SlideShare ist ein Scribd-Unternehmen logo
1 von 33
Serverless Stream Processing
Bill Bejeck
@bbejeck
Nice to meet you!
• Member of the DevX team
• Prior to DevX ~3 years as engineer on Kafka Streams team
• Apache Kafka® Committer and PMC member
• Author of “Kafka Streams in Action” - 2nd edition underway!
2
@bbejeck
Agenda
• Meetup Details
• Serverless Vegetable Soup
• ksqlDB Introduction
• AWS Lambda
• Application walkthrough
3
Meetup Details
@bbejeck
Meetup Details
• Clone GitHub repo for the meetup
• https://github.com/confluentinc/CCloud-Serverless-Integration
• https://docs.confluent.io/confluent-cli/current/install.html
• https://aws.amazon.com/cli/
• Get a Confluent Cloud account
• https://confluent.cloud/signup
• Use code CC60COMM
• AWS account
• https://aws.amazon.com/free/
• Create a root account
5
@bbejeck
Meetup Details
• Kick off the application script
• <repo directory>/ccloud-build-app.sh
6
Serverless Vegetable Soup
@bbejeck
Stateful vs Stateless
• Stateless is simpler
• Predicate.apply(T parameter)
• Idempotent functions
• Can’t make decisions based on previous inputs
• Stateful is more complex
• Aggregations
• Keeps state of previous records
• Can make decisions in near-real time when combined with stream
processing
8
@bbejeck
Stream Processing
• Why do we need it?
• Hotel interactions
• Check-in, mini-bar purchases
• Fraud detection
• No good to look at yesterday's transactions
• Supply chain
• Route a truck in real-time
9
@bbejeck
Stream Processing
• Applications can respond immediately to events
• Context-aware decisions in real-time
• Implies the need for state – hard to make decisions in on isolated events
• State needs to be easy to manage
• Needs to be highly available
10
@bbejeck
Serverless
• Not concerned with infrastructure
• Some one else’s issue! *
• Focus is solely on your business problem
• Simplified development process *
• Only pay for what’s used
• Flexible options driven by needs/requirements
11
@bbejeck
Functions as a Service (FaaS)
• Extension of Serverless (my interpretation)
• Discrete chunk of code vs. an application
• Triggered by specific event – typically not long running
• Scales with load
• Sporadic in nature
• Executes when needed
• Only pay for what’s used
12
ksqlDB Introduction
Compute Storage
CREATE TABLE activePromotions AS
SELECT rideId,
qualifyPromotion(distanceToDst) AS promotion
FROM locations
GROUP BY rideId
EMIT CHANGES
ksqlDB Kafka
Build a complete real-time application
with just a few SQL statements
Easily Build
Real- Time Apps
ksqlDB at a Glance
ksqlDB is a database for building real-
time applications that leverage stream
processing
Joins Aggregates
Push & Pull Queries Filters
User-Defined
Functions
Connectors
@bbejeck
ksqlDB and events
• Enables event-based applications
• Using stateful operations are easily and seamless
15
@bbejeck
ksqlDB Input Data
{
”side": ”BUY",
”quantity": 2000,
”symbol": ”CFLT",
”price": 100,
”account": “Vandeley”,
"userid": 100
}
16
@bbejeck
ksqlDB Create Stream
CREATE STREAM stocktrade (side varchar,
quantity int,
symbol varchar,
price int,
account varchar,
userid int)
WITH (kafka_topic = 'stocktrade’,
partitions = 6,
value_format = ‘JSON’);
17
@bbejeck
ksqlDB Create Table
CREATE Table users (userid varchar primary key,
registertime bigint,
regionid varchar)
WITH (kafka_topic = ‘users’,
value_format = ‘JSON’);
18
@bbejeck
ksqlDB Persistent Query (Push)
CREATE TABLE SHARE_PRICE AS
SELECT symbol,
AVG(price) AS AVERAGE_SHARE_PRICE
FROM stocks
WINDOW TUMBLING (SIZE 5 MINUTES)
GROUP BY symbol
EMIT CHANGES;
19
@bbejeck
ksqlDB Pull Query
SELECT * from SHARE_PRICE
WHERE symbol = 'CFLT'
20
@bbejeck
ksqlDB Availablilty
21
@bbejeck
ksqlDB Failover
22
@bbejeck
ksqlDB Failover
23
AWS Lambda
@bbejeck
AWS Lambda
• Exemplifies FaaS
• Key component of AWS Serverless Application Model
• https://docs.aws.amazon.com/serverless-application-
model/latest/developerguide/what-is-sam.html
• Upload code as a zip file
• Configure the trigger
25
Application
@bbejeck
Application overview
27
@bbejeck
Additional Steps
• Create the AWS Lambda
• Set properties in configs.sh
• View Lambda logs
• Execute SQL for processing Lambda output
• View the Stream Lineage on Confluent
28
@bbejeck
Clean Up
• Important to run the clean up steps outlined in repo
• Remove all AWS components
• Remove all Confluent Cloud
29
@bbejeck
For More Details
• Serverless processing whitepaper
• https://www.confluent.io/resources/white-paper/stateful-serverless-
architectures-with-ksqldb-aws-lambda/
• Blog on serverless stream processing
• https://www.confluent.io/blog/serverless-event-stream-processing/
30
@bbejeck
Resources
• Tutorials and ksqlDB use cases – https://developer.confluent.io/tutorials
• ksqlDB Documentation - https://docs.ksqldb.io/en/latest/
• Confluent Developer - developer.confluent.io
• AWS SAM - https://docs.aws.amazon.com/serverless-application-
model/latest/developerguide/what-is-sam.html
31
Thank you!
@bbejeck
bill@confluent.io
cnfl.io/meetups cnfl.io/slack
cnfl.io/blog
Learn Kafka!
Confluent Developer
developer.confluent.io

