SlideShare a Scribd company logo

[DSC Europe 23] Predrag Ilic & Simeon Rilling - From Data Lakes to Data Mesh - The Evolution of redmesh

Let us take you with us on our journey to redmesh - Bosch Digital's realization of the data mesh concept as enabler for our digital business and foundation for a data-driven enterprise. Follow us from local databases, via data lakes to data mesh, a federated sociotechnical approach to share, access and manage analytical data in enterprise and large-scale environments by providing a maximum of flexibility and autonomy to our customers while ensuring interoperability and standardization. The redmesh self-service data platform provides almost Petabyte of enterprise data stored in different distributed objects, enabling significant increase of data consumption and faster ad-hoc analysis based on Data Products. We innovate products, processes and company through data! We maximize the value of data for Bosch!

1 of 18
Download to read offline
From Data Lakes to Data Mesh
The evolution of redmesh
DSC Europe 23
Predrag Ilić – Cloud Tech Lead
Rilling Simeon– Product Owner Enterprise Data Mesh
Intern | HRL-Bg | 10.11.2023
© Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen.
Together
we shape
tomorrow
Intern | HRL-Bg | 10.11.2023
© Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen.
Bosch Digital: customer centricity and business outcomes
Bosch Digital
Digital/IT Products, Services,
Solutions and Projects
Bosch divisions & central functions
For our customers we deliver outstanding digital products,
services and solutions for growth and efficiency.
We are the trusted partner for digital business and
enterprise IT for Bosch.
We empower our diverse talents that are united by the
passion to drive digital transformation in an agile
environment.
Intern | HRL-Bg | 10.11.2023
© Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen.
Data mesh as enabler for business
Data 1.0: Local Databases
Decentralized & Non-Standard
From databases…
Data 2.0: Data Lakes
Centralized & Standardized
…via data lakes…
Intern | HRL-Bg | 10.11.2023
© Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen.
Data mesh as enabler for business
Data 2.0: Data Lakes
Centralized & Standardized
…via data lakes…
Data 3.0: Data Mesh
Federated & Standardized
…to data mesh
„Data mesh is a decentralized sociotechnical approach to share, access and manage analytical data in complex and large-
scale environments – within or across organizations.“ Zhamak Dehghani
Intern | HRL-Bg | 10.11.2023
© Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen.
Data mesh principles
Domain Ownership
Responsibility and
ownership of data and
transformation pipelines lies
with those who know the
data best.
Data as a Product
Product thinking is applied
on data sets, and each data
product is described by a
set of properties and
possesses certain
capabilities.
Self-Serve
Technology, which is needed
by the business teams to
create, store, and offer their
data products, is owned by a
central data infrastructure
team, and provided in the
form of self-service
offerings.
Federated Governance
Interoperability between the
independently created data
products is ensured by a set
of global rules (e.g. roles),
which is defined by a
federation of domain data
product owners and data
platform product
owners.
Data mesh principles* by Zhamak Dehghani in redmesh: “The data mesh platform is an intentionally designed distributed data architecture, under
centralized governance and standardization for interoperability, enabled by a shared and harmonized self-serve data infrastructure.”
Ad

Recommended

[DSC Europe 23] Rainer Metje & Wolfgang Klein - Our way to a data-driven ente...
[DSC Europe 23] Rainer Metje & Wolfgang Klein - Our way to a data-driven ente...[DSC Europe 23] Rainer Metje & Wolfgang Klein - Our way to a data-driven ente...
[DSC Europe 23] Rainer Metje & Wolfgang Klein - Our way to a data-driven ente...DataScienceConferenc1
 
20171106_OracleWebcast_ITTrends_EFavuzzi_KPatenge
20171106_OracleWebcast_ITTrends_EFavuzzi_KPatenge20171106_OracleWebcast_ITTrends_EFavuzzi_KPatenge
20171106_OracleWebcast_ITTrends_EFavuzzi_KPatengeKarin Patenge
 
stackconf 2022: Scaling the Grail – Cloud-Native Computing on Encrypted Data ...
stackconf 2022: Scaling the Grail – Cloud-Native Computing on Encrypted Data ...stackconf 2022: Scaling the Grail – Cloud-Native Computing on Encrypted Data ...
stackconf 2022: Scaling the Grail – Cloud-Native Computing on Encrypted Data ...NETWAYS
 
Industrial Data Space Association - New Members, New Insights, New Future Dir...
Industrial Data Space Association - New Members, New Insights, New Future Dir...Industrial Data Space Association - New Members, New Insights, New Future Dir...
Industrial Data Space Association - New Members, New Insights, New Future Dir...Thorsten Huelsmann
 
Proposte ORACLE per la modernizzazione dello sviluppo applicativo
Proposte ORACLE per la modernizzazione dello sviluppo applicativoProposte ORACLE per la modernizzazione dello sviluppo applicativo
Proposte ORACLE per la modernizzazione dello sviluppo applicativoJürgen Ambrosi
 
Proposte ORACLE per la gestione dei contenuti digitali e per la ricerca scien...
Proposte ORACLE per la gestione dei contenuti digitali e per la ricerca scien...Proposte ORACLE per la gestione dei contenuti digitali e per la ricerca scien...
Proposte ORACLE per la gestione dei contenuti digitali e per la ricerca scien...Jürgen Ambrosi
 
Cloud Scale Analytics Pitch Deck
Cloud Scale Analytics Pitch DeckCloud Scale Analytics Pitch Deck
Cloud Scale Analytics Pitch DeckNicholas Vossburg
 

More Related Content

Similar to [DSC Europe 23] Predrag Ilic & Simeon Rilling - From Data Lakes to Data Mesh - The Evolution of redmesh

Open Source DWBI-A Primer
Open Source DWBI-A PrimerOpen Source DWBI-A Primer
Open Source DWBI-A Primerpartha69
 
Resume robert nase 2016
Resume robert nase 2016Resume robert nase 2016
Resume robert nase 2016Robert Nase
 
