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TRANSCRIPT
September 11, 2012
Dresner Advisory Services, LLC
2012 Edition
Wisdom of Crowds TM Cloud Business Intelligence Market Study
®
Licensed to: Birst
2012 Wisdom of Crowds TM Cloud Business Intelligence Market Study ®
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2
Disclaimer:
This report should be used for informational purposes only. Vendor and product selections should be made
based on multiple information sources, face-to-face meetings, customer reference checking, product
demonstrations and proof of concept applications.
The information contained in the Wisdom of Crowds Business Intelligence Market Study Report is a
summary of the opinions expressed in the online responses of individuals who chose to respond to our
online questionnaire, and does not represent a scientific sampling of any kind. Dresner Advisory Services,
LLC shall not be liable for the content of the Report, the study results, or for any damages incurred or
alleged to be incurred by any of the companies included in the Report as a result of its content.
Reproduction and distribution of this publication in any form without prior written permission is forbidden.
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The Business Intelligence Renaissance: I’ve been focused on Business Intelligence for nearly a quarter of a century and I’ve never been
more excited about the industry than today. However, opportunities come with new challenges
and this research is designed to help navigate those challenges.
Back in 1993, I first used the term information Democracy to envision a time when every user
would have access to timely, relevant and actionable insight. Since that time, we’ve clearly
made progress. But even a few years ago, this vision seemed elusive.
However, much has changed in just a few years. Enter mobility, collaboration, cloud,
visualization, big data and social, and predictive – to name just a few. And these phenomena
have made Business Intelligence more complete, more accessible, more usable, more flexible,
more scalable and more affordable than ever before. It’s nothing short of a Business Intelligence
Renaissance!
Many of these innovations are targeted at, and are being adopted and deployed by, line-of
business. In many organizations, end users have taken the “wheel” and are now driving
Business Intelligence. But those that have been in this industry for many years know that
Business Intelligence got its start with line-of-business. Early solutions targeted these users –
especially Marketing and Finance. So, perhaps Business Intelligence is returning to its roots. Or,
it may be that an entirely new paradigm is unfolding, with many surprises yet to be discovered.
This year marks our third publishing of the Wisdom of Crowds TM Business Intelligence Market
Study ®. For 2012, we have expanded our efforts to address an emerging area: Cloud Business
Intelligence, the basis for this findings report. In it we explore the current reality, perceptions and
future plans.
Since our inaugural edition in April 2010, Dresner Advisory Services has worked to deliver a
fresh and objective view of the market. With this as our mission, we continue to address shifts in
the market - changing and expanding our research agenda to reflect the needs of our
constituents.
Like the original, the Business Intelligence Renaissance will foster complexity and conflict.
Those with the proper perspective on the market will be able to leverage these changes and
thrive!
Best,
Chief Research Officer Dresner Advisory Services
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Contents The Business Intelligence Renaissance: .................................................................................... 3
Benefits of the Study: ................................................................................................................. 7
A Consumer Guide: ................................................................................................................ 7
A Supplier Tool: ...................................................................................................................... 7
External Awareness ............................................................................................................ 7
Internal Planning: ................................................................................................................ 7
About Howard Dresner and Dresner Advisory Services: ............................................................ 8
Survey Method and Data Collection: .......................................................................................... 9
Figure 1 - Survey Sources .................................................................................................. 9
Data Collection ......................................................................................................................10
Figure 2 - Numbers of survey respondents 2010 - 2012 .....................................................10
Data Quality:..........................................................................................................................10
About Cloud Business Intelligence: ...........................................................................................11
Executive Summary: .................................................................................................................13
Study Demographics: ................................................................................................................13
Geography: ...........................................................................................................................14
Figure 3 - Geographic Distribution .....................................................................................14
Functions: ..............................................................................................................................15
Figure 4 - Functions Represented ......................................................................................15
Vertical Industries: .................................................................................................................16
Figure 5 - Vertical Industries ..............................................................................................16
Organization Size: .................................................................................................................17
Figure 6 - Size of Organization ...........................................................................................17
Analysis & Trends .....................................................................................................................19
Importance of Cloud Business Intelligence: ...........................................................................19
Figure 7 - Prioritized Technology Initiatives Strategic to Business Intelligence ...................19
Figure 8 - Technology Initiatives by Function .....................................................................20
Figure 9 – Importance of Cloud Business Intelligence ........................................................21
Figure 10 - Importance of Cloud Business Intelligence by Function ...................................22
..............................................................................................................................................23
Figure 11 – Importance of Cloud Business Intelligence by Organization Size ....................23
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Current and Future Plans for Cloud Business Intelligence .....................................................24
Figure 12 - Plans for Cloud-based Business Intelligence ...................................................24
Figure 13 – Plans for Public Cloud Business Intelligence by Function ................................25
..............................................................................................................................................26
Figure 14 – Plans for Private Cloud Business Intelligence by Function ..............................26
Figure 15 –Hybrid Cloud Business Intelligence Plans by Function .....................................27
Cloud Business Intelligence Feature Requirements: ..............................................................28
Figure 16 – Cloud Business Intelligence Feature Requirements ........................................28
Table 1 - Cloud BI Feature Prioritization by Function .........................................................29
Figure 17 – Cloud BI: Data Visualization Requirement by Vertical Industry ........................30
Figure 18 – Cloud BI: Production Reporting Requirement by Vertical Industry ...................31
Figure 19 – Cloud BI: Interactive Analysis Requirement by Vertical Industry ......................32
Figure 20 – Cloud BI: Feature Requirements by Size of Organization ................................33
Cloud Business Intelligence Architecture ...............................................................................34
Figure 21 – Cloud BI Architectural Requirements ...............................................................34
Figure 22 – Cloud BI: Architectural Requirements by Function (Weighted Mean) ..............35
Figure 23 – Cloud BI: Architecture Requirements by Size of Organization (Weighted Mean)
..........................................................................................................................................36
Cloud Business Intelligence Security .....................................................................................37
Figure 24 – Cloud Business Intelligence Security Requirements ........................................37
Perceived Benefits and Barriers for Cloud Business Intelligence ...........................................38
Figure 25 - Benefits of Cloud Business Intelligence ...........................................................38
Figure 26 - Perceived barriers/limitations for Cloud BI........................................................39
Cloud Business Intelligence Purchasing Preferences ............................................................40
Figure 27 – Cloud BI Purchasing Preferences ...................................................................40
Figure 28 - Cloud BI Purchasing Preferences by Organization Size (Weighted Mean) .......41
Cloud Business Intelligence Licensing ...................................................................................42
Figure 29 – Cloud BI Implementation Preferences .............................................................42
Figure 30 - Cloud BI Licensing Options by Organization Size ............................................43
Figure 31 – Cloud BI: On Premise Requirement by Function .............................................44
Figure 32 – Cloud BI: Freemium Requirement by Geography ............................................45
Figure 33 – Cloud BI: Pay-per-use Requirement by Geography .........................................46
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Industry and Vendor Analysis: ...................................................................................................48
Figure 34 - Industry Capabilities/Plan for Cloud BI .............................................................48
Figure 35 – Industry Availability/Plans for Cloud BI ............................................................49
Figure 36 – Industry Availability/Plans for Hosting Public Cloud BI ....................................50
..........................................................................................................................................51
Figure 37 - Industry support and plans for Cloud BI architectural features .........................51
Figure 38 – Industry Support and plans for Cloud BI security .............................................52
Vendor Scoring Criteria .........................................................................................................55
Figure 41 - Cloud Business Intelligence vendor ratings ......................................................55
Table 2 - Cloud Business Intelligence Buyers' Guide: Features .........................................56
Table 3 - Cloud Business Intelligence Buyer's Guide; Architecture ....................................57
Table 4 - Cloud Business Intelligence Buyer's Guide: Security...........................................58
Appendix: Cloud Business Intelligence Survey Instrument ........................................................59
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Benefits of the Study:
The Wisdom of Crowds TM Cloud Business Intelligence Market Study ® provides a
wealth of information and analysis – offering value to both consumers and producers of
Business Intelligence technology and services.
