SlideShare a Scribd company logo

What's in store? Part Deux; Creating Custom Queries with Kafka Streams IQv2

"Kafka Streams is a powerful stream-processing library that offers stateful operations. Along with the stateful operations is a unique feature of Kafka Streams, Interactive Queries, or IQ. IQ allows you to leverage the application's state from the outside by directly querying the state stores. IQ has always been a part of Kafka Streams, but the original version lacked some key features. Namely, the ability to query the state of a custom state store. With the addition of IQ v2, that has now changed. Additionally, IQ v2 brings other benefits like pushing queries down to the store level making querying more efficient. In this talk, I will cover: * Building an Interactive Query service including routing queries between app instances * Creating custom queries using Interactive Query v2 * Testing your IQ Application Attending this talk will teach you how to use IQ v2 to create queries more aligned with your unique business needs."

1 of 71
Download to read offline
Building Interactive Queries
In Kafka Streams (part deux)
Bill Bejeck
@bbejeck
@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
• Kafka Streams Background
• Interactive Queries
• Internal Communication
• Custom Queries
• Performance Considerations
3
Kafka Streams Background
@bbejeck
Kafka Streams – DSL API
StreamsBuilder builder = new StreamsBuilder();
KStream<String, String > stockStr = builder.stream(”stocks”);
stockStr.groupByKey()
.aggregate(()-> new TradeStats(),
(k, v, tradeStats) -> tradeStats.add(v),
Materialized.as(“trade-stats-store”))
.toStream().mapValues(..)
.to(“output”);
5
@bbejeck
Processor Topology
builder.stream(..)
stockStr.groupByKey()
.aggregate()
mapValues()
to(..)
6

Recommended

Building an Interactive Query Service in Kafka Streams With Bill Bejeck | Cur...
Building an Interactive Query Service in Kafka Streams With Bill Bejeck | Cur...Building an Interactive Query Service in Kafka Streams With Bill Bejeck | Cur...
Building an Interactive Query Service in Kafka Streams With Bill Bejeck | Cur...HostedbyConfluent
 
Improving fault tolerance and scaling out in Kafka Streams with Bill Bejeck |...
Improving fault tolerance and scaling out in Kafka Streams with Bill Bejeck |...Improving fault tolerance and scaling out in Kafka Streams with Bill Bejeck |...
Improving fault tolerance and scaling out in Kafka Streams with Bill Bejeck |...HostedbyConfluent
 
Apples and Oranges - Comparing Kafka Streams and Flink with Bill Bejeck
Apples and Oranges - Comparing Kafka Streams and Flink with Bill BejeckApples and Oranges - Comparing Kafka Streams and Flink with Bill Bejeck
Apples and Oranges - Comparing Kafka Streams and Flink with Bill BejeckHostedbyConfluent
 
Kick your database_to_the_curb_reston_08_27_19
Kick your database_to_the_curb_reston_08_27_19Kick your database_to_the_curb_reston_08_27_19
Kick your database_to_the_curb_reston_08_27_19confluent
 
From Kafka to BigQuery - Strata Singapore
From Kafka to BigQuery - Strata SingaporeFrom Kafka to BigQuery - Strata Singapore
From Kafka to BigQuery - Strata SingaporeOfir Sharony
 
What’s cool in the new and updated OSGi specs (DS, Cloud and more) - C Ziegel...
What’s cool in the new and updated OSGi specs (DS, Cloud and more) - C Ziegel...What’s cool in the new and updated OSGi specs (DS, Cloud and more) - C Ziegel...
What’s cool in the new and updated OSGi specs (DS, Cloud and more) - C Ziegel...mfrancis
 
Schema Registry 101 with Bill Bejeck | Kafka Summit London 2022
Schema Registry 101 with Bill Bejeck | Kafka Summit London 2022Schema Registry 101 with Bill Bejeck | Kafka Summit London 2022
Schema Registry 101 with Bill Bejeck | Kafka Summit London 2022HostedbyConfluent
 
Exactly-once Data Processing with Kafka Streams - July 27, 2017
Exactly-once Data Processing with Kafka Streams - July 27, 2017Exactly-once Data Processing with Kafka Streams - July 27, 2017
Exactly-once Data Processing with Kafka Streams - July 27, 2017confluent
 

More Related Content

Similar to What's in store? Part Deux; Creating Custom Queries with Kafka Streams IQv2

Richmond kafka streams intro
Richmond kafka streams introRichmond kafka streams intro
Richmond kafka streams introconfluent
 
Exactly-once Stream Processing with Kafka Streams
Exactly-once Stream Processing with Kafka StreamsExactly-once Stream Processing with Kafka Streams
Exactly-once Stream Processing with Kafka StreamsGuozhang Wang
 
