SlideShare une entreprise Scribd logo
1  sur  10
Télécharger pour lire hors ligne
Real-Time Stock Processing
With Apache NiFi, Apache Flink and Apache Kafka
Timothy Spann, Principal DataFlow Field Engineer @
Pierre Villard, Senior Product Manager @
Who?
Tim Spann
@PaasDev // Blog: www.datainmotion.dev
Principal DataFlow Field Engineer. Princeton Future of Data Meetup.
https://github.com/tspannhw/EverythingApacheNiFi
https://community.cloudera.com/t5/Community-Articles/Real-Time-Stock-Processing-With-A
pache-NiFi-and-Apache-Kafka/ta-p/249221
Pierre Villard
Twitter & Github - @pvillard31 // Blog: www.pierrevillard.com
Committer and PMC member for Apache NiFi (in the community since 2015)
Senior Product Manager at Cloudera for products around Apache NiFi, NiFi Registry and MiNiFi
Previously at Google & Hortonworks
What?
This talk is about ingesting real-time data from many sources and build a dashboard on top it to track in
real time what our stocks are.
This use case is a good example to show the combination of some of the best Apache solutions for
streaming applications.
NiFi, Kafka and Flink in a few numbers
- Apache NiFi (version 1.12.x) - created and open sourced by the NSA - initial release in 2006
350+ contributors, 1200+ people in Slack, 3.1M+ docker pulls
Many sub-projects: NiFi, MiNiFi Java, MiNiFi C++, NiFi Registry, etc
- Apache Kafka (version 2.6.x) - created and open sourced by LinkedIn - initial release in 2011
700+ contributors
- Apache Flink (version 1.11.x) - initial release in 2011
750+ contributors, 2nd top repository by number of commits, top active project on mailing lists
What is NiFi used for?
Analyze
Streaming OLAP
Analytics & Time Series
Store Powered by
Druid & Kudu
Buffer
Apache Kafka
Topics
Ingest Gateway
Powered by Kafka
Distribute
Apache NiFi
Data Flow Apps
Powered by NiFi
Buffer
Apache Kafka
Syndicate
topics
Syndicate Services
Powered by Kafka
Collect
Syndicate
topics
Syndicate Services
Powered by Kafka
Replication /
Data Deployment
Analyze
Streaming Analytics Apps
Stream Processing
Powered by Flink
Streaming Reference Architecture
Data Collection
at the Edge
Apache NiFi / MiNiFi
- sensors, IoT
- databases
- file systems
- app sidecar
- live streams
- MQ
- logs
- network
Anything… you
name it!
Where?
CDP services are optimized for the elastic
compute & ‘always-on’ storage services provided
by any cloud provider
Web service hosted and managed by Cloudera
Hosted in the your cloud environment, but
managed by the CDP Management Console
Shared Data Experience (SDX) technologies form
a secure and governed data lake backed by object
storage (S3, ADLS, GCS)
Flow Management Streams Messaging Streaming Analytics
How? This use case architecture
Stock Data
Logs
Errors
Aggregates
Other data
SQL
Analytics
Demonstration
Let’s see all of this in action…
Thanks! Questions?
Timothy Spann, Principal DataFlow Field Engineer @
Pierre Villard, Senior Product Manager @

Contenu connexe

Tendances

Processing Large Data with Apache Spark -- HasGeek
Processing Large Data with Apache Spark -- HasGeekProcessing Large Data with Apache Spark -- HasGeek
Processing Large Data with Apache Spark -- HasGeekVenkata Naga Ravi
 
Modernizing to a Cloud Data Architecture
Modernizing to a Cloud Data ArchitectureModernizing to a Cloud Data Architecture
Modernizing to a Cloud Data ArchitectureDatabricks
 
The Heart of the Data Mesh Beats in Real-Time with Apache Kafka
The Heart of the Data Mesh Beats in Real-Time with Apache KafkaThe Heart of the Data Mesh Beats in Real-Time with Apache Kafka
The Heart of the Data Mesh Beats in Real-Time with Apache KafkaKai Wähner
 
Real-Time Data Flows with Apache NiFi
Real-Time Data Flows with Apache NiFiReal-Time Data Flows with Apache NiFi
Real-Time Data Flows with Apache NiFiManish Gupta
 
The Future of Data Science and Machine Learning at Scale: A Look at MLflow, D...
The Future of Data Science and Machine Learning at Scale: A Look at MLflow, D...The Future of Data Science and Machine Learning at Scale: A Look at MLflow, D...
The Future of Data Science and Machine Learning at Scale: A Look at MLflow, D...Databricks
 