Weitere ähnliche Inhalte

Was ist angesagt?

Migrating Monolithic Applications with the Strangler Pattern
Migrating Monolithic Applications with the Strangler Pattern Migrating Monolithic Applications with the Strangler Pattern
Migrating Monolithic Applications with the Strangler Pattern Thanh Nguyen
 
KSQL---Streaming SQL for Apache Kafka
KSQL---Streaming SQL for Apache KafkaKSQL---Streaming SQL for Apache Kafka
KSQL---Streaming SQL for Apache KafkaMatthias J. Sax
 
Getting Started with Docker on AWS
Getting Started with Docker on AWSGetting Started with Docker on AWS
Getting Started with Docker on AWSAmazon Web Services
 
AWS January 2016 Webinar Series - Introduction to Deploying Applications on AWS
AWS January 2016 Webinar Series - Introduction to Deploying Applications on AWSAWS January 2016 Webinar Series - Introduction to Deploying Applications on AWS
AWS January 2016 Webinar Series - Introduction to Deploying Applications on AWSAmazon Web Services
 
Hybris install telco accelerators on aws-ec2
Hybris   install telco accelerators on aws-ec2Hybris   install telco accelerators on aws-ec2
Hybris install telco accelerators on aws-ec2Venugopal Gummadala
 
AWS January 2016 Webinar Series - Introduction to Docker on AWS
AWS January 2016 Webinar Series - Introduction to Docker on AWSAWS January 2016 Webinar Series - Introduction to Docker on AWS
AWS January 2016 Webinar Series - Introduction to Docker on AWSAmazon Web Services
 
Migrate your Existing Express Apps to AWS Lambda and Amazon API Gateway
Migrate your Existing Express Apps to AWS Lambda and Amazon API GatewayMigrate your Existing Express Apps to AWS Lambda and Amazon API Gateway
Migrate your Existing Express Apps to AWS Lambda and Amazon API GatewayAmazon Web Services
 
Automating Software Deployments with AWS CodeDeploy
Automating Software Deployments with AWS CodeDeployAutomating Software Deployments with AWS CodeDeploy
Automating Software Deployments with AWS CodeDeployAmazon Web Services
 
Getting Started with Docker on AWS
Getting Started with Docker on AWSGetting Started with Docker on AWS
Getting Started with Docker on AWSAmazon Web Services
 
Deep Dive on Microservices and Amazon ECS
Deep Dive on Microservices and Amazon ECSDeep Dive on Microservices and Amazon ECS
Deep Dive on Microservices and Amazon ECSAmazon Web Services
 
AWS re:Invent 2016: Operations Automation and Infrastructure Management with ...
AWS re:Invent 2016: Operations Automation and Infrastructure Management with ...AWS re:Invent 2016: Operations Automation and Infrastructure Management with ...
AWS re:Invent 2016: Operations Automation and Infrastructure Management with ...Amazon Web Services
 