Infrastructure as Code on Azure: Show your Bicep!
Infrastructure as Code on Azure: Show your Bicep!Infrastructure as Code on Azure: Show your Bicep!
Infrastructure as Code on Azure: Show your Bicep!Marco Obinu
 
Kafka Summit SF 2017 - Exactly-once Stream Processing with Kafka Streams
Kafka Summit SF 2017 - Exactly-once Stream Processing with Kafka StreamsKafka Summit SF 2017 - Exactly-once Stream Processing with Kafka Streams
Kafka Summit SF 2017 - Exactly-once Stream Processing with Kafka Streamsconfluent
 
Spring design-juergen-qcon
Spring design-juergen-qconSpring design-juergen-qcon
Spring design-juergen-qconYiwei Ma
 
JavaScript code academy - introduction
JavaScript code academy - introductionJavaScript code academy - introduction
JavaScript code academy - introductionJaroslav Kubíček
 
Spring Cloud: API gateway upgrade & configuration in the cloud
Spring Cloud: API gateway upgrade & configuration in the cloudSpring Cloud: API gateway upgrade & configuration in the cloud
Spring Cloud: API gateway upgrade & configuration in the cloudOrkhan Gasimov
 
PuppetDB: A Single Source for Storing Your Puppet Data - PUG NY
PuppetDB: A Single Source for Storing Your Puppet Data - PUG NYPuppetDB: A Single Source for Storing Your Puppet Data - PUG NY
PuppetDB: A Single Source for Storing Your Puppet Data - PUG NYPuppet
 
I can't believe it's not a queue: Kafka and Spring
I can't believe it's not a queue: Kafka and SpringI can't believe it's not a queue: Kafka and Spring
I can't believe it's not a queue: Kafka and SpringJoe Kutner
 
Solving anything in VCL
Solving anything in VCLSolving anything in VCL
Solving anything in VCLFastly
 
Developing a custom Kafka connector? Make it shine! | Igor Buzatović, Porsche...
Developing a custom Kafka connector? Make it shine! | Igor Buzatović, Porsche...Developing a custom Kafka connector? Make it shine! | Igor Buzatović, Porsche...
Developing a custom Kafka connector? Make it shine! | Igor Buzatović, Porsche...HostedbyConfluent
 
Kick Your Database to the Curb
Kick Your Database to the CurbKick Your Database to the Curb
Kick Your Database to the CurbBill Bejeck
 
Web Scale Reasoning and the LarKC Project
Web Scale Reasoning and the LarKC ProjectWeb Scale Reasoning and the LarKC Project
Web Scale Reasoning and the LarKC ProjectSaltlux Inc.
 
Hibernate 6.1 - What's new.pdf
Hibernate 6.1 - What's new.pdfHibernate 6.1 - What's new.pdf
Hibernate 6.1 - What's new.pdfChristian Beikov
 
GraphConnect 2014 SF: From Zero to Graph in 120: Scale
GraphConnect 2014 SF: From Zero to Graph in 120: ScaleGraphConnect 2014 SF: From Zero to Graph in 120: Scale
GraphConnect 2014 SF: From Zero to Graph in 120: ScaleNeo4j
 
A New Chapter of Data Processing with CDK
A New Chapter of Data Processing with CDKA New Chapter of Data Processing with CDK
A New Chapter of Data Processing with CDKShu-Jeng Hsieh
 
Squeak DBX
Squeak DBXSqueak DBX
Squeak DBXESUG
 
Lumberjack 2 - Supercharging WordPress in 2018
Lumberjack 2 - Supercharging WordPress in 2018Lumberjack 2 - Supercharging WordPress in 2018
Lumberjack 2 - Supercharging WordPress in 2018Joe Lambert
 
Semantic versioning implementation variations
Semantic versioning implementation variationsSemantic versioning implementation variations
Semantic versioning implementation variationsDaniel Rogatchevsky
 

Similar to What's in store? Part Deux; Creating Custom Queries with Kafka Streams IQv2 (20)

Richmond kafka streams intro
Richmond kafka streams introRichmond kafka streams intro
Richmond kafka streams intro
 
Exactly-once Stream Processing with Kafka Streams
Exactly-once Stream Processing with Kafka StreamsExactly-once Stream Processing with Kafka Streams
Exactly-once Stream Processing with Kafka Streams
 
Infrastructure as Code on Azure: Show your Bicep!
Infrastructure as Code on Azure: Show your Bicep!Infrastructure as Code on Azure: Show your Bicep!
Infrastructure as Code on Azure: Show your Bicep!
 