A Consumer Guide:
As an objective source of industry research, consumers use the Wisdom of Crowds TM
Cloud Business Intelligence Market Study ® to understand how their peers are
leveraging and investing in Cloud Business Intelligence.
Using our trademark vendor performance measurement system – users glean key
insights into BI software supplier performance, enabling:
Comparisons of vendor performance to user requirements
Identification and selection of new vendors
A Supplier Tool:
Vendor Licensees use the Wisdom of Crowds TM Cloud Business Intelligence Market
Study ® in several important ways:
External Awareness
- Build awareness for the Cloud Business Intelligence market and supplier brand,
citing Wisdom of Crowds TM Cloud Business Intelligence Market Study ® trends and
vendor performance
- Lead and demand-generation for supplier offerings through association with the
Wisdom of Crowds TM Cloud Business Intelligence Market Study ® brand, findings,
webinars, etc.
Internal Planning:
- Refine internal product plans and align with market priorities and realities as
identified in the Wisdom of Crowds TM Cloud Business Intelligence Market Study ®
- Better understand customer priorities, concerns and issues
- Identify competitive pressures and opportunities
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About Howard Dresner and Dresner Advisory Services:
The Wisdom of Crowds™ Business Intelligence Market Study ® and Wisdom of Crowds TM Cloud Business Intelligence Market Study ® were conceived, designed and executed
by Dresner Advisory Services, LLC - an independent advisory firm - and Howard
Dresner, its President, Founder and Chief Research Officer.
Howard Dresner is one of the foremost thought leaders in Business Intelligence and
Performance Management, having coined the term “Business Intelligence” in 1989. He
has published two books on the subject, The Performance
Management Revolution – Business Results through Insight
and Action (John Wiley & Sons – Nov. 2007) and Profiles in
Performance – Business Intelligence Journeys and the
Roadmap for Change (John Wiley & Sons – Nov. 2009). He
lectures at forums around the globe and is often cited by the
business and trade press.
Prior to Dresner Advisory Services, Howard served as Chief
Strategy Officer at Hyperion Solutions and was a Research Fellow at Gartner, where he
led its Business Intelligence research practice for 13 years.
Howard has conducted and directed numerous in-depth primary research studies over
the course of the past two decades and is an expert in analyzing these markets.
His most recent market studies include the widely acclaimed Wisdom of Crowds™
Business Intelligence Market Study ® (2010, 2011, 2012) and DAS Mobile Business
Intelligence Market Study (September 2010, February 2011 & October 2011).
Howard (www.twitter.com/howarddresner) conducts a weekly Twitter “tweetchat” on
Fridays at 1PM ET. The hashtag is #BIWisdom. During these live events the BIWisdom
“tribe” discusses a wide range of Business Intelligence topics.
Dresner Advisory Services offers a membership destination site for Business
Intelligence professionals – www.businessintelligenceinsider.com – with insightful BI
research and analysis, recorded webinars, live presentations, interactive applications
and customer podcasts.
More information about Dresner Advisory Services can be found at
www.howarddresner.com, www.dresneradvisory.com or www.dresnerblog.com.
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Survey Method and Data Collection:
Using our Wisdom of Crowds™ Business Intelligence Market Study ® research
platform, for 2012 we added a new section addressing Cloud Business Intelligence.
Data collection included social media and crowd-sourcing techniques to recruit
participants as well as our own research community of over 1,000 organizations and
vendors’ customer communities (Figure 1).
Figure 1 - Survey Sources
DAS Commmunity 34%
Social Media 11%
Customer Communities
32%
Website and blog 23%
Survey Sources - 2012 Wisdom of Crowds TM Business Intelligence Market Study ®
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Data Collection
The volume of data collected continues to expand each year. For 2012, we collected
859 completed surveys - 35% growth over 2011 (Figure 2).
Figure 2 - Numbers of survey respondents 2010 - 2012
Data Quality:
All respondent entries were carefully scrutinized and verified to ensure that only
qualified participants are included in the study.
458
633
859
2010 2011 2012
Wisdom of CrowdsTM Business Intelligence Market Study® Data Collection 2010 - 2012
Survey Respondents
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About Cloud Business Intelligence:
“Cloud Business Intelligence” (Cloud BI) is the concept of delivering Business
Intelligence capabilities as a “service” – using cloud-based architectures (e.g., SOA,
multi-tenancy, elasticity). It promises lowered costs, faster deployment and greater
flexibility over more traditional BI solutions.
