SlideShare ist ein Scribd-Unternehmen logo
1 von 18
Domain Driven Data
Apache Kafka and the Data
Mesh
James Gollan, Senior Solutions Engineer at Confluent
Why are we talking about Data
Mesh at a Kafka meetup?
Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc.
Producer Guarantees
P
Broker 1 Broker 2 Broker 3
Topic1
partition1
Leader Follower
Topic1
partition1
Topic1
partition1
Producer Properties
acks=all
min.insync.replica=2
ack
Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc.
What problem are we trying to solve?
4
Monolithic datastores
Centralised processing and governance
Bottlenecks for processing and analysing data for the business
Data scientists don’t have a full understanding of the data’s context
Results in a data swamp
Data mesh is an attempt to solve
these problems
Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc.
Data Mesh
6
Concept first spoken about by Zhamak Dehghani from ThoughtWorks
Break apart the ‘data monolith’
Treats domains as first class citizens when dealing with data
Domains encouraged to stop treating data as an asset, and to start treating data as a product
Emphasis on a self-service data platform
Federated governance of organisational data
This seems kinda familiar - where
have I heard this before....
Could it be microservices?
Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc.
Microservices and Domain Driven Design
8
This problem has been solved before for the Monolithic application
This was broken down into microservices
Creation of these microservices emphasises business domains
The bounded context provides the public interfaces for the domain
Within the bounded context domain specific language and business logic is used
whiteboard...
Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc. 10
Summing up
Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc.
Kafka’s role in the data mesh
Kafka
Kafka facilitates the data mesh by acting as a central hub for events
Infinite storage in Kafka allows it to be used as the source of truth within the organization
12
Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc.
Kafka’s role in the data mesh
Connect
Domain based connect workers allow domain owners to integrate source and sink connectors
One of these sinks might be a data warehouse where the domain can conduct analysis on
their data sets, potentially combined with organisational wide data sets from other domains
13
Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc.
Kafka’s role in the data mesh
ksqlDB
Distributed ksqlDB allows domains to run their own real-time stream processing
This may be used to prepare data from multiple topics for publication across the organisation
It may also be used for advanced stream processing, such as real-time fraud detection
14
Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc.
Kafka’s role in the data mesh
Schema registry
With event driven architecture the schema is the API
Schema registry ensures consistency in event structure, and enables forward and backward
compatibility across schema changes
Is may be extended to provide more data governance features, such as field level tagging,
data catalog functionality etc.
15
Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc.
Converters
Questions
(or did we run out of time?)
Domain Driven Data: Apache Kafka® and the Data Mesh

Weitere ähnliche Inhalte

Was ist angesagt?

Time to Talk about Data Mesh
Time to Talk about Data MeshTime to Talk about Data Mesh
Time to Talk about Data MeshLibbySchulze
 
DW Migration Webinar-March 2022.pptx
DW Migration Webinar-March 2022.pptxDW Migration Webinar-March 2022.pptx
DW Migration Webinar-March 2022.pptxDatabricks
 
How to Build the Data Mesh Foundation: A Principled Approach | Zhamak Dehghan...
How to Build the Data Mesh Foundation: A Principled Approach | Zhamak Dehghan...How to Build the Data Mesh Foundation: A Principled Approach | Zhamak Dehghan...
How to Build the Data Mesh Foundation: A Principled Approach | Zhamak Dehghan...HostedbyConfluent
 
Modernizing to a Cloud Data Architecture
Modernizing to a Cloud Data ArchitectureModernizing to a Cloud Data Architecture
Modernizing to a Cloud Data ArchitectureDatabricks
 
Apache Iceberg - A Table Format for Hige Analytic Datasets
Apache Iceberg - A Table Format for Hige Analytic DatasetsApache Iceberg - A Table Format for Hige Analytic Datasets
Apache Iceberg - A Table Format for Hige Analytic DatasetsAlluxio, Inc.
 
Moving to Databricks & Delta
Moving to Databricks & DeltaMoving to Databricks & Delta
Moving to Databricks & DeltaDatabricks
 
Data-Centric Business Transformation Using Knowledge Graphs
Data-Centric Business Transformation Using Knowledge GraphsData-Centric Business Transformation Using Knowledge Graphs
Data-Centric Business Transformation Using Knowledge GraphsAlan Morrison
 
Modern Data Architecture
Modern Data Architecture Modern Data Architecture
Modern Data Architecture Mark Hewitt
 