Kafka Summit SF 2017 - Exactly-once Stream Processing with Kafka Streams
Kafka Summit SF 2017 - Exactly-once Stream Processing with Kafka StreamsKafka Summit SF 2017 - Exactly-once Stream Processing with Kafka Streams
Kafka Summit SF 2017 - Exactly-once Stream Processing with Kafka Streams
 
Liferay (DXP) 7 Tech Meetup for Developers
Liferay (DXP) 7 Tech Meetup for DevelopersLiferay (DXP) 7 Tech Meetup for Developers
Liferay (DXP) 7 Tech Meetup for Developers
 
Spring design-juergen-qcon
Spring design-juergen-qconSpring design-juergen-qcon
Spring design-juergen-qcon
 
JavaScript code academy - introduction
JavaScript code academy - introductionJavaScript code academy - introduction
JavaScript code academy - introduction
 
Spring Cloud: API gateway upgrade & configuration in the cloud
Spring Cloud: API gateway upgrade & configuration in the cloudSpring Cloud: API gateway upgrade & configuration in the cloud
Spring Cloud: API gateway upgrade & configuration in the cloud
 
PuppetDB: A Single Source for Storing Your Puppet Data - PUG NY
PuppetDB: A Single Source for Storing Your Puppet Data - PUG NYPuppetDB: A Single Source for Storing Your Puppet Data - PUG NY
PuppetDB: A Single Source for Storing Your Puppet Data - PUG NY
 
I can't believe it's not a queue: Kafka and Spring
I can't believe it's not a queue: Kafka and SpringI can't believe it's not a queue: Kafka and Spring
I can't believe it's not a queue: Kafka and Spring
 
Solving anything in VCL
Solving anything in VCLSolving anything in VCL
Solving anything in VCL
 
Developing a custom Kafka connector? Make it shine! | Igor Buzatović, Porsche...
Developing a custom Kafka connector? Make it shine! | Igor Buzatović, Porsche...Developing a custom Kafka connector? Make it shine! | Igor Buzatović, Porsche...
Developing a custom Kafka connector? Make it shine! | Igor Buzatović, Porsche...
 
Kick Your Database to the Curb
Kick Your Database to the CurbKick Your Database to the Curb
Kick Your Database to the Curb
 
Web Scale Reasoning and the LarKC Project
Web Scale Reasoning and the LarKC ProjectWeb Scale Reasoning and the LarKC Project
Web Scale Reasoning and the LarKC Project
 
Hibernate 6.1 - What's new.pdf
Hibernate 6.1 - What's new.pdfHibernate 6.1 - What's new.pdf
Hibernate 6.1 - What's new.pdf
 
GraphConnect 2014 SF: From Zero to Graph in 120: Scale
GraphConnect 2014 SF: From Zero to Graph in 120: ScaleGraphConnect 2014 SF: From Zero to Graph in 120: Scale
GraphConnect 2014 SF: From Zero to Graph in 120: Scale
 
A New Chapter of Data Processing with CDK
A New Chapter of Data Processing with CDKA New Chapter of Data Processing with CDK
A New Chapter of Data Processing with CDK
 
Squeak DBX
Squeak DBXSqueak DBX
Squeak DBX
 
Lumberjack 2 - Supercharging WordPress in 2018
Lumberjack 2 - Supercharging WordPress in 2018Lumberjack 2 - Supercharging WordPress in 2018
Lumberjack 2 - Supercharging WordPress in 2018
 
Semantic versioning implementation variations
Semantic versioning implementation variationsSemantic versioning implementation variations
Semantic versioning implementation variations
 

More from HostedbyConfluent

Build Real-time Machine Learning Apps on Generative AI with Kafka Streams
Build Real-time Machine Learning Apps on Generative AI with Kafka StreamsBuild Real-time Machine Learning Apps on Generative AI with Kafka Streams
Build Real-time Machine Learning Apps on Generative AI with Kafka StreamsHostedbyConfluent
 
When Only the Last Writer Wins We All Lose: Active-Active Geo-Replication in ...
When Only the Last Writer Wins We All Lose: Active-Active Geo-Replication in ...When Only the Last Writer Wins We All Lose: Active-Active Geo-Replication in ...
When Only the Last Writer Wins We All Lose: Active-Active Geo-Replication in ...HostedbyConfluent
 
Apache Kafka's Next-Gen Rebalance Protocol: Towards More Stable and Scalable ...
Apache Kafka's Next-Gen Rebalance Protocol: Towards More Stable and Scalable ...Apache Kafka's Next-Gen Rebalance Protocol: Towards More Stable and Scalable ...
Apache Kafka's Next-Gen Rebalance Protocol: Towards More Stable and Scalable ...HostedbyConfluent
 