Cloud BI can be deployed as a “private cloud” (internally hosted systems), “public cloud”
(externally hosted on the world-wide-web) and as a “hybrid” – leveraging both environs.
However, public cloud is the form most often thought of when speaking about cloud-
based deployment of applications and data.
There has been tremendous attention paid to cloud-based deployment of software over
the past five years, with some great successes with CRM and HR applications (via
public cloud). However, Business Intelligence has seen less adoption and success than
other classes of applications in the cloud. Most stated concerns related to cloud-based
BI center around security and privacy and the practicality of moving large volumes of
data to the web.
With all of that in mind, there continues to be strong investment in cloud-based BI and a
growing amount of interest on the part of organizations to tap into the perceived benefits
that it can deliver. As such, we charted this research project to better understand the
current reality and the perceptions and plans of organizations – across all geographies,
industries, organization sizes and business functions.
To better understand the associated dynamics, we asked respondents to report on 36
characteristics of Cloud BI. These include a variety of user capabilities and architectural
and security features. We have also assessed a number of vendor product offerings
with an eye to cloud capabilities.
Our goal is to provide a guide to understanding the trend towards Cloud Business
Intelligence - including the vendor landscape - to help you develop a plan for moving
forward.
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Executive
Summary
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Executive Summary:
Typical of an early market dynamic, 32% of respondents indicated that Cloud
Business Intelligence was “critical” or “very important”. Business users and smaller
organizations assigned it far greater importance.
Most organizations favored “private” over “public” or “hybrid” cloud implementations
for Cloud BI. Business users and smaller organizations showed stronger interest in
public cloud for BI.
Business Intelligence features for cloud that resonated most with respondents
included: “Mobile deployment”, “Social media analysis” and “Collaboration”.
Top “Cloud BI architectural feature requirements” reflected traditional data issues:
including data integration, relational database support and connectors to on-premise
applications and data.
Near-term/primary targets for Cloud BI are enterprise applications and data – rather
than applications and data already resident in the cloud.
ISO 27001 (Specification for Information Management Security) was the top choice
for cloud security, followed by SAS 70 (an auditing specification). A surprising 21%
indicated that they have no requirement for cloud security.
Respondent-perceived benefits for cloud BI include “cost advantage” (36%),
“availability” (16%) and “management” (11%) and are aligned with major selling
points for cloud BI solutions.
The number one perceived barrier to Cloud BI adoption was Security & Privacy
(56%), followed by issues surrounding Data integration (12%) and Performance
(12%).
Most respondents would prefer to purchase Cloud BI solutions through a direct sales
channel with licensing via subscription.
Cloud BI solution suppliers tend to focus upon public cloud offerings hosted by third-
party providers.
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Study Demographics:
As with many of our studies, we’ve seen a rich cross-section of data across
geographies, functions, organization size, and vertical industries. We believe that, unlike
other industry research, this supports a more representative sample and better indicator
of true market dynamics.
Cross-tab analyses have been constructed using these demographics to identify and
illustrate important industry trends.
Geography:
We were able to attract survey respondents from a wide array of geographies –
including 28% from EMEA (19 countries) and 11% from APAC (7 countries). Although
North America represents the largest group, it is in itself diverse – representing four
Canadian provinces, 34 US states and the Commonwealth of Puerto Rico (Figure 3).
Figure 3 - Geographic Distribution
North America, 56%
Latin America, 5%
EMEA, 28%
Asia Pacific, 11%
Geography
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Functions:
The IT Department represents the largest single group of respondents, representing
roughly half of the sample. We also experienced strong participation from the Sales and
Marketing, Executive Management and Finance functions (Figure 4).
This distribution across functions has enabled us to develop analyses comparing and
contrasting the plans and priorities of the different departments within organizations.
Figure 4 - Functions Represented
Information Technology (IT)
50%
Executive Management
21%
Sales and Marketing
11%
Finance 8%
Operations 5%
Research and Development, 4% Other
1%
Corporate Function
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Vertical Industries:
For 2012, vertical industry distribution was similar to 2011 and 2010– with pronounced
participation from Health Care, Financial Services, and Retail & Wholesale. We
encourage the participation of consultants – who oftentimes have deeper industry
knowledge than their customer counterparts. This also yields insight into the partner
ecosystem for BI vendors (Figure 5).
Figure 5 - Vertical Industries
Consulting 15%
Financial Services 10%
Health Care 11%
Retail & Wholesale
7%
Technology 15%
Manufacturing 4%
Education 5%
Other 33%
Industry
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Organization Size:
We saw strong participation from a balanced mix of small, medium and large
organizations (Figure 6). This year the largest of organizations represent 26% of the
sample, mid-sized organizations at 42% and the smallest of organizations at 32%. As
with previous years, we have found important differences by organization size.
Figure 6 - Size of Organization
1 - 100 Employees 32%
101 - 1,000 Employees
24%
1,001 - 2,000 Employees
7%
2,001 - 5,000 Employees
11%
5,001 - 10,000 Employees
6%
More than 10,000 Employees
20%
Company Size (Number of Employees)
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Analysis &
Trends
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Analysis & Trends
Importance of Cloud Business Intelligence:
Although Business Intelligence remains dominated by more traditional approaches and
technologies, the demand for Cloud BI capabilities is on the rise, with more than 30% of
respondents indicating it is “critical” or “very important” to them (Figure 7).
Figure 7 - Prioritized Technology Initiatives Strategic to Business Intelligence
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
Open source software
Social media analysis (Social BI)
Complex Event Processing (CEP)
Text Analytics
Software-as-a-service and "cloud computing"
Ability to write to transactional applications
Big data
Collaborative support for group-based analysis
In-memory analysis
Mobile device support
Data mining and advanced algorithms
Integration with operational processes
Advanced visualization
Data warehousing
End user "self service"
Dashboards
Prioritized Technology Intitiatives Strategic to BI
Not Important Somewhat Important Important Very Important Critical
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When examining Cloud Business Intelligence in the context of other initiatives and by
role, we see that it represents a “new breed” of Business Intelligence – embraced by the
business. Other business-driven initiatives include mobile, social and collaboration
(Figure 8).