Deploy, Manage, and Scale Your Apps with OpsWorks and Elastic Beanstalk
Deploy, Manage, and Scale Your Apps with OpsWorks and Elastic BeanstalkDeploy, Manage, and Scale Your Apps with OpsWorks and Elastic Beanstalk
Deploy, Manage, and Scale Your Apps with OpsWorks and Elastic BeanstalkAmazon Web Services
 
Weaveworks at AWS re:Invent 2016: Operations Management with Amazon ECS
Weaveworks at AWS re:Invent 2016: Operations Management with Amazon ECSWeaveworks at AWS re:Invent 2016: Operations Management with Amazon ECS
Weaveworks at AWS re:Invent 2016: Operations Management with Amazon ECSWeaveworks
 
Azure Automation and Update Management
Azure Automation and Update ManagementAzure Automation and Update Management
Azure Automation and Update ManagementUdaiappa Ramachandran
 
AWS re:Invent 2016: Securing Container-Based Applications (CON402)
AWS re:Invent 2016: Securing Container-Based Applications (CON402)AWS re:Invent 2016: Securing Container-Based Applications (CON402)
AWS re:Invent 2016: Securing Container-Based Applications (CON402)Amazon Web Services
 

Was ist angesagt? (20)

AWS Introduction
AWS IntroductionAWS Introduction
AWS Introduction
 
Migrating Monolithic Applications with the Strangler Pattern
Migrating Monolithic Applications with the Strangler Pattern Migrating Monolithic Applications with the Strangler Pattern
Migrating Monolithic Applications with the Strangler Pattern
 
KSQL---Streaming SQL for Apache Kafka
KSQL---Streaming SQL for Apache KafkaKSQL---Streaming SQL for Apache Kafka
KSQL---Streaming SQL for Apache Kafka
 
Getting Started with Docker on AWS
Getting Started with Docker on AWSGetting Started with Docker on AWS
Getting Started with Docker on AWS
 
Serverless
ServerlessServerless
Serverless
 
AWS January 2016 Webinar Series - Introduction to Deploying Applications on AWS
AWS January 2016 Webinar Series - Introduction to Deploying Applications on AWSAWS January 2016 Webinar Series - Introduction to Deploying Applications on AWS
AWS January 2016 Webinar Series - Introduction to Deploying Applications on AWS
 
Hybris install telco accelerators on aws-ec2
Hybris   install telco accelerators on aws-ec2Hybris   install telco accelerators on aws-ec2
Hybris install telco accelerators on aws-ec2
 
AWS OpsWorks for Chef Automate
AWS OpsWorks for Chef AutomateAWS OpsWorks for Chef Automate
AWS OpsWorks for Chef Automate
 
AWS January 2016 Webinar Series - Introduction to Docker on AWS
AWS January 2016 Webinar Series - Introduction to Docker on AWSAWS January 2016 Webinar Series - Introduction to Docker on AWS
AWS January 2016 Webinar Series - Introduction to Docker on AWS
 
Migrate your Existing Express Apps to AWS Lambda and Amazon API Gateway
Migrate your Existing Express Apps to AWS Lambda and Amazon API GatewayMigrate your Existing Express Apps to AWS Lambda and Amazon API Gateway
Migrate your Existing Express Apps to AWS Lambda and Amazon API Gateway
 
Automating Software Deployments with AWS CodeDeploy
Automating Software Deployments with AWS CodeDeployAutomating Software Deployments with AWS CodeDeploy
Automating Software Deployments with AWS CodeDeploy
 
Shipping logs to splunk from a container in aws howto
Shipping logs to splunk from a container in aws howtoShipping logs to splunk from a container in aws howto
Shipping logs to splunk from a container in aws howto
 
Getting Started with Docker on AWS
Getting Started with Docker on AWSGetting Started with Docker on AWS
Getting Started with Docker on AWS
 
Deep Dive on Microservices and Amazon ECS
Deep Dive on Microservices and Amazon ECSDeep Dive on Microservices and Amazon ECS
Deep Dive on Microservices and Amazon ECS
 
AWS re:Invent 2016: Operations Automation and Infrastructure Management with ...
AWS re:Invent 2016: Operations Automation and Infrastructure Management with ...AWS re:Invent 2016: Operations Automation and Infrastructure Management with ...
AWS re:Invent 2016: Operations Automation and Infrastructure Management with ...
 
