications as Functionson K8Serverless Event Streaming Applications as Functionson K8
Serverless Event Streaming Applications as Functionson K8Timothy Spann
 
Interconnection Automation For All - Extended - MPS 2023
Interconnection Automation For All - Extended - MPS 2023Interconnection Automation For All - Extended - MPS 2023
Interconnection Automation For All - Extended - MPS 2023Chris Grundemann
 
Pulsar connector on flink 1.14
Pulsar connector on flink 1.14Pulsar connector on flink 1.14
Pulsar connector on flink 1.14宇帆 盛
 
Apache StreamPipes – Flexible Industrial IoT Management
Apache StreamPipes – Flexible Industrial IoT ManagementApache StreamPipes – Flexible Industrial IoT Management
Apache StreamPipes – Flexible Industrial IoT ManagementApache StreamPipes
 
HP Universal Server Migration Pack - Magnus Wetterberg.ppt
HP Universal Server Migration Pack - Magnus Wetterberg.pptHP Universal Server Migration Pack - Magnus Wetterberg.ppt
HP Universal Server Migration Pack - Magnus Wetterberg.pptwebhostingguy
 
Pivoting Spring XD to Spring Cloud Data Flow with Sabby Anandan
Pivoting Spring XD to Spring Cloud Data Flow with Sabby AnandanPivoting Spring XD to Spring Cloud Data Flow with Sabby Anandan
Pivoting Spring XD to Spring Cloud Data Flow with Sabby AnandanPivotalOpenSourceHub
 
Using Data Science & Serverless Python to find apartment in Toronto
Using Data Science & Serverless Python to find apartment in TorontoUsing Data Science & Serverless Python to find apartment in Toronto
Using Data Science & Serverless Python to find apartment in TorontoDaniel Zivkovic
 

Semelhante a Utilizing Apache Pulsar, NiFi and MiNiFi for EdgeAI IoT at Scale (20)

FLiP Into Trino
FLiP Into TrinoFLiP Into Trino
FLiP Into Trino
 
Big mountain data and dev conference apache pulsar with mqtt for edge compu...
Big mountain data and dev conference   apache pulsar with mqtt for edge compu...Big mountain data and dev conference   apache pulsar with mqtt for edge compu...
Big mountain data and dev conference apache pulsar with mqtt for edge compu...
 
Apache Pulsar with MQTT for Edge Computing - Pulsar Summit Asia 2021
Apache Pulsar with MQTT for Edge Computing - Pulsar Summit Asia 2021Apache Pulsar with MQTT for Edge Computing - Pulsar Summit Asia 2021
Apache Pulsar with MQTT for Edge Computing - Pulsar Summit Asia 2021
 
Cloud lunch and learn real-time streaming in azure
Cloud lunch and learn real-time streaming in azureCloud lunch and learn real-time streaming in azure
Cloud lunch and learn real-time streaming in azure
 
Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...
Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...
Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...
 
Using FLiP with influxdb for EdgeAI IoT at Scale
Using FLiP with influxdb for EdgeAI IoT at ScaleUsing FLiP with influxdb for EdgeAI IoT at Scale
Using FLiP with influxdb for EdgeAI IoT at Scale
 
Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022
Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022
Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022
 
Using FLiP with influxdb for edgeai iot at scale 2022
Using FLiP with influxdb for edgeai iot at scale 2022Using FLiP with influxdb for edgeai iot at scale 2022
Using FLiP with influxdb for edgeai iot at scale 2022
 
Building an Event Streaming Architecture with Apache Pulsar
Building an Event Streaming Architecture with Apache PulsarBuilding an Event Streaming Architecture with Apache Pulsar
Building an Event Streaming Architecture with Apache Pulsar
 
Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...
Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...
Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...
 
