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1© Cloudera, Inc. All rights reserved.
Matt Brandwein
@mattbrandwein @cloudera
The Journey to Success
with Big Data
2© Cloudera, Inc. All rights reserved.
Our relationship with data
is changing.
3© Cloudera, Inc. All rights reserved.
Data is now a strategic asset
Today, everything that can be
measured will be measured.
We all create data every day.
Machines create even more.
Today, data is the application.
We expect data to make our lives
better, but not at the cost of our
privacy.
Today, becoming data-driven is
a business imperative.
Competitive organizations
embrace agile methods.
Instrumentation Consumerization Experimentation
4© Cloudera, Inc. All rights reserved.
Data drives modern business, across industries
Increase conversion rates.
Improve product quality.
Optimize IT efficiency.
Secure the network (SIEM).
Assess risk, and detect fraud.
Retain data for compliance.
Build a 360° view of patient,
customer, employee, etc.
Grow share of wallet.
Reduce customer churn.
Customer and Channel Product and Service
Security, Risk, and
Compliance
Monetize data assets.
5© Cloudera, Inc. All rights reserved.
The journey is not easy.
6© Cloudera, Inc. All rights reserved.
60%
50%
90%
50%
By 2017,
By 2018,
of big data projects will fail to go beyond the pilot phase.
or fewer organizations will have made the cultural or
business model adjustments to benefit from big data.
of data lakes will be useless, with no business case.
of business ethics violations will be from improper
use of big data analytics.
Gartner “Predicts 2015: Big Data Challenges Move From Technology to the Organization” – November 2014
7© Cloudera, Inc. All rights reserved.
Assemble the right team.
Get the right architecture.
Adopt an agile approach.
8© Cloudera, Inc. All rights reserved.
Assemble the right team
IT
Ops, InfoSec, DBA, ETL
Data Team
BI, Analysts, Data Science
“Business” Users
Anyone
• Control costs while meeting SLAs.
• Maintain a secure environment.
• Deliver self-service where possible.
• Explore data and try new things.
• Use diverse analytic techniques.
• Need high performance and agility.
• Need insights at the right time, in real-time.
• Don’t have time or skills for advanced analysis.
• Results matter; what’s the business outcome?
Successful big data projects include representatives from all of the following groups:
9© Cloudera, Inc. All rights reserved.
Data
Sources
Data
Systems
Data
Access
Business
Analytics
Custom
Applications
Existing
Data
Databases
Operational
Applications
New Data
Limited Data
Inefficient to manage existing
data, let alone new data, while
maintaining performance at scale.
Data must be structured first.
Limited Insights
Power users struggle to analyze
complex data. Many users get
no data.
Hard to put insights into action.
Trust and Compliance
More data, more users, and
more tools create complexity.
Need to balance business agility
with security and governance.
Do we have the right architecture?
Traditional approaches
designed for structure:
• structured data
• structured analytics
• structured process
10© Cloudera, Inc. All rights reserved.
Introducing the enterprise data hub (EDH)
Powered by Apache Hadoop
A new way to work with data.
• One platform for unlimited data
• Unified, multi-framework data access
Cloudera delivers:
• Enterprise Security
• Data Governance
• Complete Management
• Open source, open standards
Security and Administration
Unlimited Storage
Process Discover Model Serve
Deployment
Flexibility
On-Premises
Appliances
Engineered Systems
Public Cloud
Private Cloud
Hybrid Cloud
11© Cloudera, Inc. All rights reserved.
Data
Sources
Data
Systems
Data
Access
Business
Analytics
Custom
Applications
Existing
Data
Databases
Operational
Applications
New Data
Enterprise Data Hub
Security and Administration
Unlimited Storage
Process Discover Model Serve
Manage Compliance
From risk due to regulations and
customer privacy concerns,
to trust in a secure and
compliant platform.
Unlock Value from Data
From analytics for some,
to insights for all.
Keep Unlimited Data
From disparate and limited views,
to unlimited information access.
Benefits of an enterprise data hub architecture
12© Cloudera, Inc. All rights reserved.