Deploy, Manage, and Scale Your Apps with OpsWorks and Elastic Beanstalk
Deploy, Manage, and Scale Your Apps with OpsWorks and Elastic BeanstalkDeploy, Manage, and Scale Your Apps with OpsWorks and Elastic Beanstalk
Deploy, Manage, and Scale Your Apps with OpsWorks and Elastic Beanstalk
 
Weaveworks at AWS re:Invent 2016: Operations Management with Amazon ECS
Weaveworks at AWS re:Invent 2016: Operations Management with Amazon ECSWeaveworks at AWS re:Invent 2016: Operations Management with Amazon ECS
Weaveworks at AWS re:Invent 2016: Operations Management with Amazon ECS
 
Azure Automation and Update Management
Azure Automation and Update ManagementAzure Automation and Update Management
Azure Automation and Update Management
 
AWS re:Invent 2016: Securing Container-Based Applications (CON402)
AWS re:Invent 2016: Securing Container-Based Applications (CON402)AWS re:Invent 2016: Securing Container-Based Applications (CON402)
AWS re:Invent 2016: Securing Container-Based Applications (CON402)
 
DevOps in Amazon.com
DevOps in Amazon.com DevOps in Amazon.com
DevOps in Amazon.com
 

Ähnlich wie Serverless Stream Processing with Bill Bejeck

SRV418 Deep Dive on Accelerating Content, APIs, and Applications with Amazon ...
SRV418 Deep Dive on Accelerating Content, APIs, and Applications with Amazon ...SRV418 Deep Dive on Accelerating Content, APIs, and Applications with Amazon ...
SRV418 Deep Dive on Accelerating Content, APIs, and Applications with Amazon ...Amazon Web Services
 
AWS re:Invent 2020 Serverless Recap
AWS re:Invent 2020 Serverless RecapAWS re:Invent 2020 Serverless Recap
AWS re:Invent 2020 Serverless RecapDaniel Zivkovic
 
Un'introduzione a Kafka Streams e KSQL... and why they matter!
Un'introduzione a Kafka Streams e KSQL... and why they matter!Un'introduzione a Kafka Streams e KSQL... and why they matter!
Un'introduzione a Kafka Streams e KSQL... and why they matter!Paolo Castagna
 
Kubernetes Architecture - beyond a black box - Part 1
Kubernetes Architecture - beyond a black box - Part 1Kubernetes Architecture - beyond a black box - Part 1
Kubernetes Architecture - beyond a black box - Part 1Hao H. Zhang
 
Eliminate repetitive work by using AWS Serverless Application Repository
Eliminate repetitive work by using AWS Serverless Application RepositoryEliminate repetitive work by using AWS Serverless Application Repository
Eliminate repetitive work by using AWS Serverless Application RepositoryIgor Soroka
 
How to Build a Big Data Application: Serverless Edition
How to Build a Big Data Application: Serverless EditionHow to Build a Big Data Application: Serverless Edition
How to Build a Big Data Application: Serverless Editionecobold
 
"Serverless Java Applications" at Froscon 2018 by Vadym Kazulkin/Elmar Warken
"Serverless Java Applications" at Froscon 2018 by Vadym Kazulkin/Elmar Warken"Serverless Java Applications" at Froscon 2018 by Vadym Kazulkin/Elmar Warken
"Serverless Java Applications" at Froscon 2018 by Vadym Kazulkin/Elmar WarkenVadym Kazulkin
 
Event-driven Applications with Kafka, Micronaut, and AWS Lambda | Dave Klein,...
Event-driven Applications with Kafka, Micronaut, and AWS Lambda | Dave Klein,...Event-driven Applications with Kafka, Micronaut, and AWS Lambda | Dave Klein,...
Event-driven Applications with Kafka, Micronaut, and AWS Lambda | Dave Klein,...HostedbyConfluent
 
How to Build a Big Data Application: Serverless Edition
How to Build a Big Data Application: Serverless EditionHow to Build a Big Data Application: Serverless Edition
How to Build a Big Data Application: Serverless EditionLecole Cole
 
Forced Evolution: Shopify's Journey to Kubernetes
Forced Evolution: Shopify's Journey to KubernetesForced Evolution: Shopify's Journey to Kubernetes
Forced Evolution: Shopify's Journey to KubernetesC4Media
 
Building Serverless APIs (January 2017)
Building Serverless APIs (January 2017)Building Serverless APIs (January 2017)
Building Serverless APIs (January 2017)Julien SIMON
 