Apache Pulsar Development 101 with Python
Apache Pulsar Development 101 with PythonApache Pulsar Development 101 with Python
Apache Pulsar Development 101 with Python
 
Samsung SDS OpeniT - The possibility of Python
Samsung SDS OpeniT - The possibility of PythonSamsung SDS OpeniT - The possibility of Python
Samsung SDS OpeniT - The possibility of Python
 
Serverless Event Streaming Applications as Functionson K8
Serverless Event Streaming Applications as Functionson K8Serverless Event Streaming Applications as Functionson K8
Serverless Event Streaming Applications as Functionson K8
 
Interconnection Automation For All - Extended - MPS 2023
Interconnection Automation For All - Extended - MPS 2023Interconnection Automation For All - Extended - MPS 2023
Interconnection Automation For All - Extended - MPS 2023
 
Pulsar connector on flink 1.14
Pulsar connector on flink 1.14Pulsar connector on flink 1.14
Pulsar connector on flink 1.14
 
Io t data streaming
Io t data streamingIo t data streaming
Io t data streaming
 
Apache StreamPipes – Flexible Industrial IoT Management
Apache StreamPipes – Flexible Industrial IoT ManagementApache StreamPipes – Flexible Industrial IoT Management
Apache StreamPipes – Flexible Industrial IoT Management
 
HP Universal Server Migration Pack - Magnus Wetterberg.ppt
HP Universal Server Migration Pack - Magnus Wetterberg.pptHP Universal Server Migration Pack - Magnus Wetterberg.ppt
HP Universal Server Migration Pack - Magnus Wetterberg.ppt
 
Pivoting Spring XD to Spring Cloud Data Flow with Sabby Anandan
Pivoting Spring XD to Spring Cloud Data Flow with Sabby AnandanPivoting Spring XD to Spring Cloud Data Flow with Sabby Anandan
Pivoting Spring XD to Spring Cloud Data Flow with Sabby Anandan
 
Using Data Science & Serverless Python to find apartment in Toronto
Using Data Science & Serverless Python to find apartment in TorontoUsing Data Science & Serverless Python to find apartment in Toronto
Using Data Science & Serverless Python to find apartment in Toronto
 

Mais de Timothy Spann

April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024
April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024
April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024Timothy Spann
 
Real-Time AI Streaming - AI Max Princeton
Real-Time AI  Streaming - AI Max PrincetonReal-Time AI  Streaming - AI Max Princeton
Real-Time AI Streaming - AI Max PrincetonTimothy Spann
 
Conf42-LLM_Adding Generative AI to Real-Time Streaming Pipelines
Conf42-LLM_Adding Generative AI to Real-Time Streaming PipelinesConf42-LLM_Adding Generative AI to Real-Time Streaming Pipelines
Conf42-LLM_Adding Generative AI to Real-Time Streaming PipelinesTimothy Spann
 
2024 XTREMEJ_ Building Real-time Pipelines with FLaNK_ A Case Study with Tra...
2024 XTREMEJ_  Building Real-time Pipelines with FLaNK_ A Case Study with Tra...2024 XTREMEJ_  Building Real-time Pipelines with FLaNK_ A Case Study with Tra...
2024 XTREMEJ_ Building Real-time Pipelines with FLaNK_ A Case Study with Tra...Timothy Spann
 
28March2024-Codeless-Generative-AI-Pipelines
28March2024-Codeless-Generative-AI-Pipelines28March2024-Codeless-Generative-AI-Pipelines
28March2024-Codeless-Generative-AI-PipelinesTimothy Spann
 
TCFPro24 Building Real-Time Generative AI Pipelines
TCFPro24 Building Real-Time Generative AI PipelinesTCFPro24 Building Real-Time Generative AI Pipelines
TCFPro24 Building Real-Time Generative AI PipelinesTimothy Spann
 
2024 Build Generative AI for Non-Profits
2024 Build Generative AI for Non-Profits2024 Build Generative AI for Non-Profits
2024 Build Generative AI for Non-ProfitsTimothy Spann
 
2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...
2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...
2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...Timothy Spann
 
Conf42-Python-Building Apache NiFi 2.0 Python Processors
Conf42-Python-Building Apache NiFi 2.0 Python ProcessorsConf42-Python-Building Apache NiFi 2.0 Python Processors
Conf42-Python-Building Apache NiFi 2.0 Python ProcessorsTimothy Spann
 
Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...
Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...
Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...Timothy Spann
 
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI PipelinesTimothy Spann
 
DBA Fundamentals Group: Continuous SQL with Kafka and Flink
DBA Fundamentals Group: Continuous SQL with Kafka and FlinkDBA Fundamentals Group: Continuous SQL with Kafka and Flink
DBA Fundamentals Group: Continuous SQL with Kafka and FlinkTimothy Spann
 
NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...
NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...
NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...Timothy Spann
 