Figure 8 - Technology Initiatives by Function
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
Open SourceSoftware
Social media Analysis(SocialBI)
Complex EventProcessing (CEP)
Text Analytics
Software-as-a-Serviceand "Cloud"Computing
Ability to write totransactionalapplications
Big data (e.g.,Hadoop)
Collaborative Supportfor Group-based
AnalysisIn-memory analysis
Mobile DeviceSupport
Data Mining andAdvanced Algorithms
Integration withOperationalProcesses
Advancedvisualization
Data Warehousing
End user "selfservice"
Dashboards
Technology Initiatives by Function
Information Technology (IT) Sales and Marketing Finance
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Typical of a very early market dynamic, study respondents were mixed - with 32%
indicating that Cloud Business Intelligence was “critical” or “very important” (Figure 9).
We anticipate that these percentages will shift in favor of greater importance during the
coming months and years.
Figure 9 – Importance of Cloud Business Intelligence
Critical 10%
Very Important 22%
Important 21%
Somewhat Important 22%
Not Important 25%
Cloud Business Intelligence Importance
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When examining Cloud Business Intelligence more closely, we see that nearly 40% of
Sales and Marketing believe it is ”critical” or “very important” (Figure 10). In contrast,
Finance and the IT department assign it a much lower priority. Anecdotally, this
conservative stance on the part of IT and Finance may be due to anxieties concerning
privacy, security, reliability and availability.
Figure 10 - Importance of Cloud Business Intelligence by Function
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
Finance
Information Technology (IT)
Sales and Marketing
Cloud Business Intelligence Importance by Function
Critical Very Important Important Somewhat Important Not Important
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As with other new technologies and approaches, we see the most adoption of Cloud BI
by the smallest organizations that use new technologies as a competitive differentiator
(Figure 11).
Figure 11 – Importance of Cloud Business Intelligence by Organization Size
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
1 - 100
101 - 1,000
1,001 - 2,000
2,001 - 5,000
5,001 - 10,000
More than 10,000
Cloud Business Intelligence Importance by Size of Organization
Critical Very Important Important Somewhat Important Not Important
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Current and Future Plans for Cloud Business Intelligence
Many organizations appear to favor “private” cloud (internal deployment using cloud
architecture) over “public” or “hybrid” models as a deployment style for Cloud BI (Figure
12). We believe this is driven by a desire to realize some of the benefits of cloud
deployment (e.g., elasticity) without some of the perceived shortcomings of public cloud
implementations. To date, only a small minority have indicated they will be deploying
any form of cloud BI in the near future.
Figure 12 - Plans for Cloud-based Business Intelligence
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
Hybrid
Public Cloud
Private Cloud
Plans for Cloud-based Business Intelligence
No Plans Will Adopt in 2013 Will Adopt in 2012 Using Today
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Line-of-business functions (e.g., Sales & marketing) appear far more inclined to adopt
Public Cloud BI than their IT and Finance counterparts (Figure 13). We attribute this to
a desire to derive the benefits of BI without the perceived delays and expense
associated with traditional BI implementations.
Figure 13 – Plans for Public Cloud Business Intelligence by Function
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
Information Technology (IT)
Sales and Marketing
Finance
Public Cloud BI by Function
Using Today Will adopt in 2012 Will adopt in 2013 No Plans
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IT and Finance functions show more aggressive plans for Private than for Public Cloud
BI, with nearly 40% of IT functions indicating adoption by year-end 2013 (Figure 14).
Many IT organizations view Private Cloud as a means to deliver the benefits of cloud
(e.g., service architecture, elasticity) without the perceived risks.
Figure 14 – Plans for Private Cloud Business Intelligence by Function
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
Information Technology (IT)
Sales and Marketing
Finance
Private Cloud BI by Function
Using Today Will adopt in 2012 Will adopt in 2013 No Plans
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Hybrid Cloud BI offers the ability to bridge the divide between Private Cloud and Public
Cloud BI. Although IT gave this model greater credence than Public Cloud, we expected
it to resonate more so than it has (Figure 15). This suggests that IT organizations are
exceedingly conservative related to Public Cloud BI – with less than 25% of IT
organizations planning Hybrid Cloud BI implementations by year-end 2013.
Figure 15 –Hybrid Cloud Business Intelligence Plans by Function
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
Information Technology (IT)
Sales and Marketing
Finance
Hybrid Cloud BI by Function
Using Today Will adopt in 2012 Will adopt in 2013 No Plans
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Cloud Business Intelligence Feature Requirements:
In Figure 16 we examine the BI feature requirements for “cloud”, “traditional” and “both”
platforms. Features that resonated strongly with Cloud BI include “Mobile deployment”,
“Social media analysis” and “Collaboration”. Those that resonated more so with a
traditional BI platform include “Predictive/Advanced Analytics”, “pre-packaged
vertical/functional applications” and “Production reporting”.
Figure 16 – Cloud Business Intelligence Feature Requirements
58.0%
58.0%
60.0%
59.0%
63.0%
65.0%
65.0%
67.0%
63.0%
62.0%
64.0%
7.0%
10.0%
9.0%
11.0%
7.0%
9.0%
11.0%
10.0%
16.0%
19.0%
19.0%
35.0%
32.0%
32.0%
31.0%
30.0%
26.0%
24.0%
23.0%
22.0%
20.0%
17.0%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
Predictive/Advanced analytics
Pre-packaged vertical/functional
Production reporting
Real-time
Ad-hoc query
Interactive analysis
Personalized dashboards
Data visualization
Collaboration
Social media analysis
Mobile deployment
Cloud BI Requirements
Both Cloud BI Only Traditional BI Only
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For required BI features we found several areas of contrast, which were significant.
For required features by function, we found general alignment for features such as
Predictive/Advanced Analytics, Mobile Deployment, and Data Visualization and
Production Reporting. While Sales & Marketing respondents assigned a much higher
priority for Ad-hoc Query than IT or Finance, IT and Finance placed a higher priority for
Real-time (Table 1).