AWS Cloud Development Kit (CDK)를 이용한 코드 기반 인프라 개발 및 배포 - 공찬호(리얼리티매직) :: AWS C...
AWS Cloud Development Kit (CDK)를 이용한 코드 기반 인프라 개발 및 배포 - 공찬호(리얼리티매직) :: AWS C...AWS Cloud Development Kit (CDK)를 이용한 코드 기반 인프라 개발 및 배포 - 공찬호(리얼리티매직) :: AWS C...
AWS Cloud Development Kit (CDK)를 이용한 코드 기반 인프라 개발 및 배포 - 공찬호(리얼리티매직) :: AWS C...AWSKRUG - AWS한국사용자모임
 
All Streams Ahead! ksqlDB Workshop ANZ
All Streams Ahead! ksqlDB Workshop ANZAll Streams Ahead! ksqlDB Workshop ANZ
All Streams Ahead! ksqlDB Workshop ANZconfluent
 
Stephen Liedig: Building Serverless Backends with AWS Lambda and API Gateway
Stephen Liedig: Building Serverless Backends with AWS Lambda and API GatewayStephen Liedig: Building Serverless Backends with AWS Lambda and API Gateway
Stephen Liedig: Building Serverless Backends with AWS Lambda and API GatewaySteve Androulakis
 
Building serverless backends - Tech talk 5 May 2017
Building serverless backends - Tech talk 5 May 2017Building serverless backends - Tech talk 5 May 2017
Building serverless backends - Tech talk 5 May 2017ARDC
 
Getting sh*t done with Azure Functions (on AKS!)
Getting sh*t done with Azure Functions (on AKS!)Getting sh*t done with Azure Functions (on AKS!)
Getting sh*t done with Azure Functions (on AKS!)Rick van den Bosch
 

Ähnlich wie Serverless Stream Processing with Bill Bejeck (20)

AWS Lambda in C#
AWS Lambda in C#AWS Lambda in C#
AWS Lambda in C#
 
SRV418 Deep Dive on Accelerating Content, APIs, and Applications with Amazon ...
SRV418 Deep Dive on Accelerating Content, APIs, and Applications with Amazon ...SRV418 Deep Dive on Accelerating Content, APIs, and Applications with Amazon ...
SRV418 Deep Dive on Accelerating Content, APIs, and Applications with Amazon ...
 
AWS re:Invent 2020 Serverless Recap
AWS re:Invent 2020 Serverless RecapAWS re:Invent 2020 Serverless Recap
AWS re:Invent 2020 Serverless Recap
 
Un'introduzione a Kafka Streams e KSQL... and why they matter!
Un'introduzione a Kafka Streams e KSQL... and why they matter!Un'introduzione a Kafka Streams e KSQL... and why they matter!
Un'introduzione a Kafka Streams e KSQL... and why they matter!
 
What's New with AWS Lambda
What's New with AWS LambdaWhat's New with AWS Lambda
What's New with AWS Lambda
 
What's New with AWS Lambda
What's New with AWS LambdaWhat's New with AWS Lambda
What's New with AWS Lambda
 
Kubernetes Architecture - beyond a black box - Part 1
Kubernetes Architecture - beyond a black box - Part 1Kubernetes Architecture - beyond a black box - Part 1
Kubernetes Architecture - beyond a black box - Part 1
 
Eliminate repetitive work by using AWS Serverless Application Repository
Eliminate repetitive work by using AWS Serverless Application RepositoryEliminate repetitive work by using AWS Serverless Application Repository
Eliminate repetitive work by using AWS Serverless Application Repository
 
How to Build a Big Data Application: Serverless Edition
How to Build a Big Data Application: Serverless EditionHow to Build a Big Data Application: Serverless Edition
How to Build a Big Data Application: Serverless Edition
 
"Serverless Java Applications" at Froscon 2018 by Vadym Kazulkin/Elmar Warken
"Serverless Java Applications" at Froscon 2018 by Vadym Kazulkin/Elmar Warken"Serverless Java Applications" at Froscon 2018 by Vadym Kazulkin/Elmar Warken
"Serverless Java Applications" at Froscon 2018 by Vadym Kazulkin/Elmar Warken
 
AWS Amplify
AWS AmplifyAWS Amplify
AWS Amplify
 
Event-driven Applications with Kafka, Micronaut, and AWS Lambda | Dave Klein,...
Event-driven Applications with Kafka, Micronaut, and AWS Lambda | Dave Klein,...Event-driven Applications with Kafka, Micronaut, and AWS Lambda | Dave Klein,...
Event-driven Applications with Kafka, Micronaut, and AWS Lambda | Dave Klein,...
 