OSACon 2023_ Unlocking Financial Data with Real-Time Pipelines
OSACon 2023_ Unlocking Financial Data with Real-Time PipelinesOSACon 2023_ Unlocking Financial Data with Real-Time Pipelines
OSACon 2023_ Unlocking Financial Data with Real-Time PipelinesTimothy Spann
 
Building Real-Time Travel Alerts
Building Real-Time Travel AlertsBuilding Real-Time Travel Alerts
Building Real-Time Travel AlertsTimothy Spann
 
JConWorld_ Continuous SQL with Kafka and Flink
JConWorld_ Continuous SQL with Kafka and FlinkJConWorld_ Continuous SQL with Kafka and Flink
JConWorld_ Continuous SQL with Kafka and FlinkTimothy Spann
 
[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines
[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines
[EN]DSS23_tspann_Integrating LLM with Streaming Data PipelinesTimothy Spann
 
Evolve 2023 NYC - Integrating AI Into Realtime Data Pipelines Demo
Evolve 2023 NYC - Integrating AI Into Realtime Data Pipelines DemoEvolve 2023 NYC - Integrating AI Into Realtime Data Pipelines Demo
Evolve 2023 NYC - Integrating AI Into Realtime Data Pipelines DemoTimothy Spann
 
AIDevWorldApacheNiFi101
AIDevWorldApacheNiFi101AIDevWorldApacheNiFi101
AIDevWorldApacheNiFi101Timothy Spann
 
26Oct2023_Adding Generative AI to Real-Time Streaming Pipelines_ NYC Meetup
26Oct2023_Adding Generative AI to Real-Time Streaming Pipelines_ NYC Meetup26Oct2023_Adding Generative AI to Real-Time Streaming Pipelines_ NYC Meetup
26Oct2023_Adding Generative AI to Real-Time Streaming Pipelines_ NYC MeetupTimothy Spann
 

Mais de Timothy Spann (20)

April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024
April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024
April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024
 
Real-Time AI Streaming - AI Max Princeton
Real-Time AI  Streaming - AI Max PrincetonReal-Time AI  Streaming - AI Max Princeton
Real-Time AI Streaming - AI Max Princeton
 
Conf42-LLM_Adding Generative AI to Real-Time Streaming Pipelines
Conf42-LLM_Adding Generative AI to Real-Time Streaming PipelinesConf42-LLM_Adding Generative AI to Real-Time Streaming Pipelines
Conf42-LLM_Adding Generative AI to Real-Time Streaming Pipelines
 
2024 XTREMEJ_ Building Real-time Pipelines with FLaNK_ A Case Study with Tra...
2024 XTREMEJ_  Building Real-time Pipelines with FLaNK_ A Case Study with Tra...2024 XTREMEJ_  Building Real-time Pipelines with FLaNK_ A Case Study with Tra...
2024 XTREMEJ_ Building Real-time Pipelines with FLaNK_ A Case Study with Tra...
 
28March2024-Codeless-Generative-AI-Pipelines
28March2024-Codeless-Generative-AI-Pipelines28March2024-Codeless-Generative-AI-Pipelines
28March2024-Codeless-Generative-AI-Pipelines
 
TCFPro24 Building Real-Time Generative AI Pipelines
TCFPro24 Building Real-Time Generative AI PipelinesTCFPro24 Building Real-Time Generative AI Pipelines
TCFPro24 Building Real-Time Generative AI Pipelines
 
2024 Build Generative AI for Non-Profits
2024 Build Generative AI for Non-Profits2024 Build Generative AI for Non-Profits
2024 Build Generative AI for Non-Profits
 
2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...
2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...
2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...
 
Conf42-Python-Building Apache NiFi 2.0 Python Processors
Conf42-Python-Building Apache NiFi 2.0 Python ProcessorsConf42-Python-Building Apache NiFi 2.0 Python Processors
Conf42-Python-Building Apache NiFi 2.0 Python Processors
 
Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...
Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...
Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...
 
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines
 
DBA Fundamentals Group: Continuous SQL with Kafka and Flink
DBA Fundamentals Group: Continuous SQL with Kafka and FlinkDBA Fundamentals Group: Continuous SQL with Kafka and Flink
DBA Fundamentals Group: Continuous SQL with Kafka and Flink
 
NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...
NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...
NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...
 