Running Apache NiFi with Apache Spark : Integration Options
Running Apache NiFi with Apache Spark : Integration OptionsRunning Apache NiFi with Apache Spark : Integration Options
Running Apache NiFi with Apache Spark : Integration OptionsTimothy Spann
 
Apache Spark Listeners: A Crash Course in Fast, Easy Monitoring
Apache Spark Listeners: A Crash Course in Fast, Easy MonitoringApache Spark Listeners: A Crash Course in Fast, Easy Monitoring
Apache Spark Listeners: A Crash Course in Fast, Easy MonitoringDatabricks
 
Cloudera - The Modern Platform for Analytics
Cloudera - The Modern Platform for AnalyticsCloudera - The Modern Platform for Analytics
Cloudera - The Modern Platform for AnalyticsCloudera, Inc.
 
Introduction to Apache NiFi 1.11.4
Introduction to Apache NiFi 1.11.4Introduction to Apache NiFi 1.11.4
Introduction to Apache NiFi 1.11.4Timothy Spann
 
Databricks Platform.pptx
Databricks Platform.pptxDatabricks Platform.pptx
Databricks Platform.pptxAlex Ivy
 
Intro to Delta Lake
Intro to Delta LakeIntro to Delta Lake
Intro to Delta LakeDatabricks
 
Scaling your Data Pipelines with Apache Spark on Kubernetes
Scaling your Data Pipelines with Apache Spark on KubernetesScaling your Data Pipelines with Apache Spark on Kubernetes
Scaling your Data Pipelines with Apache Spark on KubernetesDatabricks
 
Moving to Databricks & Delta
Moving to Databricks & DeltaMoving to Databricks & Delta
Moving to Databricks & DeltaDatabricks
 
Hudi architecture, fundamentals and capabilities
Hudi architecture, fundamentals and capabilitiesHudi architecture, fundamentals and capabilities
Hudi architecture, fundamentals and capabilitiesNishith Agarwal
 
Introduction to Apache Kafka
Introduction to Apache KafkaIntroduction to Apache Kafka
Introduction to Apache KafkaJeff Holoman
 
Introduction to PolyBase
Introduction to PolyBaseIntroduction to PolyBase
Introduction to PolyBaseJames Serra
 
Achieving Lakehouse Models with Spark 3.0
Achieving Lakehouse Models with Spark 3.0Achieving Lakehouse Models with Spark 3.0
Achieving Lakehouse Models with Spark 3.0Databricks
 

Tendances (20)

Processing Large Data with Apache Spark -- HasGeek
Processing Large Data with Apache Spark -- HasGeekProcessing Large Data with Apache Spark -- HasGeek
Processing Large Data with Apache Spark -- HasGeek
 
Modernizing to a Cloud Data Architecture
Modernizing to a Cloud Data ArchitectureModernizing to a Cloud Data Architecture
Modernizing to a Cloud Data Architecture
 
The Heart of the Data Mesh Beats in Real-Time with Apache Kafka
The Heart of the Data Mesh Beats in Real-Time with Apache KafkaThe Heart of the Data Mesh Beats in Real-Time with Apache Kafka
The Heart of the Data Mesh Beats in Real-Time with Apache Kafka
 
Real-Time Data Flows with Apache NiFi
Real-Time Data Flows with Apache NiFiReal-Time Data Flows with Apache NiFi
Real-Time Data Flows with Apache NiFi
 
The Future of Data Science and Machine Learning at Scale: A Look at MLflow, D...
The Future of Data Science and Machine Learning at Scale: A Look at MLflow, D...The Future of Data Science and Machine Learning at Scale: A Look at MLflow, D...
The Future of Data Science and Machine Learning at Scale: A Look at MLflow, D...
 