Table 1 - Cloud BI Feature Prioritization by Function
Sales and Marketing IT Finance
Mobile Deployment Mobile Deployment
Data visualization
Data visualization Collaboration
Mobile Deployment
Personalized dashboards Data visualization
Personalized dashboards
Ad-hoc query Personalized dashboards
Interactive Analysis
Collaboration Interactive Analysis
Collaboration
Social Media Analysis Social Media Analysis Real-time
Interactive Analysis Ad-hoc query Pre-packaged vertical/functional analytical applications
Production reporting Real-time Production reporting
Pre-packaged vertical/functional analytical applications
Production reporting Social Media Analysis
Predictive/Advanced Analytics
Predictive/Advanced Analytics
Predictive/Advanced Analytics
Real-time Pre-packaged vertical/functional analytical applications
Ad-hoc query
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Data visualization, an area of growing demand, found the greatest levels of interest for
Cloud BI within several key vertical industries. These include Technology, Consulting,
Healthcare and Education. Manufacturing registered the lowest interest levels for Data
Visualization and Cloud BI (Figure 17).
Figure 17 – Cloud BI: Data Visualization Requirement by Vertical Industry
6.10%
0.00%
14.30%
16.70%
10.00%
10.50%
12.50%
7.70%
63.50%
41.70%
57.10%
56.30%
65.00%
65.80%
76.10%
82.10%
30.40%
58.30%
28.60%
27.10%
25.00%
23.70%
11.40%
10.30%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
Other
Manufacturing
Financial Services
Retail & Wholesale
Education
Health Care
Consulting
Technology
Cloud BI: Data Visualization by Vertical
Cloud BI Solutions Only Both Traditional BI Solutions Only
2012 Wisdom of Crowds TM Cloud Business Intelligence Market Study ®
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31
Production reporting, a staple of Business Intelligence, found broad support for cloud
deployment with 60% (or more) of vertical industry respondents indicating it is a
required feature for both Cloud and Both (Cloud and Traditional). Manufacturing was an
exception to this, with more than 70%, indicating production reporting should be
reserved for Traditional BI alone (Figure 18).
Figure 18 – Cloud BI: Production Reporting Requirement by Vertical Industry
6.70%
6.30%
18.80%
5.00%
13.10%
10.30%
5.20%
55.70%
25.00%
58.30%
47.90%
65.00%
60.70%
66.70%
74.00%
37.60%
75.00%
35.40%
33.30%
30.00%
26.20%
23.10%
20.80%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
Other
Manufacturing
Retail & Wholesale
Financial Services
Education
Consulting
Health Care
Technology
Cloud BI: Production Reporting by Vertical
Cloud BI Solutions Only Both Traditional BI Solutions Only
2012 Wisdom of Crowds TM Cloud Business Intelligence Market Study ®
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32
Similar to production reporting, Interactive analysis was a required feature in the cloud
for most verticals, with the exception of Manufacturing which indicate that this should be
reserved for the traditional BI platform (Figure 19).
Figure 19 – Cloud BI: Interactive Analysis Requirement by Vertical Industry
7.40%
0.00%
16.30%
8.70%
16.70%
15.40%
6.80%
7.60%
59.50%
41.70%
53.10%
60.90%
61.10%
66.70%
76.10%
77.20%
33.10%
58.30%
30.60%
30.40%
22.20%
17.90%
17.00%
15.20%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
Other
Manufacturing
Financial Services
Retail & Wholesale
Education
Health Care
Consulting
Technology
Cloud BI: Interactive Analysis by Vertical
Cloud BI Solutions Only Both Traditional BI Solutions Only
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33
In Figure 20 we looked at the percentage of respondents that indicated the importance
of required for combined “Cloud only” and “Both” (i.e., Cloud and Traditional platforms).
We then segmented these responses by organization size: SME (1-1,000 employees)
and larger (1,001 employees and more). This gives us a glimpse into the relative
ranking of required features for Cloud BI, by organization size. Although there are areas
of agreement (e.g., Social Media, Predictive, Pre-packaged apps), smaller organizations
indicated a greater requirement for a broader array of Business Intelligence capabilities,
in the cloud, than larger ones.
Figure 20 – Cloud BI: Feature Requirements by Size of Organization
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%Real-time
Predictive/AdvancedAnalytics
Pre-packagedvertical/functional
analytical applications
Ad-hoc query
Production reporting
Personalized dashboardsInteractive Analysis
Social Media Analysis
Mobile Deployment
Data visualization
Collaboration
Cloud BI Feature Requirements by Organization Size
1-1000 1000+
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34
Cloud Business Intelligence Architecture
Topping the list of Cloud BI architectural feature requirements are traditional data issues
including: data integration, relational database support and connectors to on-premise
applications and data (Figure 21). This suggests that near-term/primary targets for
Cloud BI are enterprise applications and data – rather than applications and data
already resident in the cloud.
Figure 21 – Cloud BI Architectural Requirements
12%
14%
16%
19%
20%
22%
23%
23%
27%
28%
32%
33%
33%
27%
33%
32%
35%
37%
36%
39%
34%
41%
38%
35%
40%
39%
28%
25%
24%
25%
22%
25%
23%
21%
18%
22%
22%
18%
16%
18%
16%
16%
14%
12%
10%
9%
12%
7%
7%
5%
5%
6%
16%
12%
12%
7%
11%
7%
6%
10%
6%
6%
6%
5%
5%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
RESTful API
Big Data (e.g., Hadoop) access
Cloud application connections (e.g., Salesforce,Netsuite, Taleo)
In-Memory data support
Cloud Database Connectors (e.g., database.com,SimpleDB, CloudSQL)
Web Services API
Data Virtualization
Multi-tenancy (single executable supportingmultiple customers)
Multi-dimensional database support
Automatic upgrades
Connectors to on-premise applications and data(e.g., ERP, CRM)
Relational database support
Data Integration/Data Quality tools/ETL
Cloud BI Architectural Features
Critical Very Important Important Somewhat Important Not Important
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35
Cloud BI architectural requirements varied somewhat by function, with line-of-business
(Sales and Marketing) assigning a much higher priority to cloud application connectors
and cloud database connectors than IT or Finance (Figure 22). In contrast, IT and
Finance ascribe much higher importance to relational database than line-of-business.