OSA Con 2022 - Apache Iceberg_ An Architectural Look Under the Covers - Alex ...
OSA Con 2022 - Apache Iceberg_ An Architectural Look Under the Covers - Alex ...OSA Con 2022 - Apache Iceberg_ An Architectural Look Under the Covers - Alex ...
OSA Con 2022 - Apache Iceberg_ An Architectural Look Under the Covers - Alex ...Altinity Ltd
 
Big data architectures and the data lake
Big data architectures and the data lakeBig data architectures and the data lake
Big data architectures and the data lakeJames Serra
 
Owning Your Own (Data) Lake House
Owning Your Own (Data) Lake HouseOwning Your Own (Data) Lake House
Owning Your Own (Data) Lake HouseData Con LA
 
Making Data Timelier and More Reliable with Lakehouse Technology
Making Data Timelier and More Reliable with Lakehouse TechnologyMaking Data Timelier and More Reliable with Lakehouse Technology
Making Data Timelier and More Reliable with Lakehouse TechnologyMatei Zaharia
 
Data Mesh at CMC Markets: Past, Present and Future
Data Mesh at CMC Markets: Past, Present and FutureData Mesh at CMC Markets: Past, Present and Future
Data Mesh at CMC Markets: Past, Present and FutureLorenzo Nicora
 
The Hidden Value of Hadoop Migration
The Hidden Value of Hadoop MigrationThe Hidden Value of Hadoop Migration
The Hidden Value of Hadoop MigrationDatabricks
 
Introducing Databricks Delta
Introducing Databricks DeltaIntroducing Databricks Delta
Introducing Databricks DeltaDatabricks
 
Speeding Time to Insight with a Modern ELT Approach
Speeding Time to Insight with a Modern ELT ApproachSpeeding Time to Insight with a Modern ELT Approach
Speeding Time to Insight with a Modern ELT ApproachDatabricks
 
Data Stewards – Defining and Assigning
Data Stewards – Defining and AssigningData Stewards – Defining and Assigning
Data Stewards – Defining and AssigningDATAVERSITY
 
[DSC Europe 22] Lakehouse architecture with Delta Lake and Databricks - Draga...
[DSC Europe 22] Lakehouse architecture with Delta Lake and Databricks - Draga...[DSC Europe 22] Lakehouse architecture with Delta Lake and Databricks - Draga...
[DSC Europe 22] Lakehouse architecture with Delta Lake and Databricks - Draga...DataScienceConferenc1
 

Was ist angesagt? (20)

Time to Talk about Data Mesh
Time to Talk about Data MeshTime to Talk about Data Mesh
Time to Talk about Data Mesh
 
DW Migration Webinar-March 2022.pptx
DW Migration Webinar-March 2022.pptxDW Migration Webinar-March 2022.pptx
DW Migration Webinar-March 2022.pptx
 
How to Build the Data Mesh Foundation: A Principled Approach | Zhamak Dehghan...
How to Build the Data Mesh Foundation: A Principled Approach | Zhamak Dehghan...How to Build the Data Mesh Foundation: A Principled Approach | Zhamak Dehghan...
How to Build the Data Mesh Foundation: A Principled Approach | Zhamak Dehghan...
 
Modernizing to a Cloud Data Architecture
Modernizing to a Cloud Data ArchitectureModernizing to a Cloud Data Architecture
Modernizing to a Cloud Data Architecture
 
Apache Iceberg - A Table Format for Hige Analytic Datasets
Apache Iceberg - A Table Format for Hige Analytic DatasetsApache Iceberg - A Table Format for Hige Analytic Datasets
Apache Iceberg - A Table Format for Hige Analytic Datasets
 
Moving to Databricks & Delta
Moving to Databricks & DeltaMoving to Databricks & Delta
Moving to Databricks & Delta
 
Data-Centric Business Transformation Using Knowledge Graphs
Data-Centric Business Transformation Using Knowledge GraphsData-Centric Business Transformation Using Knowledge Graphs
Data-Centric Business Transformation Using Knowledge Graphs
 
Modern Data Architecture
Modern Data Architecture Modern Data Architecture
Modern Data Architecture
 
OSA Con 2022 - Apache Iceberg_ An Architectural Look Under the Covers - Alex ...
OSA Con 2022 - Apache Iceberg_ An Architectural Look Under the Covers - Alex ...OSA Con 2022 - Apache Iceberg_ An Architectural Look Under the Covers - Alex ...
OSA Con 2022 - Apache Iceberg_ An Architectural Look Under the Covers - Alex ...
 