Using Kafka at Scale - A Case Study of Micro Services Data Pipelines at Evern...
Using Kafka at Scale - A Case Study of Micro Services Data Pipelines at Evern...Using Kafka at Scale - A Case Study of Micro Services Data Pipelines at Evern...
Using Kafka at Scale - A Case Study of Micro Services Data Pipelines at Evern...HostedbyConfluent
 
Rule Based Asset Management Workflow Automation at Netflix
Rule Based Asset Management Workflow Automation at NetflixRule Based Asset Management Workflow Automation at Netflix
Rule Based Asset Management Workflow Automation at NetflixHostedbyConfluent
 
Scalable E-Commerce Data Pipelines with Kafka: Real-Time Analytics, Batch, ML...
Scalable E-Commerce Data Pipelines with Kafka: Real-Time Analytics, Batch, ML...Scalable E-Commerce Data Pipelines with Kafka: Real-Time Analytics, Batch, ML...
Scalable E-Commerce Data Pipelines with Kafka: Real-Time Analytics, Batch, ML...HostedbyConfluent
 
Indeed Flex: The Story of a Revolutionary Recruitment Platform
Indeed Flex: The Story of a Revolutionary Recruitment PlatformIndeed Flex: The Story of a Revolutionary Recruitment Platform
Indeed Flex: The Story of a Revolutionary Recruitment PlatformHostedbyConfluent
 
Forecasting Kafka Lag Issues with Machine Learning
Forecasting Kafka Lag Issues with Machine LearningForecasting Kafka Lag Issues with Machine Learning
Forecasting Kafka Lag Issues with Machine LearningHostedbyConfluent
 
Getting Under the Hood of Kafka Streams: Optimizing Storage Engines to Tune U...
Getting Under the Hood of Kafka Streams: Optimizing Storage Engines to Tune U...Getting Under the Hood of Kafka Streams: Optimizing Storage Engines to Tune U...
Getting Under the Hood of Kafka Streams: Optimizing Storage Engines to Tune U...HostedbyConfluent
 
Maximizing Real-Time Data Processing with Apache Kafka and InfluxDB: A Compre...
Maximizing Real-Time Data Processing with Apache Kafka and InfluxDB: A Compre...Maximizing Real-Time Data Processing with Apache Kafka and InfluxDB: A Compre...
Maximizing Real-Time Data Processing with Apache Kafka and InfluxDB: A Compre...HostedbyConfluent
 
Accelerating Path to Production for Generative AI-powered Applications
Accelerating Path to Production for Generative AI-powered ApplicationsAccelerating Path to Production for Generative AI-powered Applications
Accelerating Path to Production for Generative AI-powered ApplicationsHostedbyConfluent
 
Optimize Costs and Scale Your Streaming Applications with Virtually Unlimited...
Optimize Costs and Scale Your Streaming Applications with Virtually Unlimited...Optimize Costs and Scale Your Streaming Applications with Virtually Unlimited...
Optimize Costs and Scale Your Streaming Applications with Virtually Unlimited...HostedbyConfluent
 
Don’t Let Degradation Bring You Down: Automatically Detect & Remediate Degrad...
Don’t Let Degradation Bring You Down: Automatically Detect & Remediate Degrad...Don’t Let Degradation Bring You Down: Automatically Detect & Remediate Degrad...
Don’t Let Degradation Bring You Down: Automatically Detect & Remediate Degrad...HostedbyConfluent
 
Go Big or Go Home: Approaching Kafka Replication at Scale
Go Big or Go Home: Approaching Kafka Replication at ScaleGo Big or Go Home: Approaching Kafka Replication at Scale
Go Big or Go Home: Approaching Kafka Replication at ScaleHostedbyConfluent
 
A Trifecta of Real-Time Applications: Apache Kafka, Flink, and Druid
A Trifecta of Real-Time Applications: Apache Kafka, Flink, and DruidA Trifecta of Real-Time Applications: Apache Kafka, Flink, and Druid
A Trifecta of Real-Time Applications: Apache Kafka, Flink, and DruidHostedbyConfluent
 
From Raw Data to an Interactive Data App in an Hour: Powered by Snowpark Python
From Raw Data to an Interactive Data App in an Hour: Powered by Snowpark PythonFrom Raw Data to an Interactive Data App in an Hour: Powered by Snowpark Python
From Raw Data to an Interactive Data App in an Hour: Powered by Snowpark PythonHostedbyConfluent
 
Beyond Monoliths: Thrivent’s Lessons in Building a Modern Integration Archite...
Beyond Monoliths: Thrivent’s Lessons in Building a Modern Integration Archite...Beyond Monoliths: Thrivent’s Lessons in Building a Modern Integration Archite...
Beyond Monoliths: Thrivent’s Lessons in Building a Modern Integration Archite...HostedbyConfluent
 