Overcoming Data Gravity in Multi-Cloud Enterprise Architectures
Overcoming Data Gravity in Multi-Cloud Enterprise ArchitecturesOvercoming Data Gravity in Multi-Cloud Enterprise Architectures
Overcoming Data Gravity in Multi-Cloud Enterprise ArchitecturesVMware Tanzu
 
Informix NoSQL & Hybrid SQL detailed deep dive
Informix NoSQL & Hybrid SQL detailed deep diveInformix NoSQL & Hybrid SQL detailed deep dive
Informix NoSQL & Hybrid SQL detailed deep diveKeshav Murthy
 
Why the future of the cloud is open
Why the future of the cloud is openWhy the future of the cloud is open
Why the future of the cloud is openAbhishek Sood
 
Conquering Disaster Recovery Challenges and Out-of-Control Data with the Hybr...
Conquering Disaster Recovery Challenges and Out-of-Control Data with the Hybr...Conquering Disaster Recovery Challenges and Out-of-Control Data with the Hybr...
Conquering Disaster Recovery Challenges and Out-of-Control Data with the Hybr...actualtechmedia
 
From the Network to Multi-Cloud: How to Chart an Integrated Strategy
From the Network to Multi-Cloud: How to Chart an Integrated StrategyFrom the Network to Multi-Cloud: How to Chart an Integrated Strategy
From the Network to Multi-Cloud: How to Chart an Integrated StrategyXO Communications
 
Five Best Practices for Improving the Cloud Experience
Five Best Practices for Improving the Cloud ExperienceFive Best Practices for Improving the Cloud Experience
Five Best Practices for Improving the Cloud ExperienceHitachi Vantara
 
The End of Appliances
The End of AppliancesThe End of Appliances
The End of AppliancesMike Alvarado
 
Extending open source and hybrid cloud to drive OT transformation - Future Oi...
Extending open source and hybrid cloud to drive OT transformation - Future Oi...Extending open source and hybrid cloud to drive OT transformation - Future Oi...
Extending open source and hybrid cloud to drive OT transformation - Future Oi...John Archer
 
Juanjo Hierro - Introduction and overview of FIWARE Vision on Data Spaces.pdf
Juanjo Hierro - Introduction and overview of FIWARE Vision on Data Spaces.pdfJuanjo Hierro - Introduction and overview of FIWARE Vision on Data Spaces.pdf
Juanjo Hierro - Introduction and overview of FIWARE Vision on Data Spaces.pdfFIWARE
 
E newsletter promise_&_challenges_of_cloud storage-2
E newsletter promise_&_challenges_of_cloud storage-2E newsletter promise_&_challenges_of_cloud storage-2
E newsletter promise_&_challenges_of_cloud storage-2Anil Vasudeva
 
Big Data: It’s all about the Use Cases
Big Data: It’s all about the Use CasesBig Data: It’s all about the Use Cases
Big Data: It’s all about the Use CasesJames Serra
 
A Journey to the Cloud with Data Virtualization
A Journey to the Cloud with Data VirtualizationA Journey to the Cloud with Data Virtualization
A Journey to the Cloud with Data VirtualizationDenodo
 
The Implacable advance of the data
The Implacable advance of the dataThe Implacable advance of the data
The Implacable advance of the dataDataWorks Summit
 

Similar to [DSC Europe 23] Predrag Ilic & Simeon Rilling - From Data Lakes to Data Mesh - The Evolution of redmesh (20)

Open Source DWBI-A Primer
Open Source DWBI-A PrimerOpen Source DWBI-A Primer
Open Source DWBI-A Primer
 
Cloud Customer Architecture for Hybrid Integration
Cloud Customer Architecture for Hybrid IntegrationCloud Customer Architecture for Hybrid Integration
Cloud Customer Architecture for Hybrid Integration
 
Resume robert nase 2016
Resume robert nase 2016Resume robert nase 2016
Resume robert nase 2016
 
Cloud computing
Cloud computingCloud computing
Cloud computing
 
Overcoming Data Gravity in Multi-Cloud Enterprise Architectures
Overcoming Data Gravity in Multi-Cloud Enterprise ArchitecturesOvercoming Data Gravity in Multi-Cloud Enterprise Architectures
Overcoming Data Gravity in Multi-Cloud Enterprise Architectures
 
Informix NoSQL & Hybrid SQL detailed deep dive
Informix NoSQL & Hybrid SQL detailed deep diveInformix NoSQL & Hybrid SQL detailed deep dive
Informix NoSQL & Hybrid SQL detailed deep dive
 
Why the future of the cloud is open
Why the future of the cloud is openWhy the future of the cloud is open
Why the future of the cloud is open
 
Conquering Disaster Recovery Challenges and Out-of-Control Data with the Hybr...
Conquering Disaster Recovery Challenges and Out-of-Control Data with the Hybr...Conquering Disaster Recovery Challenges and Out-of-Control Data with the Hybr...
Conquering Disaster Recovery Challenges and Out-of-Control Data with the Hybr...
 
From the Network to Multi-Cloud: How to Chart an Integrated Strategy
From the Network to Multi-Cloud: How to Chart an Integrated StrategyFrom the Network to Multi-Cloud: How to Chart an Integrated Strategy
From the Network to Multi-Cloud: How to Chart an Integrated Strategy
 
Cloud
CloudCloud
Cloud
 
Red Hat on Microsoft Azure
Red Hat on Microsoft AzureRed Hat on Microsoft Azure
Red Hat on Microsoft Azure
 
Five Best Practices for Improving the Cloud Experience
Five Best Practices for Improving the Cloud ExperienceFive Best Practices for Improving the Cloud Experience
Five Best Practices for Improving the Cloud Experience
 
The End of Appliances
The End of AppliancesThe End of Appliances
The End of Appliances
 
Extending open source and hybrid cloud to drive OT transformation - Future Oi...
Extending open source and hybrid cloud to drive OT transformation - Future Oi...Extending open source and hybrid cloud to drive OT transformation - Future Oi...
Extending open source and hybrid cloud to drive OT transformation - Future Oi...
 