Big data architectures and the data lake
Big data architectures and the data lakeBig data architectures and the data lake
Big data architectures and the data lake
 
Modern Data Architecture
Modern Data ArchitectureModern Data Architecture
Modern Data Architecture
 
Owning Your Own (Data) Lake House
Owning Your Own (Data) Lake HouseOwning Your Own (Data) Lake House
Owning Your Own (Data) Lake House
 
Data mesh
Data meshData mesh
Data mesh
 
Making Data Timelier and More Reliable with Lakehouse Technology
Making Data Timelier and More Reliable with Lakehouse TechnologyMaking Data Timelier and More Reliable with Lakehouse Technology
Making Data Timelier and More Reliable with Lakehouse Technology
 
Data Mesh at CMC Markets: Past, Present and Future
Data Mesh at CMC Markets: Past, Present and FutureData Mesh at CMC Markets: Past, Present and Future
Data Mesh at CMC Markets: Past, Present and Future
 
The Hidden Value of Hadoop Migration
The Hidden Value of Hadoop MigrationThe Hidden Value of Hadoop Migration
The Hidden Value of Hadoop Migration
 
Introducing Databricks Delta
Introducing Databricks DeltaIntroducing Databricks Delta
Introducing Databricks Delta
 
Speeding Time to Insight with a Modern ELT Approach
Speeding Time to Insight with a Modern ELT ApproachSpeeding Time to Insight with a Modern ELT Approach
Speeding Time to Insight with a Modern ELT Approach
 
Data Stewards – Defining and Assigning
Data Stewards – Defining and AssigningData Stewards – Defining and Assigning
Data Stewards – Defining and Assigning
 
[DSC Europe 22] Lakehouse architecture with Delta Lake and Databricks - Draga...
[DSC Europe 22] Lakehouse architecture with Delta Lake and Databricks - Draga...[DSC Europe 22] Lakehouse architecture with Delta Lake and Databricks - Draga...
[DSC Europe 22] Lakehouse architecture with Delta Lake and Databricks - Draga...
 

Ähnlich wie Domain Driven Data: Apache Kafka® and the Data Mesh

Apache Kafka® and the Data Mesh
Apache Kafka® and the Data MeshApache Kafka® and the Data Mesh
Apache Kafka® and the Data MeshConfluentInc1
 
Evolution from EDA to Data Mesh: Data in Motion
Evolution from EDA to Data Mesh: Data in MotionEvolution from EDA to Data Mesh: Data in Motion
Evolution from EDA to Data Mesh: Data in Motionconfluent
 
Building Streaming Data Pipelines with Google Cloud Dataflow and Confluent Cl...
Building Streaming Data Pipelines with Google Cloud Dataflow and Confluent Cl...Building Streaming Data Pipelines with Google Cloud Dataflow and Confluent Cl...
Building Streaming Data Pipelines with Google Cloud Dataflow and Confluent Cl...HostedbyConfluent
 
Apache Kafka and the Data Mesh | Ben Stopford and Michael Noll, Confluent
Apache Kafka and the Data Mesh | Ben Stopford and Michael Noll, ConfluentApache Kafka and the Data Mesh | Ben Stopford and Michael Noll, Confluent
Apache Kafka and the Data Mesh | Ben Stopford and Michael Noll, ConfluentHostedbyConfluent
 
Continus sql with sql stream builder
Continus sql with sql stream builderContinus sql with sql stream builder
Continus sql with sql stream builderTimothy Spann
 
Comprehensive Guide for Microsoft Fabric to Master Data Analytics
Comprehensive Guide for Microsoft Fabric to Master Data AnalyticsComprehensive Guide for Microsoft Fabric to Master Data Analytics
Comprehensive Guide for Microsoft Fabric to Master Data AnalyticsSparity1
 
Citi Tech Talk: Messaging Modernization
Citi Tech Talk: Messaging ModernizationCiti Tech Talk: Messaging Modernization
Citi Tech Talk: Messaging Modernizationconfluent
 
Apache Kafka and the Data Mesh | Michael Noll, Confluent
Apache Kafka and the Data Mesh | Michael Noll, ConfluentApache Kafka and the Data Mesh | Michael Noll, Confluent
Apache Kafka and the Data Mesh | Michael Noll, ConfluentHostedbyConfluent
 
Slim Baltagi – Flink vs. Spark
Slim Baltagi – Flink vs. SparkSlim Baltagi – Flink vs. Spark
Slim Baltagi – Flink vs. SparkFlink Forward
 
data-mesh-101.pptx
data-mesh-101.pptxdata-mesh-101.pptx
data-mesh-101.pptxTarekHamdi8
 
Enhancing Apache Kafka for Large Scale Real-Time Data Pipeline at Tencent | K...
Enhancing Apache Kafka for Large Scale Real-Time Data Pipeline at Tencent | K...Enhancing Apache Kafka for Large Scale Real-Time Data Pipeline at Tencent | K...
Enhancing Apache Kafka for Large Scale Real-Time Data Pipeline at Tencent | K...HostedbyConfluent
 