The delta architecture
The delta architectureThe delta architecture
The delta architecture
 
Running Apache NiFi with Apache Spark : Integration Options
Running Apache NiFi with Apache Spark : Integration OptionsRunning Apache NiFi with Apache Spark : Integration Options
Running Apache NiFi with Apache Spark : Integration Options
 
Apache Spark Listeners: A Crash Course in Fast, Easy Monitoring
Apache Spark Listeners: A Crash Course in Fast, Easy MonitoringApache Spark Listeners: A Crash Course in Fast, Easy Monitoring
Apache Spark Listeners: A Crash Course in Fast, Easy Monitoring
 
Cloudera - The Modern Platform for Analytics
Cloudera - The Modern Platform for AnalyticsCloudera - The Modern Platform for Analytics
Cloudera - The Modern Platform for Analytics
 
Introduction to Apache NiFi 1.11.4
Introduction to Apache NiFi 1.11.4Introduction to Apache NiFi 1.11.4
Introduction to Apache NiFi 1.11.4
 
Databricks Platform.pptx
Databricks Platform.pptxDatabricks Platform.pptx
Databricks Platform.pptx
 
Kafka presentation
Kafka presentationKafka presentation
Kafka presentation
 
Intro to Delta Lake
Intro to Delta LakeIntro to Delta Lake
Intro to Delta Lake
 
Scaling your Data Pipelines with Apache Spark on Kubernetes
Scaling your Data Pipelines with Apache Spark on KubernetesScaling your Data Pipelines with Apache Spark on Kubernetes
Scaling your Data Pipelines with Apache Spark on Kubernetes
 
Moving to Databricks & Delta
Moving to Databricks & DeltaMoving to Databricks & Delta
Moving to Databricks & Delta
 
Hudi architecture, fundamentals and capabilities
Hudi architecture, fundamentals and capabilitiesHudi architecture, fundamentals and capabilities
Hudi architecture, fundamentals and capabilities
 
Introduction to Apache Kafka
Introduction to Apache KafkaIntroduction to Apache Kafka
Introduction to Apache Kafka
 
Apache Spark Overview
Apache Spark OverviewApache Spark Overview
Apache Spark Overview
 
Introduction to PolyBase
Introduction to PolyBaseIntroduction to PolyBase
Introduction to PolyBase
 
Achieving Lakehouse Models with Spark 3.0
Achieving Lakehouse Models with Spark 3.0Achieving Lakehouse Models with Spark 3.0
Achieving Lakehouse Models with Spark 3.0
 

Similaire à Real time stock processing with apache nifi, apache flink and apache kafka

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
 
Apache-Flink-What-How-Why-Who-Where-by-Slim-Baltagi
Apache-Flink-What-How-Why-Who-Where-by-Slim-BaltagiApache-Flink-What-How-Why-Who-Where-by-Slim-Baltagi
Apache-Flink-What-How-Why-Who-Where-by-Slim-BaltagiSlim Baltagi
 
Overview of Apache Flink: the 4G of Big Data Analytics Frameworks
Overview of Apache Flink: the 4G of Big Data Analytics FrameworksOverview of Apache Flink: the 4G of Big Data Analytics Frameworks
Overview of Apache Flink: the 4G of Big Data Analytics FrameworksDataWorks Summit/Hadoop Summit
 
Overview of Apache Fink: the 4 G of Big Data Analytics Frameworks
Overview of Apache Fink: the 4 G of Big Data Analytics FrameworksOverview of Apache Fink: the 4 G of Big Data Analytics Frameworks
Overview of Apache Fink: the 4 G of Big Data Analytics FrameworksSlim Baltagi
 
Overview of Apache Fink: The 4G of Big Data Analytics Frameworks
Overview of Apache Fink: The 4G of Big Data Analytics FrameworksOverview of Apache Fink: The 4G of Big Data Analytics Frameworks
Overview of Apache Fink: The 4G of Big Data Analytics FrameworksSlim Baltagi
 
Sql bits apache nifi 101 Introduction and best practices
Sql bits    apache nifi 101 Introduction and best practicesSql bits    apache nifi 101 Introduction and best practices
Sql bits apache nifi 101 Introduction and best practicesTimothy Spann
 
Unified Batch and Real-Time Stream Processing Using Apache Flink
Unified Batch and Real-Time Stream Processing Using Apache FlinkUnified Batch and Real-Time Stream Processing Using Apache Flink
Unified Batch and Real-Time Stream Processing Using Apache FlinkSlim Baltagi
 
ApacheCon 2021 - Apache NiFi Deep Dive 300
ApacheCon 2021 - Apache NiFi Deep Dive 300ApacheCon 2021 - Apache NiFi Deep Dive 300
ApacheCon 2021 - Apache NiFi Deep Dive 300Timothy 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
 
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
 
Robust stream processing with Apache Flink
Robust stream processing with Apache FlinkRobust stream processing with Apache Flink
Robust stream processing with Apache FlinkAljoscha Krettek
 