Figure 22 – Cloud BI: Architectural Requirements by Function (Weighted Mean)
0
0.5
1
1.5
2
2.5
3
3.5
4RESTful API
Cloud applicationconnections (e.g.,
Salesforce, Netsuite, Taleo)
Big Data (e.g., Hadoop)access
Cloud Database Connectors(e.g., database.com,SimpleDB, CloudSQL)
In-Memory data support
Multi-tenancy (singleexecutable supporting
multiple customers)
Web Services APIAutomatic upgrades
Data Virtualization
Connectors to on-premiseapplications and data (e.g.,
ERP, CRM)
Multi-dimensional databasesupport
Data Integration/DataQuality tools/ETL
Relational database support
Cloud BI Architecture Requirements by Function
Information Technology (IT) Sales and Marketing Finance
2012 Wisdom of Crowds TM Cloud Business Intelligence Market Study ®
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36
Consistent with other surveys we’ve done, the largest and smallest of organizations
tend to be most ambitious when considering new technologies. This is also the case
with Cloud BI, where organizations with fewer than 5,000 employees and those with
more than 10,000 tended to assign similar priorities to key architectural components of
Cloud BI (Figure 23). In contrast, mid-sized organizations assigned a lower priority to a
number of requirements, including relational database and multi-dimensional database
support.
Figure 23 – Cloud BI: Architecture Requirements by Size of Organization (Weighted
Mean)
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
RESTful API
Big Data (e.g.,Hadoop) access
Cloud applicationconnections (e.g.,
Salesforce,Netsuite, Taleo)
Cloud DatabaseConnectors (e.g.,
database.com,SimpleDB,…
In-Memory datasupport
Multi-tenancy(single executable
supportingmultiple…
Web Services APIData Virtualization
Automaticupgrades
Multi-dimensionaldatabase support
Connectors to on-premise
applications anddata (e.g., ERP,…
DataIntegration/DataQuality tools/ETL
Relationaldatabase support
Cloud BI Architecture by Organization Size
1-5000 5,001 - 10,000 More than 10,000
2012 Wisdom of Crowds TM Cloud Business Intelligence Market Study ®
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37
Cloud Business Intelligence Security
Cloud security remains one of the most pressing issues for Cloud BI adoption. As such,
we surveyed respondents about their requirements for security (Figure 24). ISO 27001
(Specification for Information Management Security) was the top choice, followed by
SAS 70 (an auditing specification). A surprising 21% indicated that they have no
requirement for cloud security.
Figure 24 – Cloud Business Intelligence Security Requirements
21%
12%
10%
8%
7%
6%
21%
0% 5% 10% 15% 20% 25%
ISO 27001 (Specification for Information SecurityManagement)
SAS 70 AICPA Auditing Standard (now SSAE 16)
HIPAA (The Health Insurance Portability andAccountability)
PCI DSS (Payment Card Industry Data SecurityStandard)
FIPS 140-2 (Federal Information Processing Standard)
FISMA (Federal Information Security Management Act )
None
Cloud Security Requirements
2012 Wisdom of Crowds TM Cloud Business Intelligence Market Study ®
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38
Perceived Benefits and Barriers for Cloud Business Intelligence
When asked about the perceived benefits of Cloud BI (Figure 25), the majority were
aligned with the major selling points of these solutions – including “cost advantage”
(36%), “availability” (16%) and “management” (11%). The least compelling perceived
benefits included “flexibility”, “mobile support”, and “architecture”.
Figure 25 - Benefits of Cloud Business Intelligence
Flexibility 2%
Mobile support
2%
Architecture 3%
Collaboration 3%
Business productivity
8%
Ease of deployment 9%
Scalability 10%
Management 11% Availability
16%
Cost advantage 36%
Benefits/Advantages of Cloud BI
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39
The number one perceived barrier to Cloud BI adoption was Security & Privacy (56%),
followed by issues surrounding “data integration” (12%) and “performance” (12%). Only
a small minority cited Immaturity, “complexity”, or “customization” as barriers (Figure
26). A small, but notable minority (4%), of predominately IT professionals, cited “loss of
control” as a barrier.
Figure 26 - Perceived barriers/limitations for Cloud BI
Immaturity 1%
Complexity 2% Customization
2% Lack of integration 3%
Education 4%
Loss of control
4%
Cost 6%
Performance 10%
Data integration 12%
Security & Privacy 56%
Barriers/Limitations of Cloud BI
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40
Cloud Business Intelligence Purchasing Preferences
In general, most organizations would prefer to purchase Cloud BI solutions through a
traditional direct sales channel (49% “critical” or “very important”), followed by on line
purchase (Figure 27). Marketplace and telephone sales purchasing were not favored by
most.
Figure 27 – Cloud BI Purchasing Preferences
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
Telephone sales purchase
Marketplace purchase
On line purchase (vendor website)
Direct Sales purchase
Cloud BI Purchasing Preferences
Critical Very Important Important Somewhat Important Not Important
2012 Wisdom of Crowds TM Cloud Business Intelligence Market Study ®
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41
Purchasing preferences for Cloud BI varied by organization size. While all organizations
had a strong preference for direct sales, the smallest of organizations (i.e., 100
employees or fewer) had the strongest preference for on-line purchasing of Cloud BI
(Figure 28). In contrast, the largest or organizations (more than 10,000 employees) and
mid-sized ones (101-10,000 employees) preferred a direct sales approach.
Figure 28 - Cloud BI Purchasing Preferences by Organization Size (Weighted Mean)
0 0.5 1 1.5 2 2.5 3 3.5
Telephone sales purchase
Marketplace purchase
On line purchase (vendor website)
Direct Sales purchase
Cloud BI: Purchasing Preferences by Organization Size
Smallest Mid-sized Largest
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42
Cloud Business Intelligence Licensing
We asked respondents about their preference for licensing Cloud BI and found most of
the options presented resonated with respondents, with only a slight difference between
options (Figure 29). Using a weighted mean average, top picks include: Subscription
license, Managed service, and Pay-per use. Freemium, Free trial and Perpetual
licensing options didn’t generate as much interest as other options.