Exactly-Once Semantics Revisited: Distributed Transactions across Flink and K...
Exactly-Once Semantics Revisited: Distributed Transactions across Flink and K...Exactly-Once Semantics Revisited: Distributed Transactions across Flink and K...
Exactly-Once Semantics Revisited: Distributed Transactions across Flink and K...HostedbyConfluent
 
From the Battlefield: Squeezing the Most From Your Kafka Infrastructure
From the Battlefield: Squeezing the Most From Your Kafka InfrastructureFrom the Battlefield: Squeezing the Most From Your Kafka Infrastructure
From the Battlefield: Squeezing the Most From Your Kafka InfrastructureHostedbyConfluent
 

More from HostedbyConfluent (20)

Build Real-time Machine Learning Apps on Generative AI with Kafka Streams
Build Real-time Machine Learning Apps on Generative AI with Kafka StreamsBuild Real-time Machine Learning Apps on Generative AI with Kafka Streams
Build Real-time Machine Learning Apps on Generative AI with Kafka Streams
 
When Only the Last Writer Wins We All Lose: Active-Active Geo-Replication in ...
When Only the Last Writer Wins We All Lose: Active-Active Geo-Replication in ...When Only the Last Writer Wins We All Lose: Active-Active Geo-Replication in ...
When Only the Last Writer Wins We All Lose: Active-Active Geo-Replication in ...
 
Apache Kafka's Next-Gen Rebalance Protocol: Towards More Stable and Scalable ...
Apache Kafka's Next-Gen Rebalance Protocol: Towards More Stable and Scalable ...Apache Kafka's Next-Gen Rebalance Protocol: Towards More Stable and Scalable ...
Apache Kafka's Next-Gen Rebalance Protocol: Towards More Stable and Scalable ...
 
Using Kafka at Scale - A Case Study of Micro Services Data Pipelines at Evern...
Using Kafka at Scale - A Case Study of Micro Services Data Pipelines at Evern...Using Kafka at Scale - A Case Study of Micro Services Data Pipelines at Evern...
Using Kafka at Scale - A Case Study of Micro Services Data Pipelines at Evern...
 
Rule Based Asset Management Workflow Automation at Netflix
Rule Based Asset Management Workflow Automation at NetflixRule Based Asset Management Workflow Automation at Netflix
Rule Based Asset Management Workflow Automation at Netflix
 
Scalable E-Commerce Data Pipelines with Kafka: Real-Time Analytics, Batch, ML...
Scalable E-Commerce Data Pipelines with Kafka: Real-Time Analytics, Batch, ML...Scalable E-Commerce Data Pipelines with Kafka: Real-Time Analytics, Batch, ML...
Scalable E-Commerce Data Pipelines with Kafka: Real-Time Analytics, Batch, ML...
 
Indeed Flex: The Story of a Revolutionary Recruitment Platform
Indeed Flex: The Story of a Revolutionary Recruitment PlatformIndeed Flex: The Story of a Revolutionary Recruitment Platform
Indeed Flex: The Story of a Revolutionary Recruitment Platform
 
Forecasting Kafka Lag Issues with Machine Learning
Forecasting Kafka Lag Issues with Machine LearningForecasting Kafka Lag Issues with Machine Learning
Forecasting Kafka Lag Issues with Machine Learning
 
Getting Under the Hood of Kafka Streams: Optimizing Storage Engines to Tune U...
Getting Under the Hood of Kafka Streams: Optimizing Storage Engines to Tune U...Getting Under the Hood of Kafka Streams: Optimizing Storage Engines to Tune U...
Getting Under the Hood of Kafka Streams: Optimizing Storage Engines to Tune U...
 
Maximizing Real-Time Data Processing with Apache Kafka and InfluxDB: A Compre...
Maximizing Real-Time Data Processing with Apache Kafka and InfluxDB: A Compre...Maximizing Real-Time Data Processing with Apache Kafka and InfluxDB: A Compre...
Maximizing Real-Time Data Processing with Apache Kafka and InfluxDB: A Compre...
 
Accelerating Path to Production for Generative AI-powered Applications
Accelerating Path to Production for Generative AI-powered ApplicationsAccelerating Path to Production for Generative AI-powered Applications
Accelerating Path to Production for Generative AI-powered Applications
 
Optimize Costs and Scale Your Streaming Applications with Virtually Unlimited...
Optimize Costs and Scale Your Streaming Applications with Virtually Unlimited...Optimize Costs and Scale Your Streaming Applications with Virtually Unlimited...
Optimize Costs and Scale Your Streaming Applications with Virtually Unlimited...
 
