SlideShare a Scribd company logo
Dealing with Common Data
Requirements in your Enterprise
Nipun Suwandaratna
Senior Solutions Engineer - WSO2
WSO2 Solution Architecture Best Practices Webinar Series - 2016
Agenda
● Organizational Data
● Common Data Challenges of Modern Organizations
● Integrating with Different Messaging Infrastructures
● Data Services
● Data Analytics & Visualization
● High Availability
● Q&A
Organizations & Data
Old School
DB
Systems
Files
Organization
Modern Data Ecosystem
External Systems
External Users
Organizational Data
● Master data
Eg: Customer data, employee records, Supplier details, Product related
data etc.
● Transactional data
The data that master data participates in… transactions, discounts on bills
etc. (changes constantly)
● Meta-data
Data about data
Common Data Challenges Organizations
Face
● Work with multiple Data Transports and Data Formats
● Data Transformation and Validation
● Exposing data as services
● Secure and managed data access
● Federated data stores
● Data/Entity Aggregation
● Data Analytics
● Visualization of Data
Data Transports & Formats
Formats of data, their storage and transport mechanisms vary among
different systems
● Transports: HTTP, HTTPS, FTPS, SFTP, TCP, UDP, WebSocket, POP,
IMAP, SMTP, JMS, AMQP, MQTT
● Formats & protocols: JSON, XML, SOAP, WS-*, HTML, EDI, HL7,Text,
JPEG, MP4, binary formats
Integration
Integrating with Messaging Infrastructures
Message Transformation
● Protocol and Format conversion and Message Translation
○ eg: SOAP to REST and XML to JSON and translate the output from one
system to match the input format required by the other system
● Enrich Content
○ eg: Add or remove data fields; may require accessing a separate data source
● Wrap Content
○ eg: Include additional message header fields or encryption source to query
required data
● Data Validation
○ eg: Validate input data against a schema
Enterprise Service Bus
Message Transformation Example
Protocol / Content-Type Conversion
Data Services
Exposing Data-As-Services
Why ?
● Decouple data from the infrastructure and the data sources and expose
them through standard web services interfaces.
● Ability to incorporate multiple data sources/entities into a single data model
(Data Federation)
Secure & Managed Data Access
● Transport and Application level security
● Authentication, authorization, confidentiality, integrity and encryption - with HTTP(S)
Basic Auth, WS-Security, WS-Trust, WS-SecureConversation, WS-Policy,
WS-Policy Attachment and WS-SecurityPolicy
● Authorization deals with defining who can access what
● Role based access control
● Fine-grained authorization with XACML
● Throttling access to data
Federated Data Stores
● Expose data from multiple data sources through a single service
● Facilitates entity aggregation
Data/Entity Aggregation
WSO2 Data Services Features
Ref: http://wso2.com/products/data-services-server/
Analytics
Data Analytics
● Batch Analytics
Analyze a set of data collected over a period of time.
Suitable for high volumes of data.
● Real-Time Analytics
Continuous processing of input data in real time.
Suitable for critical systems where immediate actions is required e.g: Flight radar
systems
● Interactive Analytics
Obtaining fast results on indexed data by executing ad-hoc queries
● Predictive Analytics
Predict future events by analyzing historical and current data
Big Data
What is Big data ?
“Big data is a term for data sets that are so large or complex that traditional
data processing applications are inadequate to deal with them” - Ref: Wikipedia
Big Data Analysis
Why ?
● Make informed Business decisions - make decisions based on
patterns emerging from analyzing historic data
● Improve customer experience - discover customer preferences,
purchasing patterns and present the most relevant data
● Process Improvements - identify areas of the business process that
needs improvement
Big Data Analysis Example
Better customer experience in airline seat reservation/allocation
img ref: http://staticcontent.transat.com/airtransat/infovoyageurs/content/EN/seating-plan-a310-300(1).png
Real Time Analytics
● Identify most meaningful events within an event cloud
● Analyze the impact
● Acts on them in real time
Real Time Analytics Example
City Transport Control System - Analyzing traffic, monitor movement of busses,
generate alerts based on traffic, speed & route
Predictive Analytics & Machine Learning
Approaches:
● Machine Learning
Machine learning is the science of getting computers to act without
being explicitly programmed - http://online.stanford.edu/
● Other approaches such as statistical modeling
Predictive Analytics Example
e-Commerce sites use predictive analytics to suggest the most relevant
merchandize, increasing sales opportunity
WSO2 Data Analytics
Ref:wso2.com
Data Visualization
Data Visualization Contd.
What is Data Visualization ?
● View data in a constructive and comprehensible format
● Facilitates interaction with data - drill into the data for visual
analysis
● Detect patterns (e.g: sales patterns) that may go un-noticed unless
data is properly visualized
High Availability
High Availability of Data
CONTACT US !

More Related Content

What's hot

Big data security challenges and recommendations!
Big data security challenges and recommendations!Big data security challenges and recommendations!
Big data security challenges and recommendations!
cisoplatform
 
Security bigdata
Security bigdataSecurity bigdata
Security bigdata
Jitendra Chauhan
 
Block chain
Block chainBlock chain
2010 07 BSidesLV Mobilizing The PCI Resistance 1c
2010 07 BSidesLV Mobilizing The PCI Resistance 1c2010 07 BSidesLV Mobilizing The PCI Resistance 1c
2010 07 BSidesLV Mobilizing The PCI Resistance 1c
Gene Kim
 
Blockchains and the IoT
Blockchains and the IoTBlockchains and the IoT
Blockchains and the IoT
MongoDB
 
identity based encryption transformation for flexible sharing of encrypted da...
identity based encryption transformation for flexible sharing of encrypted da...identity based encryption transformation for flexible sharing of encrypted da...
identity based encryption transformation for flexible sharing of encrypted da...
Venkat Projects
 
encryptedDB
encryptedDBencryptedDB
encryptedDB
Gradiant
 
Ieeepro techno solutions 2014 ieee java project - decentralized access cont...
Ieeepro techno solutions   2014 ieee java project - decentralized access cont...Ieeepro techno solutions   2014 ieee java project - decentralized access cont...
Ieeepro techno solutions 2014 ieee java project - decentralized access cont...
hemanthbbc
 
Permissioned v. Permissionless Blockchain 10XTS
Permissioned v. Permissionless Blockchain 10XTSPermissioned v. Permissionless Blockchain 10XTS
Permissioned v. Permissionless Blockchain 10XTS
John Bentley, II
 
Slides for CC & IAAS
Slides for CC & IAASSlides for CC & IAAS
Slides for CC & IAAS
Mekhi Da ‘Quay Daniels
 
Tackling the GDPR Dell EMC Index Engines Webinar
Tackling the GDPR Dell EMC Index Engines WebinarTackling the GDPR Dell EMC Index Engines Webinar
Tackling the GDPR Dell EMC Index Engines Webinar
Index Engines Inc.
 