Juanjo Hierro - Introduction and overview of FIWARE Vision on Data Spaces.pdf
Juanjo Hierro - Introduction and overview of FIWARE Vision on Data Spaces.pdfJuanjo Hierro - Introduction and overview of FIWARE Vision on Data Spaces.pdf
Juanjo Hierro - Introduction and overview of FIWARE Vision on Data Spaces.pdf
 
E newsletter promise_&_challenges_of_cloud storage-2
E newsletter promise_&_challenges_of_cloud storage-2E newsletter promise_&_challenges_of_cloud storage-2
E newsletter promise_&_challenges_of_cloud storage-2
 
Big Data: It’s all about the Use Cases
Big Data: It’s all about the Use CasesBig Data: It’s all about the Use Cases
Big Data: It’s all about the Use Cases
 
A Journey to the Cloud with Data Virtualization
A Journey to the Cloud with Data VirtualizationA Journey to the Cloud with Data Virtualization
A Journey to the Cloud with Data Virtualization
 
Hybrid Cloud Strategy for Big Data and Analytics
Hybrid Cloud Strategy for Big Data and Analytics Hybrid Cloud Strategy for Big Data and Analytics
Hybrid Cloud Strategy for Big Data and Analytics
 
The Implacable advance of the data
The Implacable advance of the dataThe Implacable advance of the data
The Implacable advance of the data
 

More from DataScienceConferenc1

[DSC Europe 23] Luciano Catani - AI in Diplomacy.PDF
[DSC Europe 23] Luciano Catani - AI in Diplomacy.PDF[DSC Europe 23] Luciano Catani - AI in Diplomacy.PDF
[DSC Europe 23] Luciano Catani - AI in Diplomacy.PDFDataScienceConferenc1
 
[DSC Europe 23] Irena Cerovic - AI in International Development.pdf
[DSC Europe 23] Irena Cerovic - AI in International Development.pdf[DSC Europe 23] Irena Cerovic - AI in International Development.pdf
[DSC Europe 23] Irena Cerovic - AI in International Development.pdfDataScienceConferenc1
 
[DSC Europe 23] Ilija Duni - How Foursquare Builds Meaningful Bridges Between...
[DSC Europe 23] Ilija Duni - How Foursquare Builds Meaningful Bridges Between...[DSC Europe 23] Ilija Duni - How Foursquare Builds Meaningful Bridges Between...
[DSC Europe 23] Ilija Duni - How Foursquare Builds Meaningful Bridges Between...DataScienceConferenc1
 
[DSC Europe 23] Branka Panic - Peace in the age of artificial intelligence.pptx
[DSC Europe 23] Branka Panic - Peace in the age of artificial intelligence.pptx[DSC Europe 23] Branka Panic - Peace in the age of artificial intelligence.pptx
[DSC Europe 23] Branka Panic - Peace in the age of artificial intelligence.pptxDataScienceConferenc1
 
[DSC Europe 23][DigiHealth] Goran Dumic - Data-Driven Approach In Treatments
[DSC Europe 23][DigiHealth]  Goran Dumic -  Data-Driven Approach In Treatments[DSC Europe 23][DigiHealth]  Goran Dumic -  Data-Driven Approach In Treatments
[DSC Europe 23][DigiHealth] Goran Dumic - Data-Driven Approach In TreatmentsDataScienceConferenc1
 
[DSC Europe 23][DigiHealth] Milos Todorovic - Bridging the Gap-Innovating Ag...
[DSC Europe 23][DigiHealth]  Milos Todorovic - Bridging the Gap-Innovating Ag...[DSC Europe 23][DigiHealth]  Milos Todorovic - Bridging the Gap-Innovating Ag...
[DSC Europe 23][DigiHealth] Milos Todorovic - Bridging the Gap-Innovating Ag...DataScienceConferenc1
 
[DSC Europe 23][DigiHealth] Urosh VIlimanovich Clinical Data Management and C...
[DSC Europe 23][DigiHealth] Urosh VIlimanovich Clinical Data Management and C...[DSC Europe 23][DigiHealth] Urosh VIlimanovich Clinical Data Management and C...
[DSC Europe 23][DigiHealth] Urosh VIlimanovich Clinical Data Management and C...DataScienceConferenc1
 
[DSC Europe 23][DigiHealth] Vladimir Brusic - SMART HEALTH HOME: Technology,...
[DSC Europe 23][DigiHealth]  Vladimir Brusic - SMART HEALTH HOME: Technology,...[DSC Europe 23][DigiHealth]  Vladimir Brusic - SMART HEALTH HOME: Technology,...
[DSC Europe 23][DigiHealth] Vladimir Brusic - SMART HEALTH HOME: Technology,...DataScienceConferenc1
 
[DSC Europe 23][DigiHealth] Dimitar Penkov Grid Search Optimization of Novel...
[DSC Europe 23][DigiHealth]  Dimitar Penkov Grid Search Optimization of Novel...[DSC Europe 23][DigiHealth]  Dimitar Penkov Grid Search Optimization of Novel...
[DSC Europe 23][DigiHealth] Dimitar Penkov Grid Search Optimization of Novel...DataScienceConferenc1
 
[DSC Europe 23][DigiHealth] Tomislav Krizan - AIMED
[DSC Europe 23][DigiHealth] Tomislav Krizan - AIMED[DSC Europe 23][DigiHealth] Tomislav Krizan - AIMED
[DSC Europe 23][DigiHealth] Tomislav Krizan - AIMEDDataScienceConferenc1
 