OSACon 2023_ Unlocking Financial Data with Real-Time Pipelines
OSACon 2023_ Unlocking Financial Data with Real-Time PipelinesOSACon 2023_ Unlocking Financial Data with Real-Time Pipelines
OSACon 2023_ Unlocking Financial Data with Real-Time Pipelines
 
Building Real-Time Travel Alerts
Building Real-Time Travel AlertsBuilding Real-Time Travel Alerts
Building Real-Time Travel Alerts
 
JConWorld_ Continuous SQL with Kafka and Flink
JConWorld_ Continuous SQL with Kafka and FlinkJConWorld_ Continuous SQL with Kafka and Flink
JConWorld_ Continuous SQL with Kafka and Flink
 
[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines
[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines
[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines
 
Evolve 2023 NYC - Integrating AI Into Realtime Data Pipelines Demo
Evolve 2023 NYC - Integrating AI Into Realtime Data Pipelines DemoEvolve 2023 NYC - Integrating AI Into Realtime Data Pipelines Demo
Evolve 2023 NYC - Integrating AI Into Realtime Data Pipelines Demo
 
AIDevWorldApacheNiFi101
AIDevWorldApacheNiFi101AIDevWorldApacheNiFi101
AIDevWorldApacheNiFi101
 
26Oct2023_Adding Generative AI to Real-Time Streaming Pipelines_ NYC Meetup
26Oct2023_Adding Generative AI to Real-Time Streaming Pipelines_ NYC Meetup26Oct2023_Adding Generative AI to Real-Time Streaming Pipelines_ NYC Meetup
26Oct2023_Adding Generative AI to Real-Time Streaming Pipelines_ NYC Meetup
 

Último

Open Source Summit NA 2024: Open Source Cloud Costs - OpenCost's Impact on En...
Open Source Summit NA 2024: Open Source Cloud Costs - OpenCost's Impact on En...Open Source Summit NA 2024: Open Source Cloud Costs - OpenCost's Impact on En...
Open Source Summit NA 2024: Open Source Cloud Costs - OpenCost's Impact on En...Matt Ray
 
Salesforce Implementation Services PPT By ABSYZ
Salesforce Implementation Services PPT By ABSYZSalesforce Implementation Services PPT By ABSYZ
Salesforce Implementation Services PPT By ABSYZABSYZ Inc
 
CRM Contender Series: HubSpot vs. Salesforce
CRM Contender Series: HubSpot vs. SalesforceCRM Contender Series: HubSpot vs. Salesforce
CRM Contender Series: HubSpot vs. SalesforceBrainSell Technologies
 
GOING AOT WITH GRAALVM – DEVOXX GREECE.pdf
GOING AOT WITH GRAALVM – DEVOXX GREECE.pdfGOING AOT WITH GRAALVM – DEVOXX GREECE.pdf
GOING AOT WITH GRAALVM – DEVOXX GREECE.pdfAlina Yurenko
 
Unveiling the Future: Sylius 2.0 New Features
Unveiling the Future: Sylius 2.0 New FeaturesUnveiling the Future: Sylius 2.0 New Features
Unveiling the Future: Sylius 2.0 New FeaturesŁukasz Chruściel
 
Machine Learning Software Engineering Patterns and Their Engineering
Machine Learning Software Engineering Patterns and Their EngineeringMachine Learning Software Engineering Patterns and Their Engineering
Machine Learning Software Engineering Patterns and Their EngineeringHironori Washizaki
 
Implementing Zero Trust strategy with Azure
Implementing Zero Trust strategy with AzureImplementing Zero Trust strategy with Azure
Implementing Zero Trust strategy with AzureDinusha Kumarasiri
 
Comparing Linux OS Image Update Models - EOSS 2024.pdf
Comparing Linux OS Image Update Models - EOSS 2024.pdfComparing Linux OS Image Update Models - EOSS 2024.pdf
Comparing Linux OS Image Update Models - EOSS 2024.pdfDrew Moseley
 
Cyber security and its impact on E commerce
Cyber security and its impact on E commerceCyber security and its impact on E commerce
Cyber security and its impact on E commercemanigoyal112
 
Alfresco TTL#157 - Troubleshooting Made Easy: Deciphering Alfresco mTLS Confi...
Alfresco TTL#157 - Troubleshooting Made Easy: Deciphering Alfresco mTLS Confi...Alfresco TTL#157 - Troubleshooting Made Easy: Deciphering Alfresco mTLS Confi...
Alfresco TTL#157 - Troubleshooting Made Easy: Deciphering Alfresco mTLS Confi...Angel Borroy López
 