Securing The Cloud
Securing The CloudSecuring The Cloud
Securing The Cloudgeorge.james
 
Security issues associated with big data in cloud
Security issues associated  with big data in cloudSecurity issues associated  with big data in cloud
Security issues associated with big data in cloud
sornalathaNatarajan
 
Realizing the Value of Social: Evolving from Social Media to Customer Experience
Realizing the Value of Social: Evolving from Social Media to Customer ExperienceRealizing the Value of Social: Evolving from Social Media to Customer Experience
Realizing the Value of Social: Evolving from Social Media to Customer Experience
Tata Consultancy Services
 
Corporate & Regulatory Compliance Boot Camp - Data Privacy Compliance
Corporate & Regulatory Compliance Boot Camp - Data Privacy ComplianceCorporate & Regulatory Compliance Boot Camp - Data Privacy Compliance
Corporate & Regulatory Compliance Boot Camp - Data Privacy Compliance
Financial Poise
 
Secure web application by jayed hossain jibon
Secure web application by jayed hossain jibonSecure web application by jayed hossain jibon
Secure web application by jayed hossain jibon
Jayed Hossain Jibon
 
Fight data gravity with event-driven architectures
Fight data gravity with event-driven architecturesFight data gravity with event-driven architectures
Fight data gravity with event-driven architectures
Matteo Ferroni
 
1. introduction to_cloud_services_architecture
1. introduction to_cloud_services_architecture1. introduction to_cloud_services_architecture
1. introduction to_cloud_services_architecture
Cloud Genius
 
Audit Log Protection: Avoiding a False Sense of Security
Audit Log Protection: Avoiding a False Sense of SecurityAudit Log Protection: Avoiding a False Sense of Security
Audit Log Protection: Avoiding a False Sense of Security
Nbukhari
 

What's hot (19)

Big data security challenges and recommendations!
Big data security challenges and recommendations!Big data security challenges and recommendations!
Big data security challenges and recommendations!
 
Security bigdata
Security bigdataSecurity bigdata
Security bigdata
 
Block chain
Block chainBlock chain
Block chain
 
2010 07 BSidesLV Mobilizing The PCI Resistance 1c
2010 07 BSidesLV Mobilizing The PCI Resistance 1c2010 07 BSidesLV Mobilizing The PCI Resistance 1c
2010 07 BSidesLV Mobilizing The PCI Resistance 1c
 
Blockchains and the IoT
Blockchains and the IoTBlockchains and the IoT
Blockchains and the IoT
 
identity based encryption transformation for flexible sharing of encrypted da...
identity based encryption transformation for flexible sharing of encrypted da...identity based encryption transformation for flexible sharing of encrypted da...
identity based encryption transformation for flexible sharing of encrypted da...
 
encryptedDB
encryptedDBencryptedDB
encryptedDB
 
Ieeepro techno solutions 2014 ieee java project - decentralized access cont...
Ieeepro techno solutions   2014 ieee java project - decentralized access cont...Ieeepro techno solutions   2014 ieee java project - decentralized access cont...
Ieeepro techno solutions 2014 ieee java project - decentralized access cont...
 
Permissioned v. Permissionless Blockchain 10XTS
Permissioned v. Permissionless Blockchain 10XTSPermissioned v. Permissionless Blockchain 10XTS
Permissioned v. Permissionless Blockchain 10XTS
 
Slides for CC & IAAS
Slides for CC & IAASSlides for CC & IAAS
Slides for CC & IAAS
 
Tackling the GDPR Dell EMC Index Engines Webinar
Tackling the GDPR Dell EMC Index Engines WebinarTackling the GDPR Dell EMC Index Engines Webinar
Tackling the GDPR Dell EMC Index Engines Webinar
 
Securing The Cloud
Securing The CloudSecuring The Cloud
Securing The Cloud
 
Security issues associated with big data in cloud
Security issues associated  with big data in cloudSecurity issues associated  with big data in cloud
Security issues associated with big data in cloud
 
Realizing the Value of Social: Evolving from Social Media to Customer Experience
Realizing the Value of Social: Evolving from Social Media to Customer ExperienceRealizing the Value of Social: Evolving from Social Media to Customer Experience
Realizing the Value of Social: Evolving from Social Media to Customer Experience
 
Corporate & Regulatory Compliance Boot Camp - Data Privacy Compliance
Corporate & Regulatory Compliance Boot Camp - Data Privacy ComplianceCorporate & Regulatory Compliance Boot Camp - Data Privacy Compliance
Corporate & Regulatory Compliance Boot Camp - Data Privacy Compliance
 
Secure web application by jayed hossain jibon
Secure web application by jayed hossain jibonSecure web application by jayed hossain jibon
Secure web application by jayed hossain jibon
 
Fight data gravity with event-driven architectures
Fight data gravity with event-driven architecturesFight data gravity with event-driven architectures
Fight data gravity with event-driven architectures
 
1. introduction to_cloud_services_architecture
1. introduction to_cloud_services_architecture1. introduction to_cloud_services_architecture
1. introduction to_cloud_services_architecture
 
Audit Log Protection: Avoiding a False Sense of Security
Audit Log Protection: Avoiding a False Sense of SecurityAudit Log Protection: Avoiding a False Sense of Security
Audit Log Protection: Avoiding a False Sense of Security
 

Viewers also liked

Integração SAP com Plataformas 100% OpenSource
Integração SAP com Plataformas 100% OpenSourceIntegração SAP com Plataformas 100% OpenSource
Integração SAP com Plataformas 100% OpenSource
WSO2
 
Webinar: Message Tracing and Debugging in WSO2 Enterprise Service Bus
Webinar: Message Tracing and Debugging in WSO2 Enterprise Service BusWebinar: Message Tracing and Debugging in WSO2 Enterprise Service Bus
Webinar: Message Tracing and Debugging in WSO2 Enterprise Service Bus
WSO2
 
Enhanced Developer Experience with WSO2 Enterprise Service Bus Tooling
Enhanced Developer Experience with WSO2 Enterprise Service Bus ToolingEnhanced Developer Experience with WSO2 Enterprise Service Bus Tooling
Enhanced Developer Experience with WSO2 Enterprise Service Bus Tooling
WSO2
 