[DSC Europe 23][DigiHealth] Djordje Hirs - Computer Vision in Melanoma Diagno...
[DSC Europe 23][DigiHealth] Djordje Hirs - Computer Vision in Melanoma Diagno...[DSC Europe 23][DigiHealth] Djordje Hirs - Computer Vision in Melanoma Diagno...
[DSC Europe 23][DigiHealth] Djordje Hirs - Computer Vision in Melanoma Diagno...DataScienceConferenc1
 
[DSC Europe 23][DigiHealth] Katarina Vucicevic - Navigating theKinetics of Dr...
[DSC Europe 23][DigiHealth] Katarina Vucicevic - Navigating theKinetics of Dr...[DSC Europe 23][DigiHealth] Katarina Vucicevic - Navigating theKinetics of Dr...
[DSC Europe 23][DigiHealth] Katarina Vucicevic - Navigating theKinetics of Dr...DataScienceConferenc1
 
[DSC Europe 23][DigiHealth] Anja Baresic 0- Croatian digital Healthcare ecosy...
[DSC Europe 23][DigiHealth] Anja Baresic 0- Croatian digital Healthcare ecosy...[DSC Europe 23][DigiHealth] Anja Baresic 0- Croatian digital Healthcare ecosy...
[DSC Europe 23][DigiHealth] Anja Baresic 0- Croatian digital Healthcare ecosy...DataScienceConferenc1
 
[DSC Europe 23][AI:CSI] Dragan Pleskonjic - AI Impact on Cybersecurity and P...
[DSC Europe 23][AI:CSI]  Dragan Pleskonjic - AI Impact on Cybersecurity and P...[DSC Europe 23][AI:CSI]  Dragan Pleskonjic - AI Impact on Cybersecurity and P...
[DSC Europe 23][AI:CSI] Dragan Pleskonjic - AI Impact on Cybersecurity and P...DataScienceConferenc1
 
[DSC Europe 23][AI:CSI] Uros Arsenijevic Unlocking Cybersecurity with Seif
[DSC Europe 23][AI:CSI] Uros Arsenijevic Unlocking Cybersecurity with Seif[DSC Europe 23][AI:CSI] Uros Arsenijevic Unlocking Cybersecurity with Seif
[DSC Europe 23][AI:CSI] Uros Arsenijevic Unlocking Cybersecurity with SeifDataScienceConferenc1
 
[DSC Europe 23][AI:CSI] Goran Gvozden Improving Cybersecurity Posture with an...
[DSC Europe 23][AI:CSI] Goran Gvozden Improving Cybersecurity Posture with an...[DSC Europe 23][AI:CSI] Goran Gvozden Improving Cybersecurity Posture with an...
[DSC Europe 23][AI:CSI] Goran Gvozden Improving Cybersecurity Posture with an...DataScienceConferenc1
 
[DSC Europe 23][AI:CSI] Aleksa Stojanovic - Applying AI for Threat Detection ...
[DSC Europe 23][AI:CSI] Aleksa Stojanovic - Applying AI for Threat Detection ...[DSC Europe 23][AI:CSI] Aleksa Stojanovic - Applying AI for Threat Detection ...
[DSC Europe 23][AI:CSI] Aleksa Stojanovic - Applying AI for Threat Detection ...DataScienceConferenc1
 
[DSC Europe 23][DigiHealth] Muthu Ramachandran AI and Blockchain Framework fo...
[DSC Europe 23][DigiHealth] Muthu Ramachandran AI and Blockchain Framework fo...[DSC Europe 23][DigiHealth] Muthu Ramachandran AI and Blockchain Framework fo...
[DSC Europe 23][DigiHealth] Muthu Ramachandran AI and Blockchain Framework fo...DataScienceConferenc1
 
[DSC Europe 23][DigiHealth] Ligia Kornowska-How_may AI help you
[DSC Europe 23][DigiHealth] Ligia Kornowska-How_may AI help you[DSC Europe 23][DigiHealth] Ligia Kornowska-How_may AI help you
[DSC Europe 23][DigiHealth] Ligia Kornowska-How_may AI help youDataScienceConferenc1
 
[DSC Europe 23][DigiHealth] Ilya Zakharov - NETWORK NEUROSCIENCE WHERE THE BR...
[DSC Europe 23][DigiHealth] Ilya Zakharov - NETWORK NEUROSCIENCE WHERE THE BR...[DSC Europe 23][DigiHealth] Ilya Zakharov - NETWORK NEUROSCIENCE WHERE THE BR...
[DSC Europe 23][DigiHealth] Ilya Zakharov - NETWORK NEUROSCIENCE WHERE THE BR...DataScienceConferenc1
 

More from DataScienceConferenc1 (20)

[DSC Europe 23] Luciano Catani - AI in Diplomacy.PDF
[DSC Europe 23] Luciano Catani - AI in Diplomacy.PDF[DSC Europe 23] Luciano Catani - AI in Diplomacy.PDF
[DSC Europe 23] Luciano Catani - AI in Diplomacy.PDF
 
[DSC Europe 23] Irena Cerovic - AI in International Development.pdf
[DSC Europe 23] Irena Cerovic - AI in International Development.pdf[DSC Europe 23] Irena Cerovic - AI in International Development.pdf
[DSC Europe 23] Irena Cerovic - AI in International Development.pdf
 
[DSC Europe 23] Ilija Duni - How Foursquare Builds Meaningful Bridges Between...
[DSC Europe 23] Ilija Duni - How Foursquare Builds Meaningful Bridges Between...[DSC Europe 23] Ilija Duni - How Foursquare Builds Meaningful Bridges Between...
[DSC Europe 23] Ilija Duni - How Foursquare Builds Meaningful Bridges Between...
 