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
 
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
 
CoC23_ Looking at the New Features of Apache NiFi
CoC23_ Looking at the New Features of Apache NiFiCoC23_ Looking at the New Features of Apache NiFi
CoC23_ Looking at the New Features of Apache NiFiTimothy Spann
 
CoC23_ Looking at the New Features of Apache NiFi
CoC23_ Looking at the New Features of Apache NiFiCoC23_ Looking at the New Features of Apache NiFi
CoC23_ Looking at the New Features of Apache NiFissuser73434e
 
Flink Community Update 2015 June
Flink Community Update 2015 JuneFlink Community Update 2015 June
Flink Community Update 2015 JuneMárton Balassi
 
Hortonworks Data in Motion Webinar Series Part 7 Apache Kafka Nifi Better Tog...
Hortonworks Data in Motion Webinar Series Part 7 Apache Kafka Nifi Better Tog...Hortonworks Data in Motion Webinar Series Part 7 Apache Kafka Nifi Better Tog...
Hortonworks Data in Motion Webinar Series Part 7 Apache Kafka Nifi Better Tog...Hortonworks
 
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
 

Similaire à Real time stock processing with apache nifi, apache flink and apache kafka (20)

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
 
Apache-Flink-What-How-Why-Who-Where-by-Slim-Baltagi
Apache-Flink-What-How-Why-Who-Where-by-Slim-BaltagiApache-Flink-What-How-Why-Who-Where-by-Slim-Baltagi
Apache-Flink-What-How-Why-Who-Where-by-Slim-Baltagi
 
Overview of Apache Flink: the 4G of Big Data Analytics Frameworks
Overview of Apache Flink: the 4G of Big Data Analytics FrameworksOverview of Apache Flink: the 4G of Big Data Analytics Frameworks
Overview of Apache Flink: the 4G of Big Data Analytics Frameworks
 
Overview of Apache Fink: the 4 G of Big Data Analytics Frameworks
Overview of Apache Fink: the 4 G of Big Data Analytics FrameworksOverview of Apache Fink: the 4 G of Big Data Analytics Frameworks
Overview of Apache Fink: the 4 G of Big Data Analytics Frameworks
 
Overview of Apache Fink: The 4G of Big Data Analytics Frameworks
Overview of Apache Fink: The 4G of Big Data Analytics FrameworksOverview of Apache Fink: The 4G of Big Data Analytics Frameworks
Overview of Apache Fink: The 4G of Big Data Analytics Frameworks
 
Sql bits apache nifi 101 Introduction and best practices
Sql bits    apache nifi 101 Introduction and best practicesSql bits    apache nifi 101 Introduction and best practices
Sql bits apache nifi 101 Introduction and best practices
 
Unified Batch and Real-Time Stream Processing Using Apache Flink
Unified Batch and Real-Time Stream Processing Using Apache FlinkUnified Batch and Real-Time Stream Processing Using Apache Flink
Unified Batch and Real-Time Stream Processing Using Apache Flink
 
ApacheCon 2021 - Apache NiFi Deep Dive 300
ApacheCon 2021 - Apache NiFi Deep Dive 300ApacheCon 2021 - Apache NiFi Deep Dive 300
ApacheCon 2021 - Apache NiFi Deep Dive 300
 
Codeless pipelines with pulsar and flink
Codeless pipelines with pulsar and flinkCodeless pipelines with pulsar and flink
Codeless pipelines with pulsar and flink
 
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
 
Robust stream processing with Apache Flink
Robust stream processing with Apache FlinkRobust stream processing with Apache Flink
Robust stream processing with Apache Flink
 
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
 
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
 
CoC23_ Looking at the New Features of Apache NiFi
CoC23_ Looking at the New Features of Apache NiFiCoC23_ Looking at the New Features of Apache NiFi
CoC23_ Looking at the New Features of Apache NiFi
 
CoC23_ Looking at the New Features of Apache NiFi
CoC23_ Looking at the New Features of Apache NiFiCoC23_ Looking at the New Features of Apache NiFi
CoC23_ Looking at the New Features of Apache NiFi
 
Flink Community Update 2015 June
Flink Community Update 2015 JuneFlink Community Update 2015 June
Flink Community Update 2015 June
 
Hortonworks Data in Motion Webinar Series Part 7 Apache Kafka Nifi Better Tog...
Hortonworks Data in Motion Webinar Series Part 7 Apache Kafka Nifi Better Tog...Hortonworks Data in Motion Webinar Series Part 7 Apache Kafka Nifi Better Tog...
Hortonworks Data in Motion Webinar Series Part 7 Apache Kafka Nifi Better Tog...
 