WSO2 Product Release Webinar: WSO2 Identity Server 5.2.0
WSO2 Product Release Webinar: WSO2 Identity Server 5.2.0WSO2 Product Release Webinar: WSO2 Identity Server 5.2.0
WSO2 Product Release Webinar: WSO2 Identity Server 5.2.0
WSO2
 
Solution Architecture Patterns for Digital Transformation
Solution Architecture Patterns for Digital TransformationSolution Architecture Patterns for Digital Transformation
Solution Architecture Patterns for Digital Transformation
WSO2
 
Application Security - Your Success Depends on it
Application Security - Your Success Depends on itApplication Security - Your Success Depends on it
Application Security - Your Success Depends on it
WSO2
 
Detecção de Fraudes em Licitações Usando Batch Analytics com WSO2
Detecção de Fraudes em Licitações Usando Batch Analytics com WSO2Detecção de Fraudes em Licitações Usando Batch Analytics com WSO2
Detecção de Fraudes em Licitações Usando Batch Analytics com WSO2
WSO2
 
WSO2Con USA 2017: Identity Solution Patterns
WSO2Con USA 2017: Identity Solution PatternsWSO2Con USA 2017: Identity Solution Patterns
WSO2Con USA 2017: Identity Solution Patterns
WSO2
 
WSO2Con USA 2017: Introduction to Security: End-to-End Identity Management
WSO2Con USA 2017: Introduction to Security: End-to-End Identity ManagementWSO2Con USA 2017: Introduction to Security: End-to-End Identity Management
WSO2Con USA 2017: Introduction to Security: End-to-End Identity Management
WSO2
 
Identity Management for Web Application Developers
Identity Management for Web Application DevelopersIdentity Management for Web Application Developers
Identity Management for Web Application Developers
WSO2
 
WSO2Con USA 2017: Implementing a Modern API Management Solution that Benefits...
WSO2Con USA 2017: Implementing a Modern API Management Solution that Benefits...WSO2Con USA 2017: Implementing a Modern API Management Solution that Benefits...
WSO2Con USA 2017: Implementing a Modern API Management Solution that Benefits...
WSO2
 
WSO2Con USA 2017: Building a Secure Enterprise
WSO2Con USA 2017: Building a Secure EnterpriseWSO2Con USA 2017: Building a Secure Enterprise
WSO2Con USA 2017: Building a Secure Enterprise
WSO2
 
WSO2Con USA 2017: Positioning WSO2 for Quicker Uptake
WSO2Con USA 2017: Positioning WSO2 for Quicker UptakeWSO2Con USA 2017: Positioning WSO2 for Quicker Uptake
WSO2Con USA 2017: Positioning WSO2 for Quicker Uptake
WSO2
 
WSO2Con USA 2017: Building an Effective API Architecture
WSO2Con USA 2017: Building an Effective API ArchitectureWSO2Con USA 2017: Building an Effective API Architecture
WSO2Con USA 2017: Building an Effective API Architecture
WSO2
 
WSO2Con USA 2017: Building Enterprise Grade IoT Architectures for Digital Tra...
WSO2Con USA 2017: Building Enterprise Grade IoT Architectures for Digital Tra...WSO2Con USA 2017: Building Enterprise Grade IoT Architectures for Digital Tra...
WSO2Con USA 2017: Building Enterprise Grade IoT Architectures for Digital Tra...
WSO2
 
WSO2Con USA 2017: Managing Verifone’s New Payment Device “Carbon” with WSO2’s...
WSO2Con USA 2017: Managing Verifone’s New Payment Device “Carbon” with WSO2’s...WSO2Con USA 2017: Managing Verifone’s New Payment Device “Carbon” with WSO2’s...
WSO2Con USA 2017: Managing Verifone’s New Payment Device “Carbon” with WSO2’s...
WSO2
 
WSO2Con USA 2017: Scalable Real-time Complex Event Processing at Uber
WSO2Con USA 2017: Scalable Real-time Complex Event Processing at UberWSO2Con USA 2017: Scalable Real-time Complex Event Processing at Uber
WSO2Con USA 2017: Scalable Real-time Complex Event Processing at Uber
WSO2
 
Tracing Data Requirements
Tracing Data RequirementsTracing Data Requirements
Tracing Data Requirements
Declan Chellar
 

Viewers also liked (18)

Integração SAP com Plataformas 100% OpenSource
Integração SAP com Plataformas 100% OpenSourceIntegração SAP com Plataformas 100% OpenSource
Integração SAP com Plataformas 100% OpenSource
 
Webinar: Message Tracing and Debugging in WSO2 Enterprise Service Bus
Webinar: Message Tracing and Debugging in WSO2 Enterprise Service BusWebinar: Message Tracing and Debugging in WSO2 Enterprise Service Bus
Webinar: Message Tracing and Debugging in WSO2 Enterprise Service Bus
 
Enhanced Developer Experience with WSO2 Enterprise Service Bus Tooling
Enhanced Developer Experience with WSO2 Enterprise Service Bus ToolingEnhanced Developer Experience with WSO2 Enterprise Service Bus Tooling
Enhanced Developer Experience with WSO2 Enterprise Service Bus Tooling
 
WSO2 Product Release Webinar: WSO2 Identity Server 5.2.0
WSO2 Product Release Webinar: WSO2 Identity Server 5.2.0WSO2 Product Release Webinar: WSO2 Identity Server 5.2.0
WSO2 Product Release Webinar: WSO2 Identity Server 5.2.0
 
Solution Architecture Patterns for Digital Transformation
Solution Architecture Patterns for Digital TransformationSolution Architecture Patterns for Digital Transformation
Solution Architecture Patterns for Digital Transformation
 
Application Security - Your Success Depends on it
Application Security - Your Success Depends on itApplication Security - Your Success Depends on it
Application Security - Your Success Depends on it
 
Detecção de Fraudes em Licitações Usando Batch Analytics com WSO2
Detecção de Fraudes em Licitações Usando Batch Analytics com WSO2Detecção de Fraudes em Licitações Usando Batch Analytics com WSO2
Detecção de Fraudes em Licitações Usando Batch Analytics com WSO2
 
WSO2Con USA 2017: Identity Solution Patterns
WSO2Con USA 2017: Identity Solution PatternsWSO2Con USA 2017: Identity Solution Patterns
WSO2Con USA 2017: Identity Solution Patterns
 
WSO2Con USA 2017: Introduction to Security: End-to-End Identity Management
WSO2Con USA 2017: Introduction to Security: End-to-End Identity ManagementWSO2Con USA 2017: Introduction to Security: End-to-End Identity Management
WSO2Con USA 2017: Introduction to Security: End-to-End Identity Management
 
Identity Management for Web Application Developers
Identity Management for Web Application DevelopersIdentity Management for Web Application Developers
Identity Management for Web Application Developers
 
WSO2Con USA 2017: Implementing a Modern API Management Solution that Benefits...
WSO2Con USA 2017: Implementing a Modern API Management Solution that Benefits...WSO2Con USA 2017: Implementing a Modern API Management Solution that Benefits...
WSO2Con USA 2017: Implementing a Modern API Management Solution that Benefits...
 