[DSC Europe 23] Branka Panic - Peace in the age of artificial intelligence.pptx
[DSC Europe 23] Branka Panic - Peace in the age of artificial intelligence.pptx[DSC Europe 23] Branka Panic - Peace in the age of artificial intelligence.pptx
[DSC Europe 23] Branka Panic - Peace in the age of artificial intelligence.pptx
 
[DSC Europe 23][DigiHealth] Goran Dumic - Data-Driven Approach In Treatments
[DSC Europe 23][DigiHealth]  Goran Dumic -  Data-Driven Approach In Treatments[DSC Europe 23][DigiHealth]  Goran Dumic -  Data-Driven Approach In Treatments
[DSC Europe 23][DigiHealth] Goran Dumic - Data-Driven Approach In Treatments
 
[DSC Europe 23][DigiHealth] Milos Todorovic - Bridging the Gap-Innovating Ag...
[DSC Europe 23][DigiHealth]  Milos Todorovic - Bridging the Gap-Innovating Ag...[DSC Europe 23][DigiHealth]  Milos Todorovic - Bridging the Gap-Innovating Ag...
[DSC Europe 23][DigiHealth] Milos Todorovic - Bridging the Gap-Innovating Ag...
 
[DSC Europe 23][DigiHealth] Urosh VIlimanovich Clinical Data Management and C...
[DSC Europe 23][DigiHealth] Urosh VIlimanovich Clinical Data Management and C...[DSC Europe 23][DigiHealth] Urosh VIlimanovich Clinical Data Management and C...
[DSC Europe 23][DigiHealth] Urosh VIlimanovich Clinical Data Management and C...
 
[DSC Europe 23][DigiHealth] Vladimir Brusic - SMART HEALTH HOME: Technology,...
[DSC Europe 23][DigiHealth]  Vladimir Brusic - SMART HEALTH HOME: Technology,...[DSC Europe 23][DigiHealth]  Vladimir Brusic - SMART HEALTH HOME: Technology,...
[DSC Europe 23][DigiHealth] Vladimir Brusic - SMART HEALTH HOME: Technology,...
 
[DSC Europe 23][DigiHealth] Dimitar Penkov Grid Search Optimization of Novel...
[DSC Europe 23][DigiHealth]  Dimitar Penkov Grid Search Optimization of Novel...[DSC Europe 23][DigiHealth]  Dimitar Penkov Grid Search Optimization of Novel...
[DSC Europe 23][DigiHealth] Dimitar Penkov Grid Search Optimization of Novel...
 
[DSC Europe 23][DigiHealth] Tomislav Krizan - AIMED
[DSC Europe 23][DigiHealth] Tomislav Krizan - AIMED[DSC Europe 23][DigiHealth] Tomislav Krizan - AIMED
[DSC Europe 23][DigiHealth] Tomislav Krizan - AIMED
 
[DSC Europe 23][DigiHealth] Djordje Hirs - Computer Vision in Melanoma Diagno...
[DSC Europe 23][DigiHealth] Djordje Hirs - Computer Vision in Melanoma Diagno...[DSC Europe 23][DigiHealth] Djordje Hirs - Computer Vision in Melanoma Diagno...
[DSC Europe 23][DigiHealth] Djordje Hirs - Computer Vision in Melanoma Diagno...
 
[DSC Europe 23][DigiHealth] Katarina Vucicevic - Navigating theKinetics of Dr...
[DSC Europe 23][DigiHealth] Katarina Vucicevic - Navigating theKinetics of Dr...[DSC Europe 23][DigiHealth] Katarina Vucicevic - Navigating theKinetics of Dr...
[DSC Europe 23][DigiHealth] Katarina Vucicevic - Navigating theKinetics of Dr...
 
[DSC Europe 23][DigiHealth] Anja Baresic 0- Croatian digital Healthcare ecosy...
[DSC Europe 23][DigiHealth] Anja Baresic 0- Croatian digital Healthcare ecosy...[DSC Europe 23][DigiHealth] Anja Baresic 0- Croatian digital Healthcare ecosy...
[DSC Europe 23][DigiHealth] Anja Baresic 0- Croatian digital Healthcare ecosy...
 
[DSC Europe 23][AI:CSI] Dragan Pleskonjic - AI Impact on Cybersecurity and P...
[DSC Europe 23][AI:CSI]  Dragan Pleskonjic - AI Impact on Cybersecurity and P...[DSC Europe 23][AI:CSI]  Dragan Pleskonjic - AI Impact on Cybersecurity and P...
[DSC Europe 23][AI:CSI] Dragan Pleskonjic - AI Impact on Cybersecurity and P...
 
[DSC Europe 23][AI:CSI] Uros Arsenijevic Unlocking Cybersecurity with Seif
[DSC Europe 23][AI:CSI] Uros Arsenijevic Unlocking Cybersecurity with Seif[DSC Europe 23][AI:CSI] Uros Arsenijevic Unlocking Cybersecurity with Seif
[DSC Europe 23][AI:CSI] Uros Arsenijevic Unlocking Cybersecurity with Seif
 
[DSC Europe 23][AI:CSI] Goran Gvozden Improving Cybersecurity Posture with an...
[DSC Europe 23][AI:CSI] Goran Gvozden Improving Cybersecurity Posture with an...[DSC Europe 23][AI:CSI] Goran Gvozden Improving Cybersecurity Posture with an...
[DSC Europe 23][AI:CSI] Goran Gvozden Improving Cybersecurity Posture with an...
 
[DSC Europe 23][AI:CSI] Aleksa Stojanovic - Applying AI for Threat Detection ...
[DSC Europe 23][AI:CSI] Aleksa Stojanovic - Applying AI for Threat Detection ...[DSC Europe 23][AI:CSI] Aleksa Stojanovic - Applying AI for Threat Detection ...
[DSC Europe 23][AI:CSI] Aleksa Stojanovic - Applying AI for Threat Detection ...
 
[DSC Europe 23][DigiHealth] Muthu Ramachandran AI and Blockchain Framework fo...
[DSC Europe 23][DigiHealth] Muthu Ramachandran AI and Blockchain Framework fo...[DSC Europe 23][DigiHealth] Muthu Ramachandran AI and Blockchain Framework fo...
[DSC Europe 23][DigiHealth] Muthu Ramachandran AI and Blockchain Framework fo...
 