Confluent Messaging Modernization Forum
Confluent Messaging Modernization ForumConfluent Messaging Modernization Forum
Confluent Messaging Modernization Forumconfluent
 
WhatIsData-Blitz
WhatIsData-BlitzWhatIsData-Blitz
WhatIsData-Blitzpharvener
 
Citi Tech Talk: Hybrid Cloud
Citi Tech Talk: Hybrid CloudCiti Tech Talk: Hybrid Cloud
Citi Tech Talk: Hybrid Cloudconfluent
 
Developing Actors in Azure with .net
Developing Actors in Azure with .netDeveloping Actors in Azure with .net
Developing Actors in Azure with .netMarco Parenzan
 
Real Time Streaming with Flink & Couchbase
Real Time Streaming with Flink & CouchbaseReal Time Streaming with Flink & Couchbase
Real Time Streaming with Flink & CouchbaseManuel Hurtado
 
Big Data Companies and Apache Software
Big Data Companies and Apache SoftwareBig Data Companies and Apache Software
Big Data Companies and Apache SoftwareBob Marcus
 
Hadoop Virtualization - Intel White Paper
Hadoop Virtualization - Intel White PaperHadoop Virtualization - Intel White Paper
Hadoop Virtualization - Intel White PaperBlueData, Inc.
 

Ähnlich wie Domain Driven Data: Apache Kafka® and the Data Mesh (20)

Apache Kafka® and the Data Mesh
Apache Kafka® and the Data MeshApache Kafka® and the Data Mesh
Apache Kafka® and the Data Mesh
 
Evolution from EDA to Data Mesh: Data in Motion
Evolution from EDA to Data Mesh: Data in MotionEvolution from EDA to Data Mesh: Data in Motion
Evolution from EDA to Data Mesh: Data in Motion
 
Building Streaming Data Pipelines with Google Cloud Dataflow and Confluent Cl...
Building Streaming Data Pipelines with Google Cloud Dataflow and Confluent Cl...Building Streaming Data Pipelines with Google Cloud Dataflow and Confluent Cl...
Building Streaming Data Pipelines with Google Cloud Dataflow and Confluent Cl...
 
Apache Kafka and the Data Mesh | Ben Stopford and Michael Noll, Confluent
Apache Kafka and the Data Mesh | Ben Stopford and Michael Noll, ConfluentApache Kafka and the Data Mesh | Ben Stopford and Michael Noll, Confluent
Apache Kafka and the Data Mesh | Ben Stopford and Michael Noll, Confluent
 
Continus sql with sql stream builder
Continus sql with sql stream builderContinus sql with sql stream builder
Continus sql with sql stream builder
 
Comprehensive Guide for Microsoft Fabric to Master Data Analytics
Comprehensive Guide for Microsoft Fabric to Master Data AnalyticsComprehensive Guide for Microsoft Fabric to Master Data Analytics
Comprehensive Guide for Microsoft Fabric to Master Data Analytics
 
Citi Tech Talk: Messaging Modernization
Citi Tech Talk: Messaging ModernizationCiti Tech Talk: Messaging Modernization
Citi Tech Talk: Messaging Modernization
 
Apache Kafka and the Data Mesh | Michael Noll, Confluent
Apache Kafka and the Data Mesh | Michael Noll, ConfluentApache Kafka and the Data Mesh | Michael Noll, Confluent
Apache Kafka and the Data Mesh | Michael Noll, Confluent
 
Slim Baltagi – Flink vs. Spark
Slim Baltagi – Flink vs. SparkSlim Baltagi – Flink vs. Spark
Slim Baltagi – Flink vs. Spark
 
Flink vs. Spark
Flink vs. SparkFlink vs. Spark
Flink vs. Spark
 
data-mesh-101.pptx
data-mesh-101.pptxdata-mesh-101.pptx
data-mesh-101.pptx
 
Enhancing Apache Kafka for Large Scale Real-Time Data Pipeline at Tencent | K...
Enhancing Apache Kafka for Large Scale Real-Time Data Pipeline at Tencent | K...Enhancing Apache Kafka for Large Scale Real-Time Data Pipeline at Tencent | K...
Enhancing Apache Kafka for Large Scale Real-Time Data Pipeline at Tencent | K...
 