Don’t Let Degradation Bring You Down: Automatically Detect & Remediate Degrad...
Don’t Let Degradation Bring You Down: Automatically Detect & Remediate Degrad...Don’t Let Degradation Bring You Down: Automatically Detect & Remediate Degrad...
Don’t Let Degradation Bring You Down: Automatically Detect & Remediate Degrad...
 
Streaming is a Detail
Streaming is a DetailStreaming is a Detail
Streaming is a Detail
 
Go Big or Go Home: Approaching Kafka Replication at Scale
Go Big or Go Home: Approaching Kafka Replication at ScaleGo Big or Go Home: Approaching Kafka Replication at Scale
Go Big or Go Home: Approaching Kafka Replication at Scale
 
A Trifecta of Real-Time Applications: Apache Kafka, Flink, and Druid
A Trifecta of Real-Time Applications: Apache Kafka, Flink, and DruidA Trifecta of Real-Time Applications: Apache Kafka, Flink, and Druid
A Trifecta of Real-Time Applications: Apache Kafka, Flink, and Druid
 
From Raw Data to an Interactive Data App in an Hour: Powered by Snowpark Python
From Raw Data to an Interactive Data App in an Hour: Powered by Snowpark PythonFrom Raw Data to an Interactive Data App in an Hour: Powered by Snowpark Python
From Raw Data to an Interactive Data App in an Hour: Powered by Snowpark Python
 
Beyond Monoliths: Thrivent’s Lessons in Building a Modern Integration Archite...
Beyond Monoliths: Thrivent’s Lessons in Building a Modern Integration Archite...Beyond Monoliths: Thrivent’s Lessons in Building a Modern Integration Archite...
Beyond Monoliths: Thrivent’s Lessons in Building a Modern Integration Archite...
 
Exactly-Once Semantics Revisited: Distributed Transactions across Flink and K...
Exactly-Once Semantics Revisited: Distributed Transactions across Flink and K...Exactly-Once Semantics Revisited: Distributed Transactions across Flink and K...
Exactly-Once Semantics Revisited: Distributed Transactions across Flink and K...
 
From the Battlefield: Squeezing the Most From Your Kafka Infrastructure
From the Battlefield: Squeezing the Most From Your Kafka InfrastructureFrom the Battlefield: Squeezing the Most From Your Kafka Infrastructure
From the Battlefield: Squeezing the Most From Your Kafka Infrastructure
 

Recently uploaded

Centralized TLS Certificates Management Using Vault PKI + Cert-Manager
Centralized TLS Certificates Management Using Vault PKI + Cert-ManagerCentralized TLS Certificates Management Using Vault PKI + Cert-Manager
Centralized TLS Certificates Management Using Vault PKI + Cert-ManagerSaiLinnThu2
 
iOncologi_Pitch Deck_2024 slide show for hostinger
iOncologi_Pitch Deck_2024 slide show for hostingeriOncologi_Pitch Deck_2024 slide show for hostinger
iOncologi_Pitch Deck_2024 slide show for hostingerssuser9354ce
 
Learning About GenAI Engineering with AWS PartyRock [AWS User Group Basel - F...
Learning About GenAI Engineering with AWS PartyRock [AWS User Group Basel - F...Learning About GenAI Engineering with AWS PartyRock [AWS User Group Basel - F...
Learning About GenAI Engineering with AWS PartyRock [AWS User Group Basel - F...Chris Bingham
 
Launching New Products In Companies Where It Matters Most by Product Director...
Launching New Products In Companies Where It Matters Most by Product Director...Launching New Products In Companies Where It Matters Most by Product Director...
Launching New Products In Companies Where It Matters Most by Product Director...Product School
 
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...ShapeBlue
 
Large Language Models and Applications in Healthcare
Large Language Models and Applications in HealthcareLarge Language Models and Applications in Healthcare
Large Language Models and Applications in HealthcareAsma Ben Abacha
 
GraphSummit London Feb 2024 - ABK - Neo4j Product Vision and Roadmap.pptx
GraphSummit London Feb 2024 - ABK - Neo4j Product Vision and Roadmap.pptxGraphSummit London Feb 2024 - ABK - Neo4j Product Vision and Roadmap.pptx
GraphSummit London Feb 2024 - ABK - Neo4j Product Vision and Roadmap.pptxNeo4j
 
Cultivating Entrepreneurial Mindset in Product Management: Strategies for Suc...
Cultivating Entrepreneurial Mindset in Product Management: Strategies for Suc...Cultivating Entrepreneurial Mindset in Product Management: Strategies for Suc...
Cultivating Entrepreneurial Mindset in Product Management: Strategies for Suc...Product School
 
Enterprise Architecture As Strategy - Book Review
Enterprise Architecture As Strategy - Book ReviewEnterprise Architecture As Strategy - Book Review
Enterprise Architecture As Strategy - Book ReviewAshraf Fouad
 