WSO2Con USA 2017: Building a Secure Enterprise
WSO2Con USA 2017: Building a Secure EnterpriseWSO2Con USA 2017: Building a Secure Enterprise
WSO2Con USA 2017: Building a Secure Enterprise
 
WSO2Con USA 2017: Positioning WSO2 for Quicker Uptake
WSO2Con USA 2017: Positioning WSO2 for Quicker UptakeWSO2Con USA 2017: Positioning WSO2 for Quicker Uptake
WSO2Con USA 2017: Positioning WSO2 for Quicker Uptake
 
WSO2Con USA 2017: Building an Effective API Architecture
WSO2Con USA 2017: Building an Effective API ArchitectureWSO2Con USA 2017: Building an Effective API Architecture
WSO2Con USA 2017: Building an Effective API Architecture
 
WSO2Con USA 2017: Building Enterprise Grade IoT Architectures for Digital Tra...
WSO2Con USA 2017: Building Enterprise Grade IoT Architectures for Digital Tra...WSO2Con USA 2017: Building Enterprise Grade IoT Architectures for Digital Tra...
WSO2Con USA 2017: Building Enterprise Grade IoT Architectures for Digital Tra...
 
WSO2Con USA 2017: Managing Verifone’s New Payment Device “Carbon” with WSO2’s...
WSO2Con USA 2017: Managing Verifone’s New Payment Device “Carbon” with WSO2’s...WSO2Con USA 2017: Managing Verifone’s New Payment Device “Carbon” with WSO2’s...
WSO2Con USA 2017: Managing Verifone’s New Payment Device “Carbon” with WSO2’s...
 
WSO2Con USA 2017: Scalable Real-time Complex Event Processing at Uber
WSO2Con USA 2017: Scalable Real-time Complex Event Processing at UberWSO2Con USA 2017: Scalable Real-time Complex Event Processing at Uber
WSO2Con USA 2017: Scalable Real-time Complex Event Processing at Uber
 
Tracing Data Requirements
Tracing Data RequirementsTracing Data Requirements
Tracing Data Requirements
 

Similar to Dealing with Common Data Requirements in Your Enterprise

BI Masterclass slides (Reference Architecture v3)
BI Masterclass slides (Reference Architecture v3)BI Masterclass slides (Reference Architecture v3)
BI Masterclass slides (Reference Architecture v3)
Syaifuddin Ismail
 
Pysyvästi laadukasta masterdataa SmartMDM:n avulla
Pysyvästi laadukasta masterdataa SmartMDM:n avullaPysyvästi laadukasta masterdataa SmartMDM:n avulla
Pysyvästi laadukasta masterdataa SmartMDM:n avulla
Bilot
 
KASHTECH AND DENODO: ROI and Economic Value of Data Virtualization
KASHTECH AND DENODO: ROI and Economic Value of Data VirtualizationKASHTECH AND DENODO: ROI and Economic Value of Data Virtualization
KASHTECH AND DENODO: ROI and Economic Value of Data Virtualization
Denodo
 
Thought leadership Oct2015 selfserve
Thought leadership Oct2015 selfserveThought leadership Oct2015 selfserve
Thought leadership Oct2015 selfserveRon Krzoska
 
Data Virtualization: Introduction and Business Value (UK)
Data Virtualization: Introduction and Business Value (UK)Data Virtualization: Introduction and Business Value (UK)
Data Virtualization: Introduction and Business Value (UK)
Denodo
 
How a Logical Data Fabric Enhances the Customer 360 View
How a Logical Data Fabric Enhances the Customer 360 ViewHow a Logical Data Fabric Enhances the Customer 360 View
How a Logical Data Fabric Enhances the Customer 360 View
Denodo
 
Klarna Tech Talk - Mind the Data!
Klarna Tech Talk - Mind the Data!Klarna Tech Talk - Mind the Data!
Klarna Tech Talk - Mind the Data!Jeffrey T. Pollock
 
Why Data Virtualization? An Introduction by Denodo
Why Data Virtualization? An Introduction by DenodoWhy Data Virtualization? An Introduction by Denodo
Why Data Virtualization? An Introduction by Denodo
Justo Hidalgo
 
Business Analytics Paradigm Change
Business Analytics Paradigm ChangeBusiness Analytics Paradigm Change
Business Analytics Paradigm Change
Dmitry Anoshin
 
Advanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data VirtualizationAdvanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data Virtualization
Denodo
 
Enabling Next Gen Analytics with Azure Data Lake and StreamSets
Enabling Next Gen Analytics with Azure Data Lake and StreamSetsEnabling Next Gen Analytics with Azure Data Lake and StreamSets
Enabling Next Gen Analytics with Azure Data Lake and StreamSets
Streamsets Inc.
 
Bhawani prasad mdm-cdh-methodology
Bhawani prasad mdm-cdh-methodologyBhawani prasad mdm-cdh-methodology
Bhawani prasad mdm-cdh-methodology
Bhawani N Prasad
 
Denodo Partner Connect: A Review of the Top 5 Differentiated Use Cases for th...
Denodo Partner Connect: A Review of the Top 5 Differentiated Use Cases for th...Denodo Partner Connect: A Review of the Top 5 Differentiated Use Cases for th...
Denodo Partner Connect: A Review of the Top 5 Differentiated Use Cases for th...
Denodo
 
ADV Slides: Data Pipelines in the Enterprise and Comparison
ADV Slides: Data Pipelines in the Enterprise and ComparisonADV Slides: Data Pipelines in the Enterprise and Comparison
ADV Slides: Data Pipelines in the Enterprise and Comparison
DATAVERSITY
 
Service generated big data and big data-as-a-service
Service generated big data and big data-as-a-serviceService generated big data and big data-as-a-service
Service generated big data and big data-as-a-service
JYOTIR MOY
 
Maximizing Your Data’s Potential: DOTs & DPWs Edition
Maximizing Your Data’s Potential: DOTs & DPWs EditionMaximizing Your Data’s Potential: DOTs & DPWs Edition
Maximizing Your Data’s Potential: DOTs & DPWs Edition
Safe Software
 