Adopt an agile approach
Collect, Create, Manage
unlimited data
Explore, Analyze
data in many ways
Operationalize
insights to drive action
• Inventory, prioritize, collect existing data.
• Identify new data sources that could be created.
• Instrument your physical and virtual assets.
• Start with single datasets. Connect, clean, and model.
• Enable deeper analysis and new self-service users.
• Move to multi-dataset and predictive analytics.
• Operationalize through existing BI tools and reports.
• Embed models in existing processes.
• Build new data-driven applications.
Successful big data projects break the process down into simple steps, and iterate:
13© Cloudera, Inc. All rights reserved.
Iterate to success
Real-time
ingest/serve
New data
sources
More complex
analysis
Add …
… over time
Collect, Create, Manage
unlimited data
Explore, Analyze
data in many ways
Operationalize
insights to drive action
14© Cloudera, Inc. All rights reserved.
Putting it together: Working with data in an EDH
Collect, Create, Manage
unlimited data
Explore, Analyze
data in many ways
Operationalize
insights to drive action
Agile Process Stage Data Treatment User Access
IT
Ops, InfoSec, DBA, ETL
Data Team
BI, Analysts, Data Science
“Business” Users
Anyone
1.
2.
3.
Enterprise Data Hub
Raw Data
Load, secure, govern, tag
Enriched Data
Blend, clean, structure
Trusted Data
Enable wide access
15© Cloudera, Inc. All rights reserved.
Start small. Think big.
Operational Efficiency New Business Value
Security and Administration
Unlimited Storage
Process Discover Model Serve
Optimize your architecture.
Reduce EDW costs,
improve performance.
Discover new insights.
Deliver true self-service BI.
Deliver real-time insights.
Build data applications.
Operational Data Store Data Discovery & Analytics Operational Analytics
16© Cloudera, Inc. All rights reserved.
What’s your data strategy?
17© Cloudera, Inc. All rights reserved.
18© Cloudera, Inc. All rights reserved.
Thank you!
Matt Brandwein
@mattbrandwein @cloudera

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The Journey to Success with Big Data

  • 1. 1© Cloudera, Inc. All rights reserved. Matt Brandwein @mattbrandwein @cloudera The Journey to Success with Big Data
  • 2. 2© Cloudera, Inc. All rights reserved. Our relationship with data is changing.
  • 3. 3© Cloudera, Inc. All rights reserved. Data is now a strategic asset Today, everything that can be measured will be measured. We all create data every day. Machines create even more. Today, data is the application. We expect data to make our lives better, but not at the cost of our privacy. Today, becoming data-driven is a business imperative. Competitive organizations embrace agile methods. Instrumentation Consumerization Experimentation
  • 4. 4© Cloudera, Inc. All rights reserved. Data drives modern business, across industries Increase conversion rates. Improve product quality. Optimize IT efficiency. Secure the network (SIEM). Assess risk, and detect fraud. Retain data for compliance. Build a 360° view of patient, customer, employee, etc. Grow share of wallet. Reduce customer churn. Customer and Channel Product and Service Security, Risk, and Compliance Monetize data assets.
  • 5. 5© Cloudera, Inc. All rights reserved. The journey is not easy.
  • 6. 6© Cloudera, Inc. All rights reserved. 60% 50% 90% 50% By 2017, By 2018, of big data projects will fail to go beyond the pilot phase. or fewer organizations will have made the cultural or business model adjustments to benefit from big data. of data lakes will be useless, with no business case. of business ethics violations will be from improper use of big data analytics. Gartner “Predicts 2015: Big Data Challenges Move From Technology to the Organization” – November 2014
  • 7. 7© Cloudera, Inc. All rights reserved. Assemble the right team. Get the right architecture. Adopt an agile approach.