How to Build a Big Data Application: Serverless Edition
How to Build a Big Data Application: Serverless EditionHow to Build a Big Data Application: Serverless Edition
How to Build a Big Data Application: Serverless Edition
 
Forced Evolution: Shopify's Journey to Kubernetes
Forced Evolution: Shopify's Journey to KubernetesForced Evolution: Shopify's Journey to Kubernetes
Forced Evolution: Shopify's Journey to Kubernetes
 
Building Serverless APIs (January 2017)
Building Serverless APIs (January 2017)Building Serverless APIs (January 2017)
Building Serverless APIs (January 2017)
 
AWS Cloud Development Kit (CDK)를 이용한 코드 기반 인프라 개발 및 배포 - 공찬호(리얼리티매직) :: AWS C...
AWS Cloud Development Kit (CDK)를 이용한 코드 기반 인프라 개발 및 배포 - 공찬호(리얼리티매직) :: AWS C...AWS Cloud Development Kit (CDK)를 이용한 코드 기반 인프라 개발 및 배포 - 공찬호(리얼리티매직) :: AWS C...
AWS Cloud Development Kit (CDK)를 이용한 코드 기반 인프라 개발 및 배포 - 공찬호(리얼리티매직) :: AWS C...
 
All Streams Ahead! ksqlDB Workshop ANZ
All Streams Ahead! ksqlDB Workshop ANZAll Streams Ahead! ksqlDB Workshop ANZ
All Streams Ahead! ksqlDB Workshop ANZ
 
Stephen Liedig: Building Serverless Backends with AWS Lambda and API Gateway
Stephen Liedig: Building Serverless Backends with AWS Lambda and API GatewayStephen Liedig: Building Serverless Backends with AWS Lambda and API Gateway
Stephen Liedig: Building Serverless Backends with AWS Lambda and API Gateway
 
Building serverless backends - Tech talk 5 May 2017
Building serverless backends - Tech talk 5 May 2017Building serverless backends - Tech talk 5 May 2017
Building serverless backends - Tech talk 5 May 2017
 
Getting sh*t done with Azure Functions (on AKS!)
Getting sh*t done with Azure Functions (on AKS!)Getting sh*t done with Azure Functions (on AKS!)
Getting sh*t done with Azure Functions (on AKS!)
 

Mehr von confluent

Catch the Wave: SAP Event-Driven and Data Streaming for the Intelligence Ente...
Catch the Wave: SAP Event-Driven and Data Streaming for the Intelligence Ente...Catch the Wave: SAP Event-Driven and Data Streaming for the Intelligence Ente...
Catch the Wave: SAP Event-Driven and Data Streaming for the Intelligence Ente...confluent
 
Santander Stream Processing with Apache Flink
Santander Stream Processing with Apache FlinkSantander Stream Processing with Apache Flink
Santander Stream Processing with Apache Flinkconfluent
 
Unlocking the Power of IoT: A comprehensive approach to real-time insights
Unlocking the Power of IoT: A comprehensive approach to real-time insightsUnlocking the Power of IoT: A comprehensive approach to real-time insights
Unlocking the Power of IoT: A comprehensive approach to real-time insightsconfluent
 
Workshop híbrido: Stream Processing con Flink
Workshop híbrido: Stream Processing con FlinkWorkshop híbrido: Stream Processing con Flink
Workshop híbrido: Stream Processing con Flinkconfluent
 
Industry 4.0: Building the Unified Namespace with Confluent, HiveMQ and Spark...
Industry 4.0: Building the Unified Namespace with Confluent, HiveMQ and Spark...Industry 4.0: Building the Unified Namespace with Confluent, HiveMQ and Spark...
Industry 4.0: Building the Unified Namespace with Confluent, HiveMQ and Spark...confluent
 
AWS Immersion Day Mapfre - Confluent
AWS Immersion Day Mapfre   -   ConfluentAWS Immersion Day Mapfre   -   Confluent
AWS Immersion Day Mapfre - Confluentconfluent
 
Eventos y Microservicios - Santander TechTalk
Eventos y Microservicios - Santander TechTalkEventos y Microservicios - Santander TechTalk
Eventos y Microservicios - Santander TechTalkconfluent
 