React Server Component in Next.js by Hanief Utama
React Server Component in Next.js by Hanief UtamaReact Server Component in Next.js by Hanief Utama
React Server Component in Next.js by Hanief UtamaHanief Utama
 
Maximizing Efficiency and Profitability with OnePlan’s Professional Service A...
Maximizing Efficiency and Profitability with OnePlan’s Professional Service A...Maximizing Efficiency and Profitability with OnePlan’s Professional Service A...
Maximizing Efficiency and Profitability with OnePlan’s Professional Service A...OnePlan Solutions
 
What is Advanced Excel and what are some best practices for designing and cre...
What is Advanced Excel and what are some best practices for designing and cre...What is Advanced Excel and what are some best practices for designing and cre...
What is Advanced Excel and what are some best practices for designing and cre...Technogeeks
 
Software Project Health Check: Best Practices and Techniques for Your Product...
Software Project Health Check: Best Practices and Techniques for Your Product...Software Project Health Check: Best Practices and Techniques for Your Product...
Software Project Health Check: Best Practices and Techniques for Your Product...Velvetech LLC
 
Introduction Computer Science - Software Design.pdf
Introduction Computer Science - Software Design.pdfIntroduction Computer Science - Software Design.pdf
Introduction Computer Science - Software Design.pdfFerryKemperman
 
SpotFlow: Tracking Method Calls and States at Runtime
SpotFlow: Tracking Method Calls and States at RuntimeSpotFlow: Tracking Method Calls and States at Runtime
SpotFlow: Tracking Method Calls and States at Runtimeandrehoraa
 
Simplifying Microservices & Apps - The art of effortless development - Meetup...
Simplifying Microservices & Apps - The art of effortless development - Meetup...Simplifying Microservices & Apps - The art of effortless development - Meetup...
Simplifying Microservices & Apps - The art of effortless development - Meetup...Rob Geurden
 
Global Identity Enrolment and Verification Pro Solution - Cizo Technology Ser...
Global Identity Enrolment and Verification Pro Solution - Cizo Technology Ser...Global Identity Enrolment and Verification Pro Solution - Cizo Technology Ser...
Global Identity Enrolment and Verification Pro Solution - Cizo Technology Ser...Cizo Technology Services
 
Dealing with Cultural Dispersion — Stefano Lambiase — ICSE-SEIS 2024
Dealing with Cultural Dispersion — Stefano Lambiase — ICSE-SEIS 2024Dealing with Cultural Dispersion — Stefano Lambiase — ICSE-SEIS 2024
Dealing with Cultural Dispersion — Stefano Lambiase — ICSE-SEIS 2024StefanoLambiase
 
SensoDat: Simulation-based Sensor Dataset of Self-driving Cars
SensoDat: Simulation-based Sensor Dataset of Self-driving CarsSensoDat: Simulation-based Sensor Dataset of Self-driving Cars
SensoDat: Simulation-based Sensor Dataset of Self-driving CarsChristian Birchler
 

Último (20)

Open Source Summit NA 2024: Open Source Cloud Costs - OpenCost's Impact on En...
Open Source Summit NA 2024: Open Source Cloud Costs - OpenCost's Impact on En...Open Source Summit NA 2024: Open Source Cloud Costs - OpenCost's Impact on En...
Open Source Summit NA 2024: Open Source Cloud Costs - OpenCost's Impact on En...
 
Salesforce Implementation Services PPT By ABSYZ
Salesforce Implementation Services PPT By ABSYZSalesforce Implementation Services PPT By ABSYZ
Salesforce Implementation Services PPT By ABSYZ
 
CRM Contender Series: HubSpot vs. Salesforce
CRM Contender Series: HubSpot vs. SalesforceCRM Contender Series: HubSpot vs. Salesforce
CRM Contender Series: HubSpot vs. Salesforce
 
GOING AOT WITH GRAALVM – DEVOXX GREECE.pdf
GOING AOT WITH GRAALVM – DEVOXX GREECE.pdfGOING AOT WITH GRAALVM – DEVOXX GREECE.pdf
GOING AOT WITH GRAALVM – DEVOXX GREECE.pdf
 