Relevant Pension Portalv4
Relevant Pension Portalv4Relevant Pension Portalv4
Relevant Pension Portalv4
ebstlr
 
Big Data Application Architectures - Fraud Detection
Big Data Application Architectures - Fraud DetectionBig Data Application Architectures - Fraud Detection
Big Data Application Architectures - Fraud Detection
DataWorks Summit/Hadoop Summit
 
Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)
Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)
Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)
Denodo
 
Building a Single Logical Data Lake: For Advanced Analytics, Data Science, an...
Building a Single Logical Data Lake: For Advanced Analytics, Data Science, an...Building a Single Logical Data Lake: For Advanced Analytics, Data Science, an...
Building a Single Logical Data Lake: For Advanced Analytics, Data Science, an...
Denodo
 

Similar to Dealing with Common Data Requirements in Your Enterprise (20)

BI Masterclass slides (Reference Architecture v3)
BI Masterclass slides (Reference Architecture v3)BI Masterclass slides (Reference Architecture v3)
BI Masterclass slides (Reference Architecture v3)
 
Pysyvästi laadukasta masterdataa SmartMDM:n avulla
Pysyvästi laadukasta masterdataa SmartMDM:n avullaPysyvästi laadukasta masterdataa SmartMDM:n avulla
Pysyvästi laadukasta masterdataa SmartMDM:n avulla
 
KASHTECH AND DENODO: ROI and Economic Value of Data Virtualization
KASHTECH AND DENODO: ROI and Economic Value of Data VirtualizationKASHTECH AND DENODO: ROI and Economic Value of Data Virtualization
KASHTECH AND DENODO: ROI and Economic Value of Data Virtualization
 
Thought leadership Oct2015 selfserve
Thought leadership Oct2015 selfserveThought leadership Oct2015 selfserve
Thought leadership Oct2015 selfserve
 
Data Virtualization: Introduction and Business Value (UK)
Data Virtualization: Introduction and Business Value (UK)Data Virtualization: Introduction and Business Value (UK)
Data Virtualization: Introduction and Business Value (UK)
 
How a Logical Data Fabric Enhances the Customer 360 View
How a Logical Data Fabric Enhances the Customer 360 ViewHow a Logical Data Fabric Enhances the Customer 360 View
How a Logical Data Fabric Enhances the Customer 360 View
 
Klarna Tech Talk - Mind the Data!
Klarna Tech Talk - Mind the Data!Klarna Tech Talk - Mind the Data!
Klarna Tech Talk - Mind the Data!
 
Why Data Virtualization? An Introduction by Denodo
Why Data Virtualization? An Introduction by DenodoWhy Data Virtualization? An Introduction by Denodo
Why Data Virtualization? An Introduction by Denodo
 
Business Analytics Paradigm Change
Business Analytics Paradigm ChangeBusiness Analytics Paradigm Change
Business Analytics Paradigm Change
 
Advanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data VirtualizationAdvanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data Virtualization
 
Enabling Next Gen Analytics with Azure Data Lake and StreamSets
Enabling Next Gen Analytics with Azure Data Lake and StreamSetsEnabling Next Gen Analytics with Azure Data Lake and StreamSets
Enabling Next Gen Analytics with Azure Data Lake and StreamSets
 
Bhawani prasad mdm-cdh-methodology
Bhawani prasad mdm-cdh-methodologyBhawani prasad mdm-cdh-methodology
Bhawani prasad mdm-cdh-methodology
 
Denodo Partner Connect: A Review of the Top 5 Differentiated Use Cases for th...
Denodo Partner Connect: A Review of the Top 5 Differentiated Use Cases for th...Denodo Partner Connect: A Review of the Top 5 Differentiated Use Cases for th...
Denodo Partner Connect: A Review of the Top 5 Differentiated Use Cases for th...
 
ADV Slides: Data Pipelines in the Enterprise and Comparison
ADV Slides: Data Pipelines in the Enterprise and ComparisonADV Slides: Data Pipelines in the Enterprise and Comparison
ADV Slides: Data Pipelines in the Enterprise and Comparison
 
Service generated big data and big data-as-a-service
Service generated big data and big data-as-a-serviceService generated big data and big data-as-a-service
Service generated big data and big data-as-a-service
 
Maximizing Your Data’s Potential: DOTs & DPWs Edition
Maximizing Your Data’s Potential: DOTs & DPWs EditionMaximizing Your Data’s Potential: DOTs & DPWs Edition
Maximizing Your Data’s Potential: DOTs & DPWs Edition
 
Relevant Pension Portalv4
Relevant Pension Portalv4Relevant Pension Portalv4
Relevant Pension Portalv4
 
Big Data Application Architectures - Fraud Detection
Big Data Application Architectures - Fraud DetectionBig Data Application Architectures - Fraud Detection
Big Data Application Architectures - Fraud Detection
 
Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)
Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)
Rethink Your 2021 Data Management Strategy with Data Virtualization (ASEAN)
 
Building a Single Logical Data Lake: For Advanced Analytics, Data Science, an...
Building a Single Logical Data Lake: For Advanced Analytics, Data Science, an...Building a Single Logical Data Lake: For Advanced Analytics, Data Science, an...
Building a Single Logical Data Lake: For Advanced Analytics, Data Science, an...
 

More from WSO2

Accelerate Enterprise Software Engineering with Platformless
Accelerate Enterprise Software Engineering with PlatformlessAccelerate Enterprise Software Engineering with Platformless
Accelerate Enterprise Software Engineering with Platformless
WSO2
 
WSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital Transformation
WSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital TransformationWSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital Transformation
WSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital Transformation
WSO2
 
architecting-ai-in-the-enterprise-apis-and-applications.pdf
architecting-ai-in-the-enterprise-apis-and-applications.pdfarchitecting-ai-in-the-enterprise-apis-and-applications.pdf
architecting-ai-in-the-enterprise-apis-and-applications.pdf
WSO2
 
Driving Innovation: Scania's API Revolution with WSO2
Driving Innovation: Scania's API Revolution with WSO2Driving Innovation: Scania's API Revolution with WSO2
Driving Innovation: Scania's API Revolution with WSO2
WSO2
 
Less Is More: Utilizing Ballerina to Architect a Cloud Data Platform
Less Is More: Utilizing Ballerina to Architect a Cloud Data PlatformLess Is More: Utilizing Ballerina to Architect a Cloud Data Platform
Less Is More: Utilizing Ballerina to Architect a Cloud Data Platform
WSO2
 