Q&A with Confluent Experts: Navigating Networking in Confluent Cloud
Q&A with Confluent Experts: Navigating Networking in Confluent CloudQ&A with Confluent Experts: Navigating Networking in Confluent Cloud
Q&A with Confluent Experts: Navigating Networking in Confluent Cloudconfluent
 
Citi TechTalk Session 2: Kafka Deep Dive
Citi TechTalk Session 2: Kafka Deep DiveCiti TechTalk Session 2: Kafka Deep Dive
Citi TechTalk Session 2: Kafka Deep Diveconfluent
 
Build real-time streaming data pipelines to AWS with Confluent
Build real-time streaming data pipelines to AWS with ConfluentBuild real-time streaming data pipelines to AWS with Confluent
Build real-time streaming data pipelines to AWS with Confluentconfluent
 
Q&A with Confluent Professional Services: Confluent Service Mesh
Q&A with Confluent Professional Services: Confluent Service MeshQ&A with Confluent Professional Services: Confluent Service Mesh
Q&A with Confluent Professional Services: Confluent Service Meshconfluent
 
Citi Tech Talk: Event Driven Kafka Microservices
Citi Tech Talk: Event Driven Kafka MicroservicesCiti Tech Talk: Event Driven Kafka Microservices
Citi Tech Talk: Event Driven Kafka Microservicesconfluent
 
Confluent & GSI Webinars series - Session 3
Confluent & GSI Webinars series - Session 3Confluent & GSI Webinars series - Session 3
Confluent & GSI Webinars series - Session 3confluent
 
Citi Tech Talk: Messaging Modernization
Citi Tech Talk: Messaging ModernizationCiti Tech Talk: Messaging Modernization
Citi Tech Talk: Messaging Modernizationconfluent
 
Citi Tech Talk: Data Governance for streaming and real time data
Citi Tech Talk: Data Governance for streaming and real time dataCiti Tech Talk: Data Governance for streaming and real time data
Citi Tech Talk: Data Governance for streaming and real time dataconfluent
 
Confluent & GSI Webinars series: Session 2
Confluent & GSI Webinars series: Session 2Confluent & GSI Webinars series: Session 2
Confluent & GSI Webinars series: Session 2confluent
 
Data In Motion Paris 2023
Data In Motion Paris 2023Data In Motion Paris 2023
Data In Motion Paris 2023confluent
 
Confluent Partner Tech Talk with Synthesis
Confluent Partner Tech Talk with SynthesisConfluent Partner Tech Talk with Synthesis
Confluent Partner Tech Talk with Synthesisconfluent
 
The Future of Application Development - API Days - Melbourne 2023
The Future of Application Development - API Days - Melbourne 2023The Future of Application Development - API Days - Melbourne 2023
The Future of Application Development - API Days - Melbourne 2023confluent
 
The Playful Bond Between REST And Data Streams
The Playful Bond Between REST And Data StreamsThe Playful Bond Between REST And Data Streams
The Playful Bond Between REST And Data Streamsconfluent
 

Mehr von confluent (20)

Catch the Wave: SAP Event-Driven and Data Streaming for the Intelligence Ente...
Catch the Wave: SAP Event-Driven and Data Streaming for the Intelligence Ente...Catch the Wave: SAP Event-Driven and Data Streaming for the Intelligence Ente...
Catch the Wave: SAP Event-Driven and Data Streaming for the Intelligence Ente...
 
Santander Stream Processing with Apache Flink
Santander Stream Processing with Apache FlinkSantander Stream Processing with Apache Flink
Santander Stream Processing with Apache Flink
 
Unlocking the Power of IoT: A comprehensive approach to real-time insights
Unlocking the Power of IoT: A comprehensive approach to real-time insightsUnlocking the Power of IoT: A comprehensive approach to real-time insights
Unlocking the Power of IoT: A comprehensive approach to real-time insights
 
Workshop híbrido: Stream Processing con Flink
Workshop híbrido: Stream Processing con FlinkWorkshop híbrido: Stream Processing con Flink
Workshop híbrido: Stream Processing con Flink
 
Industry 4.0: Building the Unified Namespace with Confluent, HiveMQ and Spark...
Industry 4.0: Building the Unified Namespace with Confluent, HiveMQ and Spark...Industry 4.0: Building the Unified Namespace with Confluent, HiveMQ and Spark...
Industry 4.0: Building the Unified Namespace with Confluent, HiveMQ and Spark...
 