[DSC Europe 23][DigiHealth] Ligia Kornowska-How_may AI help you
[DSC Europe 23][DigiHealth] Ligia Kornowska-How_may AI help you[DSC Europe 23][DigiHealth] Ligia Kornowska-How_may AI help you
[DSC Europe 23][DigiHealth] Ligia Kornowska-How_may AI help you
 
[DSC Europe 23][DigiHealth] Ilya Zakharov - NETWORK NEUROSCIENCE WHERE THE BR...
[DSC Europe 23][DigiHealth] Ilya Zakharov - NETWORK NEUROSCIENCE WHERE THE BR...[DSC Europe 23][DigiHealth] Ilya Zakharov - NETWORK NEUROSCIENCE WHERE THE BR...
[DSC Europe 23][DigiHealth] Ilya Zakharov - NETWORK NEUROSCIENCE WHERE THE BR...
 

Recently uploaded

ppt penjualan berbasis online omset.pptx
ppt penjualan berbasis online omset.pptxppt penjualan berbasis online omset.pptx
ppt penjualan berbasis online omset.pptxHizkiaJastis
 
Tips to Align with Your Salesforce Data Goals
Tips to Align with Your Salesforce Data GoalsTips to Align with Your Salesforce Data Goals
Tips to Align with Your Salesforce Data GoalsDataArchiva
 
Soil Health Policy Map Years 2020 to 2023
Soil Health Policy Map Years 2020 to 2023Soil Health Policy Map Years 2020 to 2023
Soil Health Policy Map Years 2020 to 2023stephizcoolio
 
fundamentals of digital imaging - POONAM.pptx
fundamentals of digital imaging - POONAM.pptxfundamentals of digital imaging - POONAM.pptx
fundamentals of digital imaging - POONAM.pptxPoonamRijal
 
AWS Identity and access management for users
AWS Identity and access management for usersAWS Identity and access management for users
AWS Identity and access management for usersStephenEfange3
 
Lies and Myths in InfoSec - 2023 Usenix Enigma
Lies and Myths in InfoSec - 2023 Usenix EnigmaLies and Myths in InfoSec - 2023 Usenix Enigma
Lies and Myths in InfoSec - 2023 Usenix EnigmaAdrian Sanabria
 
Operations Data On Mobile - inSis Mobile App - Sample Screens
Operations Data On Mobile - inSis Mobile App - Sample ScreensOperations Data On Mobile - inSis Mobile App - Sample Screens
Operations Data On Mobile - inSis Mobile App - Sample ScreensKondapi V Siva Rama Brahmam
 
itc limited word file.pdf...............
itc limited word file.pdf...............itc limited word file.pdf...............
itc limited word file.pdf...............mahetamanav24
 
Business Analytics _ Confidence Interval
Business Analytics _ Confidence IntervalBusiness Analytics _ Confidence Interval
Business Analytics _ Confidence IntervalRavindra Nath Shukla
 
Generative AI Rennes Meetup with OVHcloud - WAICF highlights & how to deploy ...
Generative AI Rennes Meetup with OVHcloud - WAICF highlights & how to deploy ...Generative AI Rennes Meetup with OVHcloud - WAICF highlights & how to deploy ...
Generative AI Rennes Meetup with OVHcloud - WAICF highlights & how to deploy ...Thibaud Le Douarin
 
A Gentle Introduction to Text Analysis :)
A Gentle Introduction to Text Analysis :)A Gentle Introduction to Text Analysis :)
A Gentle Introduction to Text Analysis :)UNCResearchHub
 
Unlocking New Insights Into the World of European Soccer Through the European...
Unlocking New Insights Into the World of European Soccer Through the European...Unlocking New Insights Into the World of European Soccer Through the European...
Unlocking New Insights Into the World of European Soccer Through the European...ThinkInnovation
 
Industry 4.0 in IoT Transforming the Future.pptx
Industry 4.0 in IoT Transforming the Future.pptxIndustry 4.0 in IoT Transforming the Future.pptx
Industry 4.0 in IoT Transforming the Future.pptxMdRafiqulIslam403212
 
IIBA Adl - Being Effective on Day 1 - Slide Deck.pdf
IIBA Adl - Being Effective on Day 1 - Slide Deck.pdfIIBA Adl - Being Effective on Day 1 - Slide Deck.pdf
IIBA Adl - Being Effective on Day 1 - Slide Deck.pdfAustraliaChapterIIBA
 

Recently uploaded (15)

ppt penjualan berbasis online omset.pptx
ppt penjualan berbasis online omset.pptxppt penjualan berbasis online omset.pptx
ppt penjualan berbasis online omset.pptx
 
Tips to Align with Your Salesforce Data Goals
Tips to Align with Your Salesforce Data GoalsTips to Align with Your Salesforce Data Goals
Tips to Align with Your Salesforce Data Goals
 
Soil Health Policy Map Years 2020 to 2023
Soil Health Policy Map Years 2020 to 2023Soil Health Policy Map Years 2020 to 2023
Soil Health Policy Map Years 2020 to 2023
 
fundamentals of digital imaging - POONAM.pptx
fundamentals of digital imaging - POONAM.pptxfundamentals of digital imaging - POONAM.pptx
fundamentals of digital imaging - POONAM.pptx
 
AWS Identity and access management for users
AWS Identity and access management for usersAWS Identity and access management for users
AWS Identity and access management for users
 
Lies and Myths in InfoSec - 2023 Usenix Enigma
Lies and Myths in InfoSec - 2023 Usenix EnigmaLies and Myths in InfoSec - 2023 Usenix Enigma
Lies and Myths in InfoSec - 2023 Usenix Enigma
 
Operations Data On Mobile - inSis Mobile App - Sample Screens
Operations Data On Mobile - inSis Mobile App - Sample ScreensOperations Data On Mobile - inSis Mobile App - Sample Screens
Operations Data On Mobile - inSis Mobile App - Sample Screens
 
itc limited word file.pdf...............
itc limited word file.pdf...............itc limited word file.pdf...............
itc limited word file.pdf...............
 