Modernizing Legacy Systems Using Ballerina
Modernizing Legacy Systems Using BallerinaModernizing Legacy Systems Using Ballerina
Modernizing Legacy Systems Using Ballerina
WSO2
 
WSO2CON 2024 - Unlocking the Identity: Embracing CIAM 2.0 for a Competitive A...
WSO2CON 2024 - Unlocking the Identity: Embracing CIAM 2.0 for a Competitive A...WSO2CON 2024 - Unlocking the Identity: Embracing CIAM 2.0 for a Competitive A...
WSO2CON 2024 - Unlocking the Identity: Embracing CIAM 2.0 for a Competitive A...
WSO2
 
WSO2CON 2024 Slides - Unlocking Value with AI
WSO2CON 2024 Slides - Unlocking Value with AIWSO2CON 2024 Slides - Unlocking Value with AI
WSO2CON 2024 Slides - Unlocking Value with AI
WSO2
 
Platformless Horizons for Digital Adaptability
Platformless Horizons for Digital AdaptabilityPlatformless Horizons for Digital Adaptability
Platformless Horizons for Digital Adaptability
WSO2
 
Quantum Leap in Next-Generation Computing
Quantum Leap in Next-Generation ComputingQuantum Leap in Next-Generation Computing
Quantum Leap in Next-Generation Computing
WSO2
 
WSO2CON 2024 - Elevating the Integration Game to the Cloud
WSO2CON 2024 - Elevating the Integration Game to the CloudWSO2CON 2024 - Elevating the Integration Game to the Cloud
WSO2CON 2024 - Elevating the Integration Game to the Cloud
WSO2
 
WSO2CON 2024 - OSU & WSO2: A Decade Journey in Integration & Innovation
WSO2CON 2024 - OSU & WSO2: A Decade Journey in Integration & InnovationWSO2CON 2024 - OSU & WSO2: A Decade Journey in Integration & Innovation
WSO2CON 2024 - OSU & WSO2: A Decade Journey in Integration & Innovation
WSO2
 
WSO2CON 2024 - Freedom First—Unleashing Developer Potential with Open Source
WSO2CON 2024 - Freedom First—Unleashing Developer Potential with Open SourceWSO2CON 2024 - Freedom First—Unleashing Developer Potential with Open Source
WSO2CON 2024 - Freedom First—Unleashing Developer Potential with Open Source
WSO2
 
WSO2CON 2024 Slides - Open Source to SaaS
WSO2CON 2024 Slides - Open Source to SaaSWSO2CON 2024 Slides - Open Source to SaaS
WSO2CON 2024 Slides - Open Source to SaaS
WSO2
 
WSO2CON 2024 - Does Open Source Still Matter?
WSO2CON 2024 - Does Open Source Still Matter?WSO2CON 2024 - Does Open Source Still Matter?
WSO2CON 2024 - Does Open Source Still Matter?
WSO2
 
WSO2CON 2024 - IoT Needs CIAM: The Importance of Centralized IAM in a Growing...
WSO2CON 2024 - IoT Needs CIAM: The Importance of Centralized IAM in a Growing...WSO2CON 2024 - IoT Needs CIAM: The Importance of Centralized IAM in a Growing...
WSO2CON 2024 - IoT Needs CIAM: The Importance of Centralized IAM in a Growing...
WSO2
 
WSO2CON 2024 - WSO2's Digital Transformation Journey with Choreo: A Platforml...
WSO2CON 2024 - WSO2's Digital Transformation Journey with Choreo: A Platforml...WSO2CON 2024 - WSO2's Digital Transformation Journey with Choreo: A Platforml...
WSO2CON 2024 - WSO2's Digital Transformation Journey with Choreo: A Platforml...
WSO2
 
WSO2CON 2024 - Software Engineering for Digital Businesses
WSO2CON 2024 - Software Engineering for Digital BusinessesWSO2CON 2024 - Software Engineering for Digital Businesses
WSO2CON 2024 - Software Engineering for Digital Businesses
WSO2
 
WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...
WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...
WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...
WSO2
 
WSO2CON 2024 - Designing Event-Driven Enterprises: Stories of Transformation
WSO2CON 2024 - Designing Event-Driven Enterprises: Stories of TransformationWSO2CON 2024 - Designing Event-Driven Enterprises: Stories of Transformation
WSO2CON 2024 - Designing Event-Driven Enterprises: Stories of Transformation
WSO2
 

More from WSO2 (20)

Accelerate Enterprise Software Engineering with Platformless
Accelerate Enterprise Software Engineering with PlatformlessAccelerate Enterprise Software Engineering with Platformless
Accelerate Enterprise Software Engineering with Platformless
 
WSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital Transformation
WSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital TransformationWSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital Transformation
WSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital Transformation
 
architecting-ai-in-the-enterprise-apis-and-applications.pdf
architecting-ai-in-the-enterprise-apis-and-applications.pdfarchitecting-ai-in-the-enterprise-apis-and-applications.pdf
architecting-ai-in-the-enterprise-apis-and-applications.pdf
 
Driving Innovation: Scania's API Revolution with WSO2
Driving Innovation: Scania's API Revolution with WSO2Driving Innovation: Scania's API Revolution with WSO2
Driving Innovation: Scania's API Revolution with WSO2
 
Less Is More: Utilizing Ballerina to Architect a Cloud Data Platform
Less Is More: Utilizing Ballerina to Architect a Cloud Data PlatformLess Is More: Utilizing Ballerina to Architect a Cloud Data Platform
Less Is More: Utilizing Ballerina to Architect a Cloud Data Platform
 
Modernizing Legacy Systems Using Ballerina
Modernizing Legacy Systems Using BallerinaModernizing Legacy Systems Using Ballerina
Modernizing Legacy Systems Using Ballerina
 
WSO2CON 2024 - Unlocking the Identity: Embracing CIAM 2.0 for a Competitive A...
WSO2CON 2024 - Unlocking the Identity: Embracing CIAM 2.0 for a Competitive A...WSO2CON 2024 - Unlocking the Identity: Embracing CIAM 2.0 for a Competitive A...
WSO2CON 2024 - Unlocking the Identity: Embracing CIAM 2.0 for a Competitive A...
 