CloudStack Tooling Ecosystem – Kiran Chavala, ShapeBlue
CloudStack Tooling Ecosystem – Kiran Chavala, ShapeBlueCloudStack Tooling Ecosystem – Kiran Chavala, ShapeBlue
CloudStack Tooling Ecosystem – Kiran Chavala, ShapeBlueShapeBlue
 
How AI and ChatGPT are changing cybersecurity forever.pptx
How AI and ChatGPT are changing cybersecurity forever.pptxHow AI and ChatGPT are changing cybersecurity forever.pptx
How AI and ChatGPT are changing cybersecurity forever.pptxInfosec
 
Unleash the Solace Pub Sub connector | Banaglore MuleSoft Meetup #31
Unleash the Solace Pub Sub connector | Banaglore MuleSoft Meetup #31Unleash the Solace Pub Sub connector | Banaglore MuleSoft Meetup #31
Unleash the Solace Pub Sub connector | Banaglore MuleSoft Meetup #31shyamraj55
 
Revolutionizing The Banking Industry: The Monzo Way by CPO, Monzo
Revolutionizing The Banking Industry: The Monzo Way by CPO, MonzoRevolutionizing The Banking Industry: The Monzo Way by CPO, Monzo
Revolutionizing The Banking Industry: The Monzo Way by CPO, MonzoProduct School
 
Dev Dives: Leverage APIs and Gen AI to power automations for RPA and software...
Dev Dives: Leverage APIs and Gen AI to power automations for RPA and software...Dev Dives: Leverage APIs and Gen AI to power automations for RPA and software...
Dev Dives: Leverage APIs and Gen AI to power automations for RPA and software...UiPathCommunity
 
AI improves software testing to be more fault tolerant, focused and efficient
AI improves software testing to be more fault tolerant, focused and efficientAI improves software testing to be more fault tolerant, focused and efficient
AI improves software testing to be more fault tolerant, focused and efficientKari Kakkonen
 
Roundtable_-_API_Research__Testing_Tools.pdf
Roundtable_-_API_Research__Testing_Tools.pdfRoundtable_-_API_Research__Testing_Tools.pdf
Roundtable_-_API_Research__Testing_Tools.pdfMostafa Higazy
 
Relationship Counselling: From Disjointed Features to Product-First Thinking ...
Relationship Counselling: From Disjointed Features to Product-First Thinking ...Relationship Counselling: From Disjointed Features to Product-First Thinking ...
Relationship Counselling: From Disjointed Features to Product-First Thinking ...Product School
 
Microsoft x 2toLead Webinar Session 1 - How Employee Communication and Connec...
Microsoft x 2toLead Webinar Session 1 - How Employee Communication and Connec...Microsoft x 2toLead Webinar Session 1 - How Employee Communication and Connec...
Microsoft x 2toLead Webinar Session 1 - How Employee Communication and Connec...2toLead Limited
 
New ThousandEyes Product Features and Release Highlights: February 2024
New ThousandEyes Product Features and Release Highlights: February 2024New ThousandEyes Product Features and Release Highlights: February 2024
New ThousandEyes Product Features and Release Highlights: February 2024ThousandEyes
 
Act Like an Owner, Challenge Like a VC by former CPO, Tripadvisor
Act Like an Owner,  Challenge Like a VC by former CPO, TripadvisorAct Like an Owner,  Challenge Like a VC by former CPO, Tripadvisor
Act Like an Owner, Challenge Like a VC by former CPO, TripadvisorProduct School
 

Recently uploaded (20)

Centralized TLS Certificates Management Using Vault PKI + Cert-Manager
Centralized TLS Certificates Management Using Vault PKI + Cert-ManagerCentralized TLS Certificates Management Using Vault PKI + Cert-Manager
Centralized TLS Certificates Management Using Vault PKI + Cert-Manager
 
iOncologi_Pitch Deck_2024 slide show for hostinger
iOncologi_Pitch Deck_2024 slide show for hostingeriOncologi_Pitch Deck_2024 slide show for hostinger
iOncologi_Pitch Deck_2024 slide show for hostinger
 
Learning About GenAI Engineering with AWS PartyRock [AWS User Group Basel - F...
Learning About GenAI Engineering with AWS PartyRock [AWS User Group Basel - F...Learning About GenAI Engineering with AWS PartyRock [AWS User Group Basel - F...
Learning About GenAI Engineering with AWS PartyRock [AWS User Group Basel - F...
 
Launching New Products In Companies Where It Matters Most by Product Director...
Launching New Products In Companies Where It Matters Most by Product Director...Launching New Products In Companies Where It Matters Most by Product Director...
Launching New Products In Companies Where It Matters Most by Product Director...
 