Business Analytics _ Confidence Interval
Business Analytics _ Confidence IntervalBusiness Analytics _ Confidence Interval
Business Analytics _ Confidence Interval
 
Generative AI Rennes Meetup with OVHcloud - WAICF highlights & how to deploy ...
Generative AI Rennes Meetup with OVHcloud - WAICF highlights & how to deploy ...Generative AI Rennes Meetup with OVHcloud - WAICF highlights & how to deploy ...
Generative AI Rennes Meetup with OVHcloud - WAICF highlights & how to deploy ...
 
Electricity Year 2023_updated_22022024.pptx
Electricity Year 2023_updated_22022024.pptxElectricity Year 2023_updated_22022024.pptx
Electricity Year 2023_updated_22022024.pptx
 
A Gentle Introduction to Text Analysis :)
A Gentle Introduction to Text Analysis :)A Gentle Introduction to Text Analysis :)
A Gentle Introduction to Text Analysis :)
 
Unlocking New Insights Into the World of European Soccer Through the European...
Unlocking New Insights Into the World of European Soccer Through the European...Unlocking New Insights Into the World of European Soccer Through the European...
Unlocking New Insights Into the World of European Soccer Through the European...
 
Industry 4.0 in IoT Transforming the Future.pptx
Industry 4.0 in IoT Transforming the Future.pptxIndustry 4.0 in IoT Transforming the Future.pptx
Industry 4.0 in IoT Transforming the Future.pptx
 
IIBA Adl - Being Effective on Day 1 - Slide Deck.pdf
IIBA Adl - Being Effective on Day 1 - Slide Deck.pdfIIBA Adl - Being Effective on Day 1 - Slide Deck.pdf
IIBA Adl - Being Effective on Day 1 - Slide Deck.pdf
 

[DSC Europe 23] Predrag Ilic & Simeon Rilling - From Data Lakes to Data Mesh - The Evolution of redmesh