Apache kafka
Apache kafkaApache kafka
Apache kafka
 
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...
 

Plus de Timothy Spann

Generative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and MilvusGenerative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and MilvusTimothy 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
 
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
 
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
 
CoC23_ Let’s Monitor The Conditions at the Conference
CoC23_ Let’s Monitor The Conditions at the ConferenceCoC23_ Let’s Monitor The Conditions at the Conference
CoC23_ Let’s Monitor The Conditions at the ConferenceTimothy Spann
 

Plus de Timothy Spann (20)

Generative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and MilvusGenerative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and Milvus
 
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...
 
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
 
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
 
CoC23_ Let’s Monitor The Conditions at the Conference
CoC23_ Let’s Monitor The Conditions at the ConferenceCoC23_ Let’s Monitor The Conditions at the Conference
CoC23_ Let’s Monitor The Conditions at the Conference
 

Dernier

The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 
Advantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessAdvantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessPixlogix Infotech
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024Results
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)wesley chun
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsJoaquim Jorge
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024The Digital Insurer
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfsudhanshuwaghmare1
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Servicegiselly40
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxKatpro Technologies
 

Dernier (20)

The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
Advantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessAdvantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your Business
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Service
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
 

Real time stock processing with apache nifi, apache flink and apache kafka

  • 1. Real-Time Stock Processing With Apache NiFi, Apache Flink and Apache Kafka Timothy Spann, Principal DataFlow Field Engineer @ Pierre Villard, Senior Product Manager @
  • 2. Who? Tim Spann @PaasDev // Blog: www.datainmotion.dev Principal DataFlow Field Engineer. Princeton Future of Data Meetup. https://github.com/tspannhw/EverythingApacheNiFi https://community.cloudera.com/t5/Community-Articles/Real-Time-Stock-Processing-With-A pache-NiFi-and-Apache-Kafka/ta-p/249221 Pierre Villard Twitter & Github - @pvillard31 // Blog: www.pierrevillard.com Committer and PMC member for Apache NiFi (in the community since 2015) Senior Product Manager at Cloudera for products around Apache NiFi, NiFi Registry and MiNiFi Previously at Google & Hortonworks
  • 3. What? This talk is about ingesting real-time data from many sources and build a dashboard on top it to track in real time what our stocks are. This use case is a good example to show the combination of some of the best Apache solutions for streaming applications.
  • 4. NiFi, Kafka and Flink in a few numbers - Apache NiFi (version 1.12.x) - created and open sourced by the NSA - initial release in 2006 350+ contributors, 1200+ people in Slack, 3.1M+ docker pulls Many sub-projects: NiFi, MiNiFi Java, MiNiFi C++, NiFi Registry, etc - Apache Kafka (version 2.6.x) - created and open sourced by LinkedIn - initial release in 2011 700+ contributors - Apache Flink (version 1.11.x) - initial release in 2011 750+ contributors, 2nd top repository by number of commits, top active project on mailing lists
  • 5. What is NiFi used for?
  • 6. Analyze Streaming OLAP Analytics & Time Series Store Powered by Druid & Kudu Buffer Apache Kafka Topics Ingest Gateway Powered by Kafka Distribute Apache NiFi Data Flow Apps Powered by NiFi Buffer Apache Kafka Syndicate topics Syndicate Services Powered by Kafka Collect Syndicate topics Syndicate Services Powered by Kafka Replication / Data Deployment Analyze Streaming Analytics Apps Stream Processing Powered by Flink Streaming Reference Architecture Data Collection at the Edge Apache NiFi / MiNiFi - sensors, IoT - databases - file systems - app sidecar - live streams - MQ - logs - network Anything… you name it!
  • 7. Where? CDP services are optimized for the elastic compute & ‘always-on’ storage services provided by any cloud provider Web service hosted and managed by Cloudera Hosted in the your cloud environment, but managed by the CDP Management Console Shared Data Experience (SDX) technologies form a secure and governed data lake backed by object storage (S3, ADLS, GCS) Flow Management Streams Messaging Streaming Analytics
  • 8. How? This use case architecture Stock Data Logs Errors Aggregates Other data SQL Analytics
  • 9. Demonstration Let’s see all of this in action…
  • 10. Thanks! Questions? Timothy Spann, Principal DataFlow Field Engineer @ Pierre Villard, Senior Product Manager @