WSO2CON 2024 Slides - Unlocking Value with AI
WSO2CON 2024 Slides - Unlocking Value with AIWSO2CON 2024 Slides - Unlocking Value with AI
WSO2CON 2024 Slides - Unlocking Value with AI
 
Platformless Horizons for Digital Adaptability
Platformless Horizons for Digital AdaptabilityPlatformless Horizons for Digital Adaptability
Platformless Horizons for Digital Adaptability
 
Quantum Leap in Next-Generation Computing
Quantum Leap in Next-Generation ComputingQuantum Leap in Next-Generation Computing
Quantum Leap in Next-Generation Computing
 
WSO2CON 2024 - Elevating the Integration Game to the Cloud
WSO2CON 2024 - Elevating the Integration Game to the CloudWSO2CON 2024 - Elevating the Integration Game to the Cloud
WSO2CON 2024 - Elevating the Integration Game to the Cloud
 
WSO2CON 2024 - OSU & WSO2: A Decade Journey in Integration & Innovation
WSO2CON 2024 - OSU & WSO2: A Decade Journey in Integration & InnovationWSO2CON 2024 - OSU & WSO2: A Decade Journey in Integration & Innovation
WSO2CON 2024 - OSU & WSO2: A Decade Journey in Integration & Innovation
 
WSO2CON 2024 - Freedom First—Unleashing Developer Potential with Open Source
WSO2CON 2024 - Freedom First—Unleashing Developer Potential with Open SourceWSO2CON 2024 - Freedom First—Unleashing Developer Potential with Open Source
WSO2CON 2024 - Freedom First—Unleashing Developer Potential with Open Source
 
WSO2CON 2024 Slides - Open Source to SaaS
WSO2CON 2024 Slides - Open Source to SaaSWSO2CON 2024 Slides - Open Source to SaaS
WSO2CON 2024 Slides - Open Source to SaaS
 
WSO2CON 2024 - Does Open Source Still Matter?
WSO2CON 2024 - Does Open Source Still Matter?WSO2CON 2024 - Does Open Source Still Matter?
WSO2CON 2024 - Does Open Source Still Matter?
 
WSO2CON 2024 - IoT Needs CIAM: The Importance of Centralized IAM in a Growing...
WSO2CON 2024 - IoT Needs CIAM: The Importance of Centralized IAM in a Growing...WSO2CON 2024 - IoT Needs CIAM: The Importance of Centralized IAM in a Growing...
WSO2CON 2024 - IoT Needs CIAM: The Importance of Centralized IAM in a Growing...
 
WSO2CON 2024 - WSO2's Digital Transformation Journey with Choreo: A Platforml...
WSO2CON 2024 - WSO2's Digital Transformation Journey with Choreo: A Platforml...WSO2CON 2024 - WSO2's Digital Transformation Journey with Choreo: A Platforml...
WSO2CON 2024 - WSO2's Digital Transformation Journey with Choreo: A Platforml...
 
WSO2CON 2024 - Software Engineering for Digital Businesses
WSO2CON 2024 - Software Engineering for Digital BusinessesWSO2CON 2024 - Software Engineering for Digital Businesses
WSO2CON 2024 - Software Engineering for Digital Businesses
 
WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...
WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...
WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...
 
WSO2CON 2024 - Designing Event-Driven Enterprises: Stories of Transformation
WSO2CON 2024 - Designing Event-Driven Enterprises: Stories of TransformationWSO2CON 2024 - Designing Event-Driven Enterprises: Stories of Transformation
WSO2CON 2024 - Designing Event-Driven Enterprises: Stories of Transformation
 

Recently uploaded

The Art of the Pitch: WordPress Relationships and Sales
The Art of the Pitch: WordPress Relationships and SalesThe Art of the Pitch: WordPress Relationships and Sales
The Art of the Pitch: WordPress Relationships and Sales
Laura Byrne
 
How world-class product teams are winning in the AI era by CEO and Founder, P...
How world-class product teams are winning in the AI era by CEO and Founder, P...How world-class product teams are winning in the AI era by CEO and Founder, P...
How world-class product teams are winning in the AI era by CEO and Founder, P...
Product School
 
Epistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI supportEpistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI support
Alan Dix
 
Neuro-symbolic is not enough, we need neuro-*semantic*
Neuro-symbolic is not enough, we need neuro-*semantic*Neuro-symbolic is not enough, we need neuro-*semantic*
Neuro-symbolic is not enough, we need neuro-*semantic*
Frank van Harmelen
 
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered QualitySoftware Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Inflectra
 
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdfFIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance
 
Mission to Decommission: Importance of Decommissioning Products to Increase E...
Mission to Decommission: Importance of Decommissioning Products to Increase E...Mission to Decommission: Importance of Decommissioning Products to Increase E...
Mission to Decommission: Importance of Decommissioning Products to Increase E...
Product School
 
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
James Anderson
 
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Product School
 
GraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge GraphGraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge Graph
Guy Korland
 
UiPath Test Automation using UiPath Test Suite series, part 3
UiPath Test Automation using UiPath Test Suite series, part 3UiPath Test Automation using UiPath Test Suite series, part 3
UiPath Test Automation using UiPath Test Suite series, part 3
DianaGray10
 
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdfFIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
FIDO Alliance
 
JMeter webinar - integration with InfluxDB and Grafana
JMeter webinar - integration with InfluxDB and GrafanaJMeter webinar - integration with InfluxDB and Grafana
JMeter webinar - integration with InfluxDB and Grafana
RTTS
 
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdfFIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
FIDO Alliance
 
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...
DanBrown980551
 
Key Trends Shaping the Future of Infrastructure.pdf
Key Trends Shaping the Future of Infrastructure.pdfKey Trends Shaping the Future of Infrastructure.pdf
Key Trends Shaping the Future of Infrastructure.pdf
Cheryl Hung
 
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
Product School
 
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...
Ramesh Iyer
 
To Graph or Not to Graph Knowledge Graph Architectures and LLMs
To Graph or Not to Graph Knowledge Graph Architectures and LLMsTo Graph or Not to Graph Knowledge Graph Architectures and LLMs
To Graph or Not to Graph Knowledge Graph Architectures and LLMs
Paul Groth
 
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
UiPathCommunity
 

Recently uploaded (20)

The Art of the Pitch: WordPress Relationships and Sales
The Art of the Pitch: WordPress Relationships and SalesThe Art of the Pitch: WordPress Relationships and Sales
The Art of the Pitch: WordPress Relationships and Sales
 
How world-class product teams are winning in the AI era by CEO and Founder, P...
How world-class product teams are winning in the AI era by CEO and Founder, P...How world-class product teams are winning in the AI era by CEO and Founder, P...
How world-class product teams are winning in the AI era by CEO and Founder, P...
 
Epistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI supportEpistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI support
 
Neuro-symbolic is not enough, we need neuro-*semantic*
Neuro-symbolic is not enough, we need neuro-*semantic*Neuro-symbolic is not enough, we need neuro-*semantic*
Neuro-symbolic is not enough, we need neuro-*semantic*
 
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered QualitySoftware Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
 
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdfFIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
 
Mission to Decommission: Importance of Decommissioning Products to Increase E...
Mission to Decommission: Importance of Decommissioning Products to Increase E...Mission to Decommission: Importance of Decommissioning Products to Increase E...
Mission to Decommission: Importance of Decommissioning Products to Increase E...
 
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
 
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
 
GraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge GraphGraphRAG is All You need? LLM & Knowledge Graph
GraphRAG is All You need? LLM & Knowledge Graph
 
UiPath Test Automation using UiPath Test Suite series, part 3
UiPath Test Automation using UiPath Test Suite series, part 3UiPath Test Automation using UiPath Test Suite series, part 3
UiPath Test Automation using UiPath Test Suite series, part 3
 
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdfFIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
 
JMeter webinar - integration with InfluxDB and Grafana
JMeter webinar - integration with InfluxDB and GrafanaJMeter webinar - integration with InfluxDB and Grafana
JMeter webinar - integration with InfluxDB and Grafana
 
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdfFIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
 
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...
 
Key Trends Shaping the Future of Infrastructure.pdf
Key Trends Shaping the Future of Infrastructure.pdfKey Trends Shaping the Future of Infrastructure.pdf
Key Trends Shaping the Future of Infrastructure.pdf
 
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
De-mystifying Zero to One: Design Informed Techniques for Greenfield Innovati...
 
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...
 
To Graph or Not to Graph Knowledge Graph Architectures and LLMs
To Graph or Not to Graph Knowledge Graph Architectures and LLMsTo Graph or Not to Graph Knowledge Graph Architectures and LLMs
To Graph or Not to Graph Knowledge Graph Architectures and LLMs
 
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
 

Dealing with Common Data Requirements in Your Enterprise

  • 1. Dealing with Common Data Requirements in your Enterprise Nipun Suwandaratna Senior Solutions Engineer - WSO2 WSO2 Solution Architecture Best Practices Webinar Series - 2016
  • 2. Agenda ● Organizational Data ● Common Data Challenges of Modern Organizations ● Integrating with Different Messaging Infrastructures ● Data Services ● Data Analytics & Visualization ● High Availability ● Q&A
  • 5. Modern Data Ecosystem External Systems External Users
  • 6. Organizational Data ● Master data Eg: Customer data, employee records, Supplier details, Product related data etc. ● Transactional data The data that master data participates in… transactions, discounts on bills etc. (changes constantly) ● Meta-data Data about data
  • 7. Common Data Challenges Organizations Face ● Work with multiple Data Transports and Data Formats ● Data Transformation and Validation ● Exposing data as services ● Secure and managed data access ● Federated data stores ● Data/Entity Aggregation ● Data Analytics ● Visualization of Data
  • 8. Data Transports & Formats Formats of data, their storage and transport mechanisms vary among different systems ● Transports: HTTP, HTTPS, FTPS, SFTP, TCP, UDP, WebSocket, POP, IMAP, SMTP, JMS, AMQP, MQTT ● Formats & protocols: JSON, XML, SOAP, WS-*, HTML, EDI, HL7,Text, JPEG, MP4, binary formats
  • 10. Integrating with Messaging Infrastructures
  • 11. Message Transformation ● Protocol and Format conversion and Message Translation ○ eg: SOAP to REST and XML to JSON and translate the output from one system to match the input format required by the other system ● Enrich Content ○ eg: Add or remove data fields; may require accessing a separate data source ● Wrap Content ○ eg: Include additional message header fields or encryption source to query required data ● Data Validation ○ eg: Validate input data against a schema
  • 13. Message Transformation Example Protocol / Content-Type Conversion
  • 15. Exposing Data-As-Services Why ? ● Decouple data from the infrastructure and the data sources and expose them through standard web services interfaces. ● Ability to incorporate multiple data sources/entities into a single data model (Data Federation)
  • 16. Secure & Managed Data Access ● Transport and Application level security ● Authentication, authorization, confidentiality, integrity and encryption - with HTTP(S) Basic Auth, WS-Security, WS-Trust, WS-SecureConversation, WS-Policy, WS-Policy Attachment and WS-SecurityPolicy ● Authorization deals with defining who can access what ● Role based access control ● Fine-grained authorization with XACML ● Throttling access to data
  • 17. Federated Data Stores ● Expose data from multiple data sources through a single service ● Facilitates entity aggregation
  • 19. WSO2 Data Services Features Ref: http://wso2.com/products/data-services-server/
  • 21. Data Analytics ● Batch Analytics Analyze a set of data collected over a period of time. Suitable for high volumes of data. ● Real-Time Analytics Continuous processing of input data in real time. Suitable for critical systems where immediate actions is required e.g: Flight radar systems ● Interactive Analytics Obtaining fast results on indexed data by executing ad-hoc queries ● Predictive Analytics Predict future events by analyzing historical and current data
  • 22. Big Data What is Big data ? “Big data is a term for data sets that are so large or complex that traditional data processing applications are inadequate to deal with them” - Ref: Wikipedia
  • 23. Big Data Analysis Why ? ● Make informed Business decisions - make decisions based on patterns emerging from analyzing historic data ● Improve customer experience - discover customer preferences, purchasing patterns and present the most relevant data ● Process Improvements - identify areas of the business process that needs improvement
  • 24. Big Data Analysis Example Better customer experience in airline seat reservation/allocation img ref: http://staticcontent.transat.com/airtransat/infovoyageurs/content/EN/seating-plan-a310-300(1).png
  • 25. Real Time Analytics ● Identify most meaningful events within an event cloud ● Analyze the impact ● Acts on them in real time
  • 26. Real Time Analytics Example City Transport Control System - Analyzing traffic, monitor movement of busses, generate alerts based on traffic, speed & route
  • 27. Predictive Analytics & Machine Learning Approaches: ● Machine Learning Machine learning is the science of getting computers to act without being explicitly programmed - http://online.stanford.edu/ ● Other approaches such as statistical modeling
  • 28. Predictive Analytics Example e-Commerce sites use predictive analytics to suggest the most relevant merchandize, increasing sales opportunity
  • 31. Data Visualization Contd. What is Data Visualization ? ● View data in a constructive and comprehensible format ● Facilitates interaction with data - drill into the data for visual analysis ● Detect patterns (e.g: sales patterns) that may go un-noticed unless data is properly visualized