Confluent Messaging Modernization Forum
Confluent Messaging Modernization ForumConfluent Messaging Modernization Forum
Confluent Messaging Modernization Forum
 
WhatIsData-Blitz
WhatIsData-BlitzWhatIsData-Blitz
WhatIsData-Blitz
 
Citi Tech Talk: Hybrid Cloud
Citi Tech Talk: Hybrid CloudCiti Tech Talk: Hybrid Cloud
Citi Tech Talk: Hybrid Cloud
 
Developing Actors in Azure with .net
Developing Actors in Azure with .netDeveloping Actors in Azure with .net
Developing Actors in Azure with .net
 
Real Time Streaming with Flink & Couchbase
Real Time Streaming with Flink & CouchbaseReal Time Streaming with Flink & Couchbase
Real Time Streaming with Flink & Couchbase
 
Big Data Companies and Apache Software
Big Data Companies and Apache SoftwareBig Data Companies and Apache Software
Big Data Companies and Apache Software
 
Lesson 2
Lesson 2Lesson 2
Lesson 2
 
Hadoop Virtualization - Intel White Paper
Hadoop Virtualization - Intel White PaperHadoop Virtualization - Intel White Paper
Hadoop Virtualization - Intel White Paper
 

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: 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
 
The Journey to Data Mesh with Confluent
The Journey to Data Mesh with ConfluentThe Journey to Data Mesh with Confluent
The Journey to Data Mesh with Confluentconfluent
 

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: 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
 
The Journey to Data Mesh with Confluent
The Journey to Data Mesh with ConfluentThe Journey to Data Mesh with Confluent
The Journey to Data Mesh with Confluent
 

Kürzlich hochgeladen

My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
 
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
 
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersEnhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersThousandEyes
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...shyamraj55
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
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
 
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j
 
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...HostedbyConfluent
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Alan Dix
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Allon Mureinik
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slidespraypatel2
 
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
 
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
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 3652toLead Limited
 
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
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxOnBoard
 

Kürzlich hochgeladen (20)

My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
 
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...
 
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersEnhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
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
 
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
 
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slides
 
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
 
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...
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
 
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
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptx
 

Domain Driven Data: Apache Kafka® and the Data Mesh

  • 1. Domain Driven Data Apache Kafka and the Data Mesh James Gollan, Senior Solutions Engineer at Confluent
  • 2. Why are we talking about Data Mesh at a Kafka meetup?
  • 3. Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc. Producer Guarantees P Broker 1 Broker 2 Broker 3 Topic1 partition1 Leader Follower Topic1 partition1 Topic1 partition1 Producer Properties acks=all min.insync.replica=2 ack
  • 4. Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc. What problem are we trying to solve? 4 Monolithic datastores Centralised processing and governance Bottlenecks for processing and analysing data for the business Data scientists don’t have a full understanding of the data’s context Results in a data swamp
  • 5. Data mesh is an attempt to solve these problems
  • 6. Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc. Data Mesh 6 Concept first spoken about by Zhamak Dehghani from ThoughtWorks Break apart the ‘data monolith’ Treats domains as first class citizens when dealing with data Domains encouraged to stop treating data as an asset, and to start treating data as a product Emphasis on a self-service data platform Federated governance of organisational data
  • 7. This seems kinda familiar - where have I heard this before.... Could it be microservices?
  • 8. Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc. Microservices and Domain Driven Design 8 This problem has been solved before for the Monolithic application This was broken down into microservices Creation of these microservices emphasises business domains The bounded context provides the public interfaces for the domain Within the bounded context domain specific language and business logic is used
  • 10. Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc. 10
  • 12. Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc. Kafka’s role in the data mesh Kafka Kafka facilitates the data mesh by acting as a central hub for events Infinite storage in Kafka allows it to be used as the source of truth within the organization 12
  • 13. Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc. Kafka’s role in the data mesh Connect Domain based connect workers allow domain owners to integrate source and sink connectors One of these sinks might be a data warehouse where the domain can conduct analysis on their data sets, potentially combined with organisational wide data sets from other domains 13
  • 14. Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc. Kafka’s role in the data mesh ksqlDB Distributed ksqlDB allows domains to run their own real-time stream processing This may be used to prepare data from multiple topics for publication across the organisation It may also be used for advanced stream processing, such as real-time fraud detection 14
  • 15. Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc. Kafka’s role in the data mesh Schema registry With event driven architecture the schema is the API Schema registry ensures consistency in event structure, and enables forward and backward compatibility across schema changes Is may be extended to provide more data governance features, such as field level tagging, data catalog functionality etc. 15
  • 16. Copyright 2021, Confluent, Inc. All rights reserved. This document may not be reproduced in any manner without the express written permission of Confluent, Inc. Converters
  • 17. Questions (or did we run out of time?)