Figure 29 – Cloud BI Implementation Preferences
10%
16%
15%
15%
14%
13%
13%
22%
30%
34%
31%
33%
38%
37%
26%
22%
22%
28%
27%
29%
29%
17%
12%
9%
11%
10%
8%
11%
26%
21%
21%
15%
16%
12%
11%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
Freemium (limited free version)
Free trial (try and buy)
Perpetual license + annual maintenance
On Premise Option
Pay-per use
Managed Service
Subscription license
Cloud BI Licensing Preferences
Critical Very Important Important Somewhat Important Not Important
2012 Wisdom of Crowds TM Cloud Business Intelligence Market Study ®
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43
When examining these licensing options by size of organization, we found that the
smallest of organizations (100 or fewer employees) would prefer Free trial, Subscription
licensing, Fremium and Pay-per use. In contrast, the largest of organizations (10,000
employees or more) indicated stronger interest in Perpetual license and On Premise
Option (Figure 30).
Figure 30 - Cloud BI Licensing Options by Organization Size
0 0.5 1 1.5 2 2.5 3 3.5 4 4.5
Pay-per use
Freemium (limited free version)
Subscription license
Managed Service
On Premise Option
Perpetual license + annual maintenance
Free trial (try and buy)
Cloud BI: Licensing Preferences by Organization Size
Smallest Mid-sized Largest
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44
Looking at the On Premise requirement by function (Figure 31), all functions assigned a
degree of importance to this feature. However, the IT and Finance functions we more
likely to consider this a “critical” capability.
Figure 31 – Cloud BI: On Premise Requirement by Function
12.10%
27.60%
12.50%
12.10%
6.90%
2.10%
28.10%
27.60%
39.60%
33.20%
20.70%
43.80%
14.60%
17.20%
2.10%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
Information Technology
Finance
Sales and Marketing
Cloud BI: On Premise Option by Function
Not Important Somewhat Important Important Very Important Critical
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45
North American respondents were more likely to view a Cloud BI Freemium (a free and
limited version of the solution offering) as critical. When applying a weighted mean to
these results, Latin America and Asia Pacific regions assigned this feature greater
importance (Figure 32).
Figure 32 – Cloud BI: Freemium Requirement by Geography
25.10%
19.50%
9.30%
8.00%
11.30%
14.80%
11.10%
4.00%
20.80%
21.10%
20.40%
44.00%
24.70%
29.70%
50.00%
28.00%
18.20%
14.80%
9.30%
16.00%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
North America
Europe, Middle East, & Africa
Asia Pacific
Latin America
Cloud BI: Freemium by Geography
Not Important Somewhat Important Important Very Important Critical
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46
Overall, Pay-per use licensing for Cloud BI was not rated as a high priority by a majority
of respondents. In particular, respondents in North America and Latin America
geographies assigned it the lowest priority (Figure 33).
Figure 33 – Cloud BI: Pay-per-use Requirement by Geography
34.50%
8.30%
20.30%
11.10%
16.80%
29.20%
16.40%
14.80%
23.00%
29.20%
25.80%
33.30%
17.70%
33.30%
24.20%
25.90%
8.00%
0.00%
13.30%
14.80%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
North America
Latin America
Europe, Middle East, & Africa
Asia Pacific
Cloud BI: Pay-per-use by Geography
Not Important Somewhat Important Important Very Important Critical
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47
Industry and
Vendor
Analysis
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48
Industry and Vendor Analysis:
We reached out to the vendor community and asked them to indicate current and future
support for Cloud Business Intelligence.
In Figure 34, we can see that a majority of vendors in our sample provide basic support
for Cloud BI features today, including Production reporting and Data visualization.
Features such as Personalized dashboards, Complex event processing and Text
Analytics have only limited support today (Figure 34)
Figure 34 - Industry Capabilities/Plan for Cloud BI
17%
33%
48%
56%
58%
59%
63%
63%
63%
64%
64%
65%
65%
68%
69%
73%
75%
83%
67%
52%
44%
42%
41%
38%
37%
37%
36%
36%
35%
35%
32%
31%
27%
25%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
Text Analytics
Complex Event Processing (CEP)
Personalized dashboards
Pre-packaged vertical/functional analytical…
Ability to write to transactional applications
Ad-hoc query
Social media Analysis (SocialBI)
Collaborative Support for Group-based Analysis
Data Mining and Advanced Algorithms
Data Integration/Data Quality tools/ETL
Advanced visualization
Big data (e.g., Hadoop) Support
Interactive Analysis
In-memory support
End user "self service"
Data visualization
Production reporting
Industry Cloud BI Features: Today & Future
Cloud BI Today Cloud BI Future
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49
Today more vendors indicated that they offer public cloud BI support than either private
or hybrid varieties (Figure 35). According to their responses nearly half indicated current
support for public cloud, with a majority planning public cloud support for BI within 12
months. In contrast, a much smaller minority indicated current or future support for
either private or hybrid cloud BI solutions.
Figure 35 – Industry Availability/Plans for Cloud BI
0 5 10 15 20 25
Public cloud
Private Cloud
Hybrid
Industry Availability of Cloud BI
Available Today 12 Months 24 Months No Plans
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50
Today the greatest majority of vendors that responded to our study utilize third party
suppliers to host their cloud-based BI solutions. A smaller number currently host and
manage systems internally (Figure 36). Based on current and future plans, third party
hosting for BI solutions appears to be dominant for in near term.
Figure 36 – Industry Availability/Plans for Hosting Public Cloud BI
0 5 10 15 20 25
Self
Third Party
Cloud BI: Industry Public Hosting Today and Future
Available Today 12 Months 24 Months Not Applicable
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51
In Figure 37 we examine current and future vendor support for key architectural features
for Cloud BI. Topping the list of supporting architectural features includes: Relational
database support, Automatic upgrades and Web services API. Those features with the
most limited support include: Cloud database connectors, RESTful API, Connectors to
on premise applications and Cloud application connectors.
Figure 37 - Industry support and plans for Cloud BI architectural features
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
Cloud Database Connectors (e.g., database.com,SimpleDB, CloudSQL)
RESTful API
Connectors to on-premise applications and data(e.g., ERP, CRM)
Cloud application connections (e.g., Salesforce,Netsuite, Taleo)
Data Virtualization
Multi-tenancy (single executable supportingmultiple customers)
Multi-dimensional database support
Web Services API
Automatic upgrades
Relational database support
Cloud BI: Industry Architecture - Current and Future
Available Today 12 Months 24 Months No Plans
2012 Wisdom of Crowds TM Cloud Business Intelligence Market Study ®
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52
User respondents cited ISO 27001 (Specification for Information Management Security),
followed by SAS 70 (an auditing specification) as their top choices for Cloud BI security.
Although SAS 70 is also a priority for vendors, ISO 27001 is a much lower priority
(Figure 38).
Figure 38 – Industry Support and plans for Cloud BI security
0% 10% 20% 30% 40% 50% 60% 70% 80% 90%100%
FISMA (Federal Information Security ManagementAct )
ISO 27001 (Specification for Information SecurityManagement System)
PCI DSS (Payment Card Industry Data SecurityStandard)
FIPS 140-2 (Federal Information ProcessingStandard)
HIPAA (The Health Insurance Portability andAccountability Act)
SAS 70 AICPA Auditing Standard (now SSAE 16)
Cloud BI: Industry Support for Security - Current and Future
Available Today 12 Months 24 Months No Plans
2012 Wisdom of Crowds TM Cloud Business Intelligence Market Study ®
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53
Aligned with user preferences, vendors appear to be focusing primarily upon the direct
sales channel, followed by telephone sales for Cloud BI offerings (Figure 39).
Figure 39 – Industry sales approach for Cloud BI
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
On line purchase
Marketplace purchase
Telephone sales purchase
Direct Sales purchase
Cloud BI: Industry Approach to Sales
Primary Secondary No Plans
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54
Related to licensing of Cloud BI, vendors are aligned with users for the most popular
mechanism: Subscription licensing (Figure 40). However, for other forms of licensing
user and vendor priorities are markedly different.
Figure 40 – Industry licensing approach for Cloud BI
0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%
Pay-per use
Freemium (limited free version)
Managed Service
Perpetual license + annual maintenance
Free trial (try and buy)
On Premise Option
Subscription license
Cloud BI: Industry Licensing
Available Today 12 Months 24 Months No Plans
2012 Wisdom of Crowds TM Cloud Business Intelligence Market Study ®
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55
Vendor Scoring Criteria
In rating the vendors, we considered cloud BI features, cloud architecture and cloud
security, as reported by suppliers and weighted by user priority of features and
platforms. A minimum score of 15/36 was required to be ranked.
The top 5 vendors for Cloud Business Intelligence functionality include: Birst,
Information Builders, GoodData, Actuate and MicroStrategy (Figure 41).
Figure 41 - Cloud Business Intelligence vendor ratings
-4
1
6
11
16
21
26
31
36
Jedox AG
Jaspersoft Corporation
Dimensional Insight
Panorama
Quiterian
Yellowfin
Pentaho
JackBeSAP
SAS
MicroStrategy
Actuate Corp
GoodData
Information Builders
Birst Inc
Cloud Business Intelligence Ratings - 2012
TOTAL FEATURES TOTAL ARCHITECTURE TOTAL SCORE
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56
Table 2 - Cloud Business Intelligence Buyers' Guide: Features
Actu
ate
Bir
st
Inc
Dim
en
sio
nal
Ins
igh
t
Go
od
Da
ta
In
form
atio
n
Bu
ilde
rs
Ja
ckB
e
Ja
sp
ers
oft
Je
do
x A
G
Mic
roS
tra
teg
y
Pa
no
ram
a
Pe
nta
ho
Qu
ite
ria
n
SA
P
SA
S
Ye
llow
fin
Ability to write to transactional applications
Ad-hoc query
Advanced visualization
Big data (e.g., Hadoop) Support
Collaborative Support for Group-based Analysis
Complex Event Processing (CEP)
Data Mining and Advanced Algorithms
Data visualization
End user "self service"
In-memory support
Interactive Analysis
Personalized dashboards
Pre-packaged vertical/functional analytical applications
Production reporting
Social media Analysis (SocialBI)
Text Analytics
Data Integration/Data Quality tools/ETL
2012 Wisdom of Crowds TM Cloud Business Intelligence Market Study ®
http://www.dresneradvisory.com Copyright 2012 – Dresner Advisory Services, LLC
57
Table 3 - Cloud Business Intelligence Buyer's Guide; Architecture
Actu
ate
Bir
st
Inc
Dim
en
sio
nal
Ins
igh
t
Go
od
Da
ta
In
form
atio
n
Bu
ilde
rs
Ja
ckB
e
Ja
sp
ers
oft
Je
do
x A
G
Mic
roS
tra
teg
y
Pa
no
ram
a
Pe
nta
ho
Qu
ite
ria
n
SA
P
SA
S
Ye
llow
fin
Public cloud
Private Cloud
Hybrid
Multi-tenancy (single executable supporting multiple customers)
Relational database support
Multi-dimensional database support
Connectors to on-premise applications and data (e.g., ERP, CRM)
Cloud application connections (e.g., Salesforce, Netsuite, Taleo)
Cloud Database Connectors (e.g., database.com, SimpleDB, CloudSQL)
Web Services API
RESTful API
Automatic upgrades
Data Virtualization
2012 Wisdom of Crowds TM Cloud Business Intelligence Market Study ®
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58
Table 4 - Cloud Business Intelligence Buyer's Guide: Security
Actu
ate
Bir
st
Inc
Dim
en
sio
nal
Ins
igh
t
Go
od
Da
ta
In
form
atio
n
Bu
ilde
rs
Ja
ckB
e
Ja
sp
ers
oft
Je
do
x A
G
Mic
roS
tra
teg
y
Pa
no
ram
a
Pe
nta
ho
Qu
ite
ria
n
SA
P
SA
S
Ye
llow
fin
ISO 7 1 (Specification for Information Security Management System)
SAS 7 AICPA Auditing Standard (now SSAE 16)
HIPAA (The Health Insurance Portability and Accountability Act)
FIPS 1 - (Federal Information Processing Standard)
FISMA (Federal Information Security Management Act )
PCI DSS (Payment Card Industry Data Security Standard)
2012 Wisdom of Crowds TM Cloud Business Intelligence Market Study ®
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59
Appendix: Cloud Business Intelligence Survey Instrument
2012 Wisdom of Crowds TM Cloud Business Intelligence Market Study ®
http://www.dresneradvisory.com Copyright 2012 – Dresner Advisory Services, LLC
60
2012 Wisdom of Crowds TM Cloud Business Intelligence Market Study ®
http://www.dresneradvisory.com Copyright 2012 – Dresner Advisory Services, LLC
61