  • 8. 8© Cloudera, Inc. All rights reserved. Assemble the right team IT Ops, InfoSec, DBA, ETL Data Team BI, Analysts, Data Science “Business” Users Anyone • Control costs while meeting SLAs. • Maintain a secure environment. • Deliver self-service where possible. • Explore data and try new things. • Use diverse analytic techniques. • Need high performance and agility. • Need insights at the right time, in real-time. • Don’t have time or skills for advanced analysis. • Results matter; what’s the business outcome? Successful big data projects include representatives from all of the following groups:
  • 9. 9© Cloudera, Inc. All rights reserved. Data Sources Data Systems Data Access Business Analytics Custom Applications Existing Data Databases Operational Applications New Data Limited Data Inefficient to manage existing data, let alone new data, while maintaining performance at scale. Data must be structured first. Limited Insights Power users struggle to analyze complex data. Many users get no data. Hard to put insights into action. Trust and Compliance More data, more users, and more tools create complexity. Need to balance business agility with security and governance. Do we have the right architecture? Traditional approaches designed for structure: • structured data • structured analytics • structured process
  • 10. 10© Cloudera, Inc. All rights reserved. Introducing the enterprise data hub (EDH) Powered by Apache Hadoop A new way to work with data. • One platform for unlimited data • Unified, multi-framework data access Cloudera delivers: • Enterprise Security • Data Governance • Complete Management • Open source, open standards Security and Administration Unlimited Storage Process Discover Model Serve Deployment Flexibility On-Premises Appliances Engineered Systems Public Cloud Private Cloud Hybrid Cloud
  • 11. 11© Cloudera, Inc. All rights reserved. Data Sources Data Systems Data Access Business Analytics Custom Applications Existing Data Databases Operational Applications New Data Enterprise Data Hub Security and Administration Unlimited Storage Process Discover Model Serve Manage Compliance From risk due to regulations and customer privacy concerns, to trust in a secure and compliant platform. Unlock Value from Data From analytics for some, to insights for all. Keep Unlimited Data From disparate and limited views, to unlimited information access. Benefits of an enterprise data hub architecture
  • 12. 12© Cloudera, Inc. All rights reserved. Adopt an agile approach Collect, Create, Manage unlimited data Explore, Analyze data in many ways Operationalize insights to drive action • Inventory, prioritize, collect existing data. • Identify new data sources that could be created. • Instrument your physical and virtual assets. • Start with single datasets. Connect, clean, and model. • Enable deeper analysis and new self-service users. • Move to multi-dataset and predictive analytics. • Operationalize through existing BI tools and reports. • Embed models in existing processes. • Build new data-driven applications. Successful big data projects break the process down into simple steps, and iterate:
  • 13. 13© Cloudera, Inc. All rights reserved. Iterate to success Real-time ingest/serve New data sources More complex analysis Add … … over time Collect, Create, Manage unlimited data Explore, Analyze data in many ways Operationalize insights to drive action
  • 14. 14© Cloudera, Inc. All rights reserved. Putting it together: Working with data in an EDH Collect, Create, Manage unlimited data Explore, Analyze data in many ways Operationalize insights to drive action Agile Process Stage Data Treatment User Access IT Ops, InfoSec, DBA, ETL Data Team BI, Analysts, Data Science “Business” Users Anyone 1. 2. 3. Enterprise Data Hub Raw Data Load, secure, govern, tag Enriched Data Blend, clean, structure Trusted Data Enable wide access
  • 15. 15© Cloudera, Inc. All rights reserved. Start small. Think big. Operational Efficiency New Business Value Security and Administration Unlimited Storage Process Discover Model Serve Optimize your architecture. Reduce EDW costs, improve performance. Discover new insights. Deliver true self-service BI. Deliver real-time insights. Build data applications. Operational Data Store Data Discovery & Analytics Operational Analytics
  • 16. 16© Cloudera, Inc. All rights reserved. What’s your data strategy?
  • 17. 17© Cloudera, Inc. All rights reserved.
  • 18. 18© Cloudera, Inc. All rights reserved. Thank you! Matt Brandwein @mattbrandwein @cloudera

Notas del editor

  1. What we’ve seen is that…
  2. Gartner “Predicts 2015: Big Data Challenges Move From Technology to the Organization” – November 2014
  3. How will you get started? Ask us how we can help.