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...
What’s New in CloudStack 4.19, Abhishek Kumar, Release Manager Apache CloudSt...
 
Large Language Models and Applications in Healthcare
Large Language Models and Applications in HealthcareLarge Language Models and Applications in Healthcare
Large Language Models and Applications in Healthcare
 
GraphSummit London Feb 2024 - ABK - Neo4j Product Vision and Roadmap.pptx
GraphSummit London Feb 2024 - ABK - Neo4j Product Vision and Roadmap.pptxGraphSummit London Feb 2024 - ABK - Neo4j Product Vision and Roadmap.pptx
GraphSummit London Feb 2024 - ABK - Neo4j Product Vision and Roadmap.pptx
 
Cultivating Entrepreneurial Mindset in Product Management: Strategies for Suc...
Cultivating Entrepreneurial Mindset in Product Management: Strategies for Suc...Cultivating Entrepreneurial Mindset in Product Management: Strategies for Suc...
Cultivating Entrepreneurial Mindset in Product Management: Strategies for Suc...
 
Enterprise Architecture As Strategy - Book Review
Enterprise Architecture As Strategy - Book ReviewEnterprise Architecture As Strategy - Book Review
Enterprise Architecture As Strategy - Book Review
 
CloudStack Tooling Ecosystem – Kiran Chavala, ShapeBlue
CloudStack Tooling Ecosystem – Kiran Chavala, ShapeBlueCloudStack Tooling Ecosystem – Kiran Chavala, ShapeBlue
CloudStack Tooling Ecosystem – Kiran Chavala, ShapeBlue
 
How AI and ChatGPT are changing cybersecurity forever.pptx
How AI and ChatGPT are changing cybersecurity forever.pptxHow AI and ChatGPT are changing cybersecurity forever.pptx
How AI and ChatGPT are changing cybersecurity forever.pptx
 
Unleash the Solace Pub Sub connector | Banaglore MuleSoft Meetup #31
Unleash the Solace Pub Sub connector | Banaglore MuleSoft Meetup #31Unleash the Solace Pub Sub connector | Banaglore MuleSoft Meetup #31
Unleash the Solace Pub Sub connector | Banaglore MuleSoft Meetup #31
 
Revolutionizing The Banking Industry: The Monzo Way by CPO, Monzo
Revolutionizing The Banking Industry: The Monzo Way by CPO, MonzoRevolutionizing The Banking Industry: The Monzo Way by CPO, Monzo
Revolutionizing The Banking Industry: The Monzo Way by CPO, Monzo
 
Dev Dives: Leverage APIs and Gen AI to power automations for RPA and software...
Dev Dives: Leverage APIs and Gen AI to power automations for RPA and software...Dev Dives: Leverage APIs and Gen AI to power automations for RPA and software...
Dev Dives: Leverage APIs and Gen AI to power automations for RPA and software...
 
AI improves software testing to be more fault tolerant, focused and efficient
AI improves software testing to be more fault tolerant, focused and efficientAI improves software testing to be more fault tolerant, focused and efficient
AI improves software testing to be more fault tolerant, focused and efficient
 
Roundtable_-_API_Research__Testing_Tools.pdf
Roundtable_-_API_Research__Testing_Tools.pdfRoundtable_-_API_Research__Testing_Tools.pdf
Roundtable_-_API_Research__Testing_Tools.pdf
 
Relationship Counselling: From Disjointed Features to Product-First Thinking ...
Relationship Counselling: From Disjointed Features to Product-First Thinking ...Relationship Counselling: From Disjointed Features to Product-First Thinking ...
Relationship Counselling: From Disjointed Features to Product-First Thinking ...
 
Microsoft x 2toLead Webinar Session 1 - How Employee Communication and Connec...
Microsoft x 2toLead Webinar Session 1 - How Employee Communication and Connec...Microsoft x 2toLead Webinar Session 1 - How Employee Communication and Connec...
Microsoft x 2toLead Webinar Session 1 - How Employee Communication and Connec...
 
New ThousandEyes Product Features and Release Highlights: February 2024
New ThousandEyes Product Features and Release Highlights: February 2024New ThousandEyes Product Features and Release Highlights: February 2024
New ThousandEyes Product Features and Release Highlights: February 2024
 
Act Like an Owner, Challenge Like a VC by former CPO, Tripadvisor
Act Like an Owner,  Challenge Like a VC by former CPO, TripadvisorAct Like an Owner,  Challenge Like a VC by former CPO, Tripadvisor
Act Like an Owner, Challenge Like a VC by former CPO, Tripadvisor
 

What's in store? Part Deux; Creating Custom Queries with Kafka Streams IQv2