Unveiling the Future: Sylius 2.0 New Features
Unveiling the Future: Sylius 2.0 New FeaturesUnveiling the Future: Sylius 2.0 New Features
Unveiling the Future: Sylius 2.0 New Features
 
Machine Learning Software Engineering Patterns and Their Engineering
Machine Learning Software Engineering Patterns and Their EngineeringMachine Learning Software Engineering Patterns and Their Engineering
Machine Learning Software Engineering Patterns and Their Engineering
 
Implementing Zero Trust strategy with Azure
Implementing Zero Trust strategy with AzureImplementing Zero Trust strategy with Azure
Implementing Zero Trust strategy with Azure
 
Comparing Linux OS Image Update Models - EOSS 2024.pdf
Comparing Linux OS Image Update Models - EOSS 2024.pdfComparing Linux OS Image Update Models - EOSS 2024.pdf
Comparing Linux OS Image Update Models - EOSS 2024.pdf
 
Cyber security and its impact on E commerce
Cyber security and its impact on E commerceCyber security and its impact on E commerce
Cyber security and its impact on E commerce
 
Alfresco TTL#157 - Troubleshooting Made Easy: Deciphering Alfresco mTLS Confi...
Alfresco TTL#157 - Troubleshooting Made Easy: Deciphering Alfresco mTLS Confi...Alfresco TTL#157 - Troubleshooting Made Easy: Deciphering Alfresco mTLS Confi...
Alfresco TTL#157 - Troubleshooting Made Easy: Deciphering Alfresco mTLS Confi...
 
React Server Component in Next.js by Hanief Utama
React Server Component in Next.js by Hanief UtamaReact Server Component in Next.js by Hanief Utama
React Server Component in Next.js by Hanief Utama
 
Maximizing Efficiency and Profitability with OnePlan’s Professional Service A...
Maximizing Efficiency and Profitability with OnePlan’s Professional Service A...Maximizing Efficiency and Profitability with OnePlan’s Professional Service A...
Maximizing Efficiency and Profitability with OnePlan’s Professional Service A...
 
What is Advanced Excel and what are some best practices for designing and cre...
What is Advanced Excel and what are some best practices for designing and cre...What is Advanced Excel and what are some best practices for designing and cre...
What is Advanced Excel and what are some best practices for designing and cre...
 
Software Project Health Check: Best Practices and Techniques for Your Product...
Software Project Health Check: Best Practices and Techniques for Your Product...Software Project Health Check: Best Practices and Techniques for Your Product...
Software Project Health Check: Best Practices and Techniques for Your Product...
 
Introduction Computer Science - Software Design.pdf
Introduction Computer Science - Software Design.pdfIntroduction Computer Science - Software Design.pdf
Introduction Computer Science - Software Design.pdf
 
SpotFlow: Tracking Method Calls and States at Runtime
SpotFlow: Tracking Method Calls and States at RuntimeSpotFlow: Tracking Method Calls and States at Runtime
SpotFlow: Tracking Method Calls and States at Runtime
 
Simplifying Microservices & Apps - The art of effortless development - Meetup...
Simplifying Microservices & Apps - The art of effortless development - Meetup...Simplifying Microservices & Apps - The art of effortless development - Meetup...
Simplifying Microservices & Apps - The art of effortless development - Meetup...
 
Global Identity Enrolment and Verification Pro Solution - Cizo Technology Ser...
Global Identity Enrolment and Verification Pro Solution - Cizo Technology Ser...Global Identity Enrolment and Verification Pro Solution - Cizo Technology Ser...
Global Identity Enrolment and Verification Pro Solution - Cizo Technology Ser...
 
Dealing with Cultural Dispersion — Stefano Lambiase — ICSE-SEIS 2024
Dealing with Cultural Dispersion — Stefano Lambiase — ICSE-SEIS 2024Dealing with Cultural Dispersion — Stefano Lambiase — ICSE-SEIS 2024
Dealing with Cultural Dispersion — Stefano Lambiase — ICSE-SEIS 2024
 
SensoDat: Simulation-based Sensor Dataset of Self-driving Cars
SensoDat: Simulation-based Sensor Dataset of Self-driving CarsSensoDat: Simulation-based Sensor Dataset of Self-driving Cars
SensoDat: Simulation-based Sensor Dataset of Self-driving Cars
 