AWS Immersion Day Mapfre - Confluent
AWS Immersion Day Mapfre   -   ConfluentAWS Immersion Day Mapfre   -   Confluent
AWS Immersion Day Mapfre - Confluent
 
Eventos y Microservicios - Santander TechTalk
Eventos y Microservicios - Santander TechTalkEventos y Microservicios - Santander TechTalk
Eventos y Microservicios - Santander TechTalk
 
Q&A with Confluent Experts: Navigating Networking in Confluent Cloud
Q&A with Confluent Experts: Navigating Networking in Confluent CloudQ&A with Confluent Experts: Navigating Networking in Confluent Cloud
Q&A with Confluent Experts: Navigating Networking in Confluent Cloud
 
Citi TechTalk Session 2: Kafka Deep Dive
Citi TechTalk Session 2: Kafka Deep DiveCiti TechTalk Session 2: Kafka Deep Dive
Citi TechTalk Session 2: Kafka Deep Dive
 
Build real-time streaming data pipelines to AWS with Confluent
Build real-time streaming data pipelines to AWS with ConfluentBuild real-time streaming data pipelines to AWS with Confluent
Build real-time streaming data pipelines to AWS with Confluent
 
Q&A with Confluent Professional Services: Confluent Service Mesh
Q&A with Confluent Professional Services: Confluent Service MeshQ&A with Confluent Professional Services: Confluent Service Mesh
Q&A with Confluent Professional Services: Confluent Service Mesh
 
Citi Tech Talk: Event Driven Kafka Microservices
Citi Tech Talk: Event Driven Kafka MicroservicesCiti Tech Talk: Event Driven Kafka Microservices
Citi Tech Talk: Event Driven Kafka Microservices
 
Confluent & GSI Webinars series - Session 3
Confluent & GSI Webinars series - Session 3Confluent & GSI Webinars series - Session 3
Confluent & GSI Webinars series - Session 3
 
Citi Tech Talk: Messaging Modernization
Citi Tech Talk: Messaging ModernizationCiti Tech Talk: Messaging Modernization
Citi Tech Talk: Messaging Modernization
 
Citi Tech Talk: Data Governance for streaming and real time data
Citi Tech Talk: Data Governance for streaming and real time dataCiti Tech Talk: Data Governance for streaming and real time data
Citi Tech Talk: Data Governance for streaming and real time data
 
Confluent & GSI Webinars series: Session 2
Confluent & GSI Webinars series: Session 2Confluent & GSI Webinars series: Session 2
Confluent & GSI Webinars series: Session 2
 
Data In Motion Paris 2023
Data In Motion Paris 2023Data In Motion Paris 2023
Data In Motion Paris 2023
 
Confluent Partner Tech Talk with Synthesis
Confluent Partner Tech Talk with SynthesisConfluent Partner Tech Talk with Synthesis
Confluent Partner Tech Talk with Synthesis
 
The Future of Application Development - API Days - Melbourne 2023
The Future of Application Development - API Days - Melbourne 2023The Future of Application Development - API Days - Melbourne 2023
The Future of Application Development - API Days - Melbourne 2023
 
The Playful Bond Between REST And Data Streams
The Playful Bond Between REST And Data StreamsThe Playful Bond Between REST And Data Streams
The Playful Bond Between REST And Data Streams
 

Kürzlich hochgeladen

Navi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Navi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot ModelNavi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Navi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot ModelDeepika Singh
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoffsammart93
 
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWEREMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWERMadyBayot
 
Ransomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdfRansomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdfOverkill Security
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyKhushali Kathiriya
 
AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024The Digital Insurer
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...apidays
 
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
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodJuan lago vázquez
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businesspanagenda
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?Igalia
 
Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024The Digital Insurer
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...DianaGray10
 
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu SubbuApidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbuapidays
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherRemote DBA Services
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDropbox
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingEdi Saputra
 

Kürzlich hochgeladen (20)

Navi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Navi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot ModelNavi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Navi Mumbai Call Girls 🥰 8617370543 Service Offer VIP Hot Model
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWEREMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
 
Ransomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdfRansomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdf
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024AXA XL - Insurer Innovation Award Americas 2024
AXA XL - Insurer Innovation Award Americas 2024
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
 
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...
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire business
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 
Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu SubbuApidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a Fresher
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor Presentation
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 

Serverless Stream Processing with Bill Bejeck