  • 1. From Data Lakes to Data Mesh The evolution of redmesh DSC Europe 23 Predrag Ilić – Cloud Tech Lead Rilling Simeon– Product Owner Enterprise Data Mesh
  • 2. Intern | HRL-Bg | 10.11.2023 © Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen. Together we shape tomorrow
  • 3. Intern | HRL-Bg | 10.11.2023 © Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen. Bosch Digital: customer centricity and business outcomes Bosch Digital Digital/IT Products, Services, Solutions and Projects Bosch divisions & central functions For our customers we deliver outstanding digital products, services and solutions for growth and efficiency. We are the trusted partner for digital business and enterprise IT for Bosch. We empower our diverse talents that are united by the passion to drive digital transformation in an agile environment.
  • 4. Intern | HRL-Bg | 10.11.2023 © Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen. Data mesh as enabler for business Data 1.0: Local Databases Decentralized & Non-Standard From databases… Data 2.0: Data Lakes Centralized & Standardized …via data lakes…
  • 5. Intern | HRL-Bg | 10.11.2023 © Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen. Data mesh as enabler for business Data 2.0: Data Lakes Centralized & Standardized …via data lakes… Data 3.0: Data Mesh Federated & Standardized …to data mesh „Data mesh is a decentralized sociotechnical approach to share, access and manage analytical data in complex and large- scale environments – within or across organizations.“ Zhamak Dehghani
  • 6. Intern | HRL-Bg | 10.11.2023 © Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen. Data mesh principles Domain Ownership Responsibility and ownership of data and transformation pipelines lies with those who know the data best. Data as a Product Product thinking is applied on data sets, and each data product is described by a set of properties and possesses certain capabilities. Self-Serve Technology, which is needed by the business teams to create, store, and offer their data products, is owned by a central data infrastructure team, and provided in the form of self-service offerings. Federated Governance Interoperability between the independently created data products is ensured by a set of global rules (e.g. roles), which is defined by a federation of domain data product owners and data platform product owners. Data mesh principles* by Zhamak Dehghani in redmesh: “The data mesh platform is an intentionally designed distributed data architecture, under centralized governance and standardization for interoperability, enabled by a shared and harmonized self-serve data infrastructure.”
  • 7. Intern | HRL-Bg | 10.11.2023 © Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen. Data domains Self-Serve Data Platform Enabling Enterprise IT User generated IoT Web … • Governance • Consulting • Data marketplace • Compliance • DataOps Toolsuite • … Clear ownership of data and data products. Fast and flexible implementation within domain teams. Structured in matrix with process and business domains as dimensions. Finance Logistics … Automotive Data Mesh Domains Sustainability Storage, Pipelines, Data Catalogue, Access Control, …
  • 8. Intern | HRL-Bg | 10.11.2023 © Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen. Data as a Product Data Product 1 2 3 4 5 Value Data & Technology Consumable & Interoperable Contract Data Marketplace Analytical data should be treated as a product and consumers as customers. Provides business context to the data and ensures high quality. Example: Stock quantity in a warehouse Up to 40% cost savings for application development Up to 60% faster ad-hoc analysis using data products
  • 9. Intern | HRL-Bg | 10.11.2023 © Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen. Federated Governance Bosch Global Governance Focus: Handling data as assets Definition of roles for data management; Management of terminologies, data models, and metadata; Security and compliance redmesh Global Rules (Federated Governance Board) Focus: Creating interoperability Facilitating discovery and understandability; Ensuring compliance; Deciding on cross-domain topics Domain-Local Governance Focus: Creation and offering of high-quality data products Definition of domain-owned data products and data models; Decision on technologies and methods; Definition of data sharing agreements and SLAs Ensure interoperability by minimum set of rules while respecting autonomy of local domains. Example: standards for data consumption, architecture patterns, product and technology catalog
  • 10. Intern | HRL-Bg | 10.11.2023 © Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen. Self-serve data platform Sales Logistics Quality Decentralized Data Products and Domains … Mobility … Finance Regional satellite Data Visualization (excerpt) Data Mesh • Global and GE policies • Data ownership • Data catalogue • Data models Distributed Platforms Federated & standardized platform increases speed, flexibility and scalability. Reporting & Dashboarding Exploration Planning & Simulation Data / Process Mining on-premise data lake cloud data lake >800 TB of data stored on distributed technical platform >36k tables continuously replicated in near-realtime from SAP 220% increase of data consumptio n in 2023
  • 11. Intern | HRL-Bg | 10.11.2023 © Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen. Product and service offering Data Onboarding Service Exploration zone Data Provisioning Service Data Onboarding Service Business Satellite Data Onboarding Service Big Data & AI Platforms Relational data lake Data Marketplace Data Modelling redmesh Data Catalogue Enabling & Consulting Legend on-premise cloud general platform service Data lake
  • 12. Intern | HRL-Bg | 10.11.2023 © Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen. Business Satellite deep dive • Flexible data consumption – Consumption patterns • Distributed architecture – Technology agnostic • Faster implementations – pattern study, automation • Stable environment – Maintenance by reusable components • Forerunner cloud data consumption for analytics • Trend: Cloud analytics • Big workloads • Autonomous data platform • REDLake data – On cloud • Distributed Architecture • Data consumption mechanisms
  • 13. Intern | HRL-Bg | 10.11.2023 © Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen. Business Satellite service map On premise Data lake Customer Subscription On Premise sources Cloud sources redmesh Product Data Integration Azure subscription (redmesh) Product development – data storage – data consumption Platform maintenance service - Resource maintenance - Role and IdM Integration Solution Azure Subscription (Customer) Application development 1 2 3 redmesh Azure Security compliant with Bosch directives Big workloads, varied source and data varieties Synergize data access Streamline data consumption Support different data formats
  • 14. Intern | HRL-Bg | 10.11.2023 © Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen. redmesh Azure Subscription On-premise data lake Sources on-premise / public cloud integration Proxy4server Batch Ingest MS Integration Runtime Azure Data Factory Batch Storage Data Lake Gen2 Shared Services DevOps Customer Application Subscription Stream Processing Serving Data Analytics & AI https Bastion Policy Log Analytics Security Center Batch Data Sources Stream Data Sources Creation & Scheduling of ETL jobs Customizing Metadata Landing Delivery Refine Harmonize Raw Batch Processing SQL/spark Polybase SQL 1 2 2.2 2.1 1 Replication setup to redmesh Azure Integration Framework – consumption oriented Enterpris e Data IoT Data 1.1 1.1 2.1 2.2 2 Blueprints: Architecture Patterns: Workspace, Databases, schema – standardized for data analytics Data Management: Data flow, resource, performance and security monitoring Access Management: Roles, user assignments, IdM Integration (Access Management) Monitoring and Support Enterprise Data Replication Data Lake Management Distributed redmesh Architecture Solution & System Architecture Overview
  • 15. Intern | HRL-Bg | 10.11.2023 © Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen. redmesh Azure Subscription On-premise data lake Sources on-premise / public cloud integration Proxy4server Batch Ingest MS Integration Runtime Azure Data Factory Batch Storage Data Lake Gen2 Shared Services DevOps DMS Azure Subscription(s) Business Domain Scalability Options < schema > < pool > < workspace > < subscription > Data Analytics & AI https Bastion Policy Log Analytics Security Center Batch Data Sources Stream Data Sources Creation & Scheduling of ETL jobs Customizing Metadata Landing Delivery Refine Harmonize Raw Batch Processing SQL/spark 1 2 2.2 1 Replication setup to redmesh Azure Integration Framework – consumption oriented Enterpris e Data IoT Data 1.1 1.1 2.1 2.2 2 Blueprints: Architecture Patterns: Workspace, Databases, schema – standardized for data analytics Data Management: Data flow, resource, performance and security monitoring Access Management: Roles, user assignments, IdM Integration (Access Management) Monitoring and Support Enterprise Data Replication Data Zone(s) Management Serving & Modelling Serverless Dedicated Spark 2.1 Delta Lake redmesh & DMS Azure – Retrospective (2022) Solution & System Architecture Overview Exploration Service Business Satellites
  • 16. Intern | HRL-Bg | 10.11.2023 © Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen. redmesh use-cases (excerpt) SusAn (Sustainability Analytics Platform) Driving sustainability as basis for future growth by integration of data from various business processes of several entities. Supply Chain Network Control Tower Enabling product traceability through the full manufacturing life cycle, specifically including serial numbers and SAP recordings. Chatbots Providing a central, modular and integrated data hub for chatbots based on data products and API marketplace. Mobility Data and Analytics Providing easy and fast access to data to our automotive business to improve our competitiveness through data driven solutions. Compliance with EU CSRD Steet towards sustainability Competitive advantage Near-realtime analysis Simulation product flow Demand forecast Resource management EOS prediction Stock reduction Fast development API enabled Reusable components
  • 17. Intern | HRL-Bg | 10.11.2023 © Robert Bosch d.o.o. 2023. Alle Rechte vorbehalten, auch bzgl. jeder Verfügung, Verwertung, Reproduktion, Bearbeitung, Weitergabe sowie für den Fall von Schutzrechtsanmeldungen. Key take-aways 1 Data mesh approach as evolution of data lake enables customers with flexibility and autonomy. 2 Data mesh principles need to be implemented in accordance with business and IT environment. 3 Self-serve data platform with high degree of automation is the technical backbone of a data-driven enterprise. 4 Data mesh enables a variety of business use-cases and creates the foundation for economical success.