Utilizing Apache Pulsar, NiFi and MiNiFi for EdgeAI IoT at Scale

  • 1. Utilizing Apache Pulsar, Apache NiFi and MiNiFi for EdgeAI IoT at Scale Tim Spann | Developer Advocate
  • 2. streamnative.io Tim Spann Developer Advocate ● https://www.datainmotion.dev/ ● https://github.com/tspannhw/SpeakerProfile ● https://dev.to/tspannhw ● https://sessionize.com/tspann/ DZone Zone Leader and Big Data MVB Data DJay
  • 3. streamnative.io Founded by the original developers of Apache Pulsar and Apache BookKeeper, StreamNative builds a cloud-native event streaming platform that enables enterprises to easily access data as real-time event streams.
  • 5. streamnative.io Apache is an open source, cloud-native distributed messaging and streaming platform.
  • 6. streamnative.io What are the Benefits of Pulsar? Data Durability Scalability Geo-Replication Multi-Tenancy Unified Messaging Model
  • 8. streamnative.io A Unified Messaging Platform Message Queuing Data Streaming
  • 9. streamnative.io Apache Pulsar Overview Enable Geo-Replicated Messaging ● 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 ○ ...
  • 10. streamnative.io What is the Pulsar Ecosystem? ● Functions and Connectors ○ Functions: Lightweight stream processing ○ Connectors: Part of “Pulsar IO”, includes “Source” and “Sink” APIs ■ Files, Databases, Data tools, Cloud Services, etc ● Protocol Handlers ○ Allows Pulsar to handle additional protocols by an extendable API running in the broker ■ AoP (AMQP), KoP (Kafka), MoP (MQTT)
  • 11. streamnative.io What is the Pulsar Ecosystem? (cont’d) ● Processing Engines ○ Supports modern processing engines ■ Flink and Spark, as well as Pulsar SQL (Presto/Trino) ● Offloaders ○ Allows data to be offloaded to cloud storage and used with existing Pulsar APIs ■ S3, GCP Cloud Storage, HDFS, File (NFS), Azure Blob Storage (in Pulsar 2.7.0)
  • 12. streamnative.io Pulsar Functions Provides a simple API to: ● Receive a message (consume) ● Process the message using your own code ● Send a message (produce) Takes care of the boilerplate code so there is no need to create producers and consumers.
  • 13. streamnative.io Moving Data In and Out of Pulsar IO/Connectors are a simple way to integrate with external systems and move data in and out of Pulsar. ● Built on top of Pulsar Functions ● Built-in connectors - hub.streamnative.io Source Sink
  • 15. streamnative.io Pulsar SQL Presto/Trino workers can read segments directly from bookies (or offloaded storage) in parallel. Bookie 1 Segment 1 Producer Consumer Broker 1 Topic1-Part1 Broker 2 Topic1-Part2 Broker 3 Topic1-Part3 Segment 2 Segment 3 Segment 4 Segment X Segment 1 Segment 1 Segment 1 Segment 3 Segment 3 Segment 3 Segment 2 Segment 2 Segment 2 Segment 4 Segment 4 Segment 4 Segment X Segment X Segment X Bookie 2 Bookie 3 Query Coordinator ... ... SQL Worker SQL Worker SQL Worker SQL Worker Query Topic Metadata
  • 16. streamnative.io Ingesting IoT Data via Java Pulsar https://github.com/tspannhw/StreamingAnalyticsUsingFlinkSQL/
  • 18. streamnative.io Why Apache NiFi? • 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 sixty sources • Flow templates • Pluggable/multi-role security • Designed for extension • Clustering • Version Control
  • 20. StreamNative Hub StreamNative Cloud Unified Batch and Stream COMPUTING Batch (Batch + Stream) Unified Batch and Stream STORAGE Offload (Queuing + Streaming) Apache Pulsar - Apache NiFi - MiNiFi <-> Events/Messages <-> Data Stores Tiered Storage Pulsar --- KoP --- MoP --- Websocket --- HTTP Pulsar Sink Pulsar Sink Streaming Edge Gateway Protocols End-to-End Streaming FLiP(N) IoT Apps
  • 21. Demo
  • 23. streamnative.io 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
  • 24. Let’s Keep in Touch! Timothy Spann Developer Advocate @PaasDev https://www.linkedin.com/in/timothyspann https://github.com/tspannhw