This document presents an overview of the technical results of a joint-MicroStrategy and HP
performance benchmark. The tests show how MicroStrategy Business Intelligence (BI) Platform and
HP Integrity Servers provide a scalable and cost-effective solution for organizations looking to deploy
mission critical Enterprise BI applications
MicroStrategy abstracted the SAP HANA data schema, along with other data warehouses and multi-dimensional sources, into one unified system of record, hiding the underlying complexity from end users.
Why Microstrategy and why learn microstrategy training ,Business Analytics with Microstrategy,Microstrategy Business Intelligence, Why we are using Microstrategy,microstrategy business intelligence software
Considerations for Data Migration D365 Finance & OperationsGina Pabalan
Harvesting enterprise data is central to how organizations compete, and even survive, as industries transform digitally. Yet, as companies merge and technologies shift, managing data has become an extremely complex but critical task, especially handled alongside of an enterprise ERP implementation.
For companies moving from an on-premise legacy ERP system to Microsoft’s cloud-based Dynamics 365 for Finance and Operations (“D365”), there are some unique challenges and new tools to leverage when considering the data migration activity.
Microsoft delivers the Data Management Framework (“DMF”) tool to assist customers with data migration for D365. Data migration itself consists of three distinct activities, as illustrated below: Data extraction (from legacy systems), data transformation and data import into D365. DMF will assist in the import into the new D365 application, but what is the best way to extract and transform, to “ready” the data for the import?
What you need to know about Data Migration for D365 Finance & OperationsGina Pabalan
This is a "nuts & bolts" whitepaper discussing the capabilities and challenges of migrating data to Microsoft Dynamics365 for Finance and Operations (D365).
Informatica Solution for SWIFT IntegrationKim Loughead
Overview of Informatica's solution for financial services organizations who need to exchange payment data including SWIFT, NACHA, SEPA, FIX, etc. messages with other financial institutions
MicroStrategy abstracted the SAP HANA data schema, along with other data warehouses and multi-dimensional sources, into one unified system of record, hiding the underlying complexity from end users.
Why Microstrategy and why learn microstrategy training ,Business Analytics with Microstrategy,Microstrategy Business Intelligence, Why we are using Microstrategy,microstrategy business intelligence software
Considerations for Data Migration D365 Finance & OperationsGina Pabalan
Harvesting enterprise data is central to how organizations compete, and even survive, as industries transform digitally. Yet, as companies merge and technologies shift, managing data has become an extremely complex but critical task, especially handled alongside of an enterprise ERP implementation.
For companies moving from an on-premise legacy ERP system to Microsoft’s cloud-based Dynamics 365 for Finance and Operations (“D365”), there are some unique challenges and new tools to leverage when considering the data migration activity.
Microsoft delivers the Data Management Framework (“DMF”) tool to assist customers with data migration for D365. Data migration itself consists of three distinct activities, as illustrated below: Data extraction (from legacy systems), data transformation and data import into D365. DMF will assist in the import into the new D365 application, but what is the best way to extract and transform, to “ready” the data for the import?
What you need to know about Data Migration for D365 Finance & OperationsGina Pabalan
This is a "nuts & bolts" whitepaper discussing the capabilities and challenges of migrating data to Microsoft Dynamics365 for Finance and Operations (D365).
Informatica Solution for SWIFT IntegrationKim Loughead
Overview of Informatica's solution for financial services organizations who need to exchange payment data including SWIFT, NACHA, SEPA, FIX, etc. messages with other financial institutions
Microsoft Power BI is a unified self-service and enterprise business intelligence platform that combines an intuitive user experience with intelligent data visualizations to provide greater depth of data insight. Reports can be shared within Microsoft tools like Teams, SharePoint, PowerPoint, or within other productivity products.
This Presentation focus on wt is business intelligent and tool available in market and which is demand high in other competitor and details about cognos ...
Modern Business Intelligence - Design and ImplementationsDavid J Rosenthal
During the first two “waves” of business intelligence, IT professionals and business analysts were the keepers of BI. They made BI accessible and consumable for end users.
While this approach still applies to complex business intelligence needs, today there is a new “wave.” This third wave of BI makes BI available to every kind of user.
As customer strive to take advantage of the digital transformation that is occurring in virtually every industry, they need to re-evaluate how they engage with their customers/prospects, how they transform their products and operations, and how they empower and understand their employees.
In today’s world, doing each of these things is more and more reliant upon data…traditionally, everything you knew about your customers and prospects was available in your business application systems and in the heads of employees. You learned almost everything about your products BEFORE they left your warehouse. Employees used technology more to enter data than to learn from it.
In the data-driven world we live in today, leveraging intelligent insights from data across customers, products, and employees is critical to be able to stay competitive and keep up with or lead digital transformation in any industry. And this isn’t just a customer’s typical business application data – it’s also about augmenting the customer’s data with additional data (e.g. search, employee behavioral data, sentiment data, benchmark data, etc..) – and applying the right intelligence to drive meaningful insights.
To download go to http://www.microstrategy.com/9/
In this presentation you'll find information about the following subjects:
- The MicroStrategy Architecture
- Extending the Performance, Scalability & Effeciency of Enterprise BI
- Enabling Rapid Deployment of Departemental BI
- Supporting Smooth Migration from Deparatemental Islands of BI to Enterprise BI
- MicroStrategy Products
Microsoft Power BI is a unified self-service and enterprise business intelligence platform that combines an intuitive user experience with intelligent data visualizations to provide greater depth of data insight. Reports can be shared within Microsoft tools like Teams, SharePoint, PowerPoint, or within other productivity products.
This Presentation focus on wt is business intelligent and tool available in market and which is demand high in other competitor and details about cognos ...
Modern Business Intelligence - Design and ImplementationsDavid J Rosenthal
During the first two “waves” of business intelligence, IT professionals and business analysts were the keepers of BI. They made BI accessible and consumable for end users.
While this approach still applies to complex business intelligence needs, today there is a new “wave.” This third wave of BI makes BI available to every kind of user.
As customer strive to take advantage of the digital transformation that is occurring in virtually every industry, they need to re-evaluate how they engage with their customers/prospects, how they transform their products and operations, and how they empower and understand their employees.
In today’s world, doing each of these things is more and more reliant upon data…traditionally, everything you knew about your customers and prospects was available in your business application systems and in the heads of employees. You learned almost everything about your products BEFORE they left your warehouse. Employees used technology more to enter data than to learn from it.
In the data-driven world we live in today, leveraging intelligent insights from data across customers, products, and employees is critical to be able to stay competitive and keep up with or lead digital transformation in any industry. And this isn’t just a customer’s typical business application data – it’s also about augmenting the customer’s data with additional data (e.g. search, employee behavioral data, sentiment data, benchmark data, etc..) – and applying the right intelligence to drive meaningful insights.
To download go to http://www.microstrategy.com/9/
In this presentation you'll find information about the following subjects:
- The MicroStrategy Architecture
- Extending the Performance, Scalability & Effeciency of Enterprise BI
- Enabling Rapid Deployment of Departemental BI
- Supporting Smooth Migration from Deparatemental Islands of BI to Enterprise BI
- MicroStrategy Products
Aki Kaltenbach, Hootgiving, Hootsuite
Twitter Handle: @AkiKaltenbach
Leveraging employee PR power is no groundbreaking concept, but its potential is higher than ever thanks to the proliferation of social media. This session will share tips on how to get your employees collaborating more effectively and share examples of nonprofits doing it well.
Ironic but true: Western politicians won't be the protagonists of the global economic recovery... the next generation of consumers in emerging markets will. www.bit.ly/agalorda
Herpes zoster infection in neurology: management updates and prevention懿恩 施
Varicella zoster cause a huge burden among patients with Post-herpetic nerlagia.
This lecture leads audience to deeper understanding of the disease nature and its association with multiple disciplines.
8 Steps to BI Success - Choosing The Ideal Business Intelligence SolutionChristian Ofori-Boateng
No pressure - but the BI solution you invest in today has far-reaching implications for your organization's success tomorrow.
- With dozens of Business Intelligence solutions available, what are the 'must-haves' in BI tools?
- What features will bring you the quickest time to value plus meet the flexibility and budgetary needs for your organization?
- How will this satisfy your Business Intelligence needs?
- Where does this fit into your Business Intelligence Strategy and Roadmap?
Strap on those crampons as we scale those eight essential steps to take in making your big decision - let's get your company equipped for the future, and performing at its peak!
Here is a case study that I developed to explain the different sets of functionality with the Pentaho Suite. I focused on the functionality, features, illustrative tools and key strengths. I've provided an understanding toward evaluating BI tools when selecting vendors. Enjoy!
Enterprise Storage Solutions for Overcoming Big Data and Analytics ChallengesINFINIDAT
Big Data and analytics workloads represent a new frontier for organizations. Data is being collected from sources that did not exist 10 years ago. Mobile phone data, machine-generated data, and website interaction data are all being collected and analyzed. In addition, as IT budgets are already being pressured down, Big Data footprints are getting larger and posing a huge storage challenge.
This paper provides information on the issues that Big Data applications pose for storage systems and how choosing the correct storage infrastructure can streamline and consolidate Big Data and analytics applications without breaking the bank.
InfiniBox bridges the gap between high performance and high capacity for Big Data applications. InfiniBox allows an organization implementing Big Data and Analytics projects to truly attain its business goals: cost reduction, continual and deep capacity scaling, and simple and effective management — and without any compromises in performance or reliability. All of this to effectively and efficiently support Big Data applications at a disruptive price point.
Learn more at www.infinidat.com.
Top 20 Best Business Intelligence Tools | CIO Women MagazineCIOWomenMagazine
Here are the top 20 Business Intelligence Tools: 1. Micro Strategic Planning, 2. IBM Cognos Analytics (in a nutshell), 3. Tableau, 4. Oracle Business Intelligence Tools, 5. Board, etc.
D365 Finance & Operations - Data & Analytics (see newer release of this docum...Gina Pabalan
This very comprehensive white paper provides a detailed and clear overview of Microsoft's D365 Finance & Operations solutions to support Data & Analytics.
There is a newer version of this available - search SlideShare for the new version of this deck.
D365 F&O - Data and Analytics White PaperGina Pabalan
This very comprehensive white paper provides a detailed and clear overview of Microsoft's D365 Finance & Operations solutions to support Data & Analytics.
MicroStrategy interoperability with GreenplumBiBoard.Org
This white paper explains how MicroStrategy can be configured
and used with Greenplum database in two-tier and basic threetier
architecture. This document provides a quick verification
and validation of connectivity and interoperability of
MicroStrategy with Greenplum. Source: http://www.emc.com/collateral/software/white-papers/microstrategy-interoperability-with-greenplum.pdf
Workload Management with MicroStrategy Software and IBM DB2 9.5BiBoard.Org
This paper describes the best practices for configuring MicroStrategy software to use the workload management (WLM) features of IBM DB2 9.5 for Linux®, Unix®, and Windows. Source: ftp://ftp.software.ibm.com/software/data/sw-library/db2/papers/wlm_msi_db29.5.pdf
MicroStrategy 9 vs Oracle 11G BI capabilitiesBiBoard.Org
A whitepaper comparing MicroStrategy 9.4.1 and Oracle 11G BI capabilities from MicroStrategy Inc. Source: https://www.microstrategy.com/us/company/white-papers
MicroStrategy 9 vs SAP BusinessObjects 4.1BiBoard.Org
A whitepaper from MicroStrategy Inc. comparing MicroStrategy 9.4.1 and SAP BusinessObjects 4.1. Source: https://www.microstrategy.com/us/company/white-papers
Prosigns: Transforming Business with Tailored Technology SolutionsProsigns
Unlocking Business Potential: Tailored Technology Solutions by Prosigns
Discover how Prosigns, a leading technology solutions provider, partners with businesses to drive innovation and success. Our presentation showcases our comprehensive range of services, including custom software development, web and mobile app development, AI & ML solutions, blockchain integration, DevOps services, and Microsoft Dynamics 365 support.
Custom Software Development: Prosigns specializes in creating bespoke software solutions that cater to your unique business needs. Our team of experts works closely with you to understand your requirements and deliver tailor-made software that enhances efficiency and drives growth.
Web and Mobile App Development: From responsive websites to intuitive mobile applications, Prosigns develops cutting-edge solutions that engage users and deliver seamless experiences across devices.
AI & ML Solutions: Harnessing the power of Artificial Intelligence and Machine Learning, Prosigns provides smart solutions that automate processes, provide valuable insights, and drive informed decision-making.
Blockchain Integration: Prosigns offers comprehensive blockchain solutions, including development, integration, and consulting services, enabling businesses to leverage blockchain technology for enhanced security, transparency, and efficiency.
DevOps Services: Prosigns' DevOps services streamline development and operations processes, ensuring faster and more reliable software delivery through automation and continuous integration.
Microsoft Dynamics 365 Support: Prosigns provides comprehensive support and maintenance services for Microsoft Dynamics 365, ensuring your system is always up-to-date, secure, and running smoothly.
Learn how our collaborative approach and dedication to excellence help businesses achieve their goals and stay ahead in today's digital landscape. From concept to deployment, Prosigns is your trusted partner for transforming ideas into reality and unlocking the full potential of your business.
Join us on a journey of innovation and growth. Let's partner for success with Prosigns.
GraphSummit Paris - The art of the possible with Graph TechnologyNeo4j
Sudhir Hasbe, Chief Product Officer, Neo4j
Join us as we explore breakthrough innovations enabled by interconnected data and AI. Discover firsthand how organizations use relationships in data to uncover contextual insights and solve our most pressing challenges – from optimizing supply chains, detecting fraud, and improving customer experiences to accelerating drug discoveries.
AI Pilot Review: The World’s First Virtual Assistant Marketing SuiteGoogle
AI Pilot Review: The World’s First Virtual Assistant Marketing Suite
👉👉 Click Here To Get More Info 👇👇
https://sumonreview.com/ai-pilot-review/
AI Pilot Review: Key Features
✅Deploy AI expert bots in Any Niche With Just A Click
✅With one keyword, generate complete funnels, websites, landing pages, and more.
✅More than 85 AI features are included in the AI pilot.
✅No setup or configuration; use your voice (like Siri) to do whatever you want.
✅You Can Use AI Pilot To Create your version of AI Pilot And Charge People For It…
✅ZERO Manual Work With AI Pilot. Never write, Design, Or Code Again.
✅ZERO Limits On Features Or Usages
✅Use Our AI-powered Traffic To Get Hundreds Of Customers
✅No Complicated Setup: Get Up And Running In 2 Minutes
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See My Other Reviews Article:
(1) TubeTrivia AI Review: https://sumonreview.com/tubetrivia-ai-review
(2) SocioWave Review: https://sumonreview.com/sociowave-review
(3) AI Partner & Profit Review: https://sumonreview.com/ai-partner-profit-review
(4) AI Ebook Suite Review: https://sumonreview.com/ai-ebook-suite-review
Innovating Inference - Remote Triggering of Large Language Models on HPC Clus...Globus
Large Language Models (LLMs) are currently the center of attention in the tech world, particularly for their potential to advance research. In this presentation, we'll explore a straightforward and effective method for quickly initiating inference runs on supercomputers using the vLLM tool with Globus Compute, specifically on the Polaris system at ALCF. We'll begin by briefly discussing the popularity and applications of LLMs in various fields. Following this, we will introduce the vLLM tool, and explain how it integrates with Globus Compute to efficiently manage LLM operations on Polaris. Attendees will learn the practical aspects of setting up and remotely triggering LLMs from local machines, focusing on ease of use and efficiency. This talk is ideal for researchers and practitioners looking to leverage the power of LLMs in their work, offering a clear guide to harnessing supercomputing resources for quick and effective LLM inference.
How Recreation Management Software Can Streamline Your Operations.pptxwottaspaceseo
Recreation management software streamlines operations by automating key tasks such as scheduling, registration, and payment processing, reducing manual workload and errors. It provides centralized management of facilities, classes, and events, ensuring efficient resource allocation and facility usage. The software offers user-friendly online portals for easy access to bookings and program information, enhancing customer experience. Real-time reporting and data analytics deliver insights into attendance and preferences, aiding in strategic decision-making. Additionally, effective communication tools keep participants and staff informed with timely updates. Overall, recreation management software enhances efficiency, improves service delivery, and boosts customer satisfaction.
Enterprise Resource Planning System includes various modules that reduce any business's workload. Additionally, it organizes the workflows, which drives towards enhancing productivity. Here are a detailed explanation of the ERP modules. Going through the points will help you understand how the software is changing the work dynamics.
To know more details here: https://blogs.nyggs.com/nyggs/enterprise-resource-planning-erp-system-modules/
Cyaniclab : Software Development Agency Portfolio.pdfCyanic lab
CyanicLab, an offshore custom software development company based in Sweden,India, Finland, is your go-to partner for startup development and innovative web design solutions. Our expert team specializes in crafting cutting-edge software tailored to meet the unique needs of startups and established enterprises alike. From conceptualization to execution, we offer comprehensive services including web and mobile app development, UI/UX design, and ongoing software maintenance. Ready to elevate your business? Contact CyanicLab today and let us propel your vision to success with our top-notch IT solutions.
OpenFOAM solver for Helmholtz equation, helmholtzFoam / helmholtzBubbleFoamtakuyayamamoto1800
In this slide, we show the simulation example and the way to compile this solver.
In this solver, the Helmholtz equation can be solved by helmholtzFoam. Also, the Helmholtz equation with uniformly dispersed bubbles can be simulated by helmholtzBubbleFoam.
Top Features to Include in Your Winzo Clone App for Business Growth (4).pptxrickgrimesss22
Discover the essential features to incorporate in your Winzo clone app to boost business growth, enhance user engagement, and drive revenue. Learn how to create a compelling gaming experience that stands out in the competitive market.
Top 7 Unique WhatsApp API Benefits | Saudi ArabiaYara Milbes
Discover the transformative power of the WhatsApp API in our latest SlideShare presentation, "Top 7 Unique WhatsApp API Benefits." In today's fast-paced digital era, effective communication is crucial for both personal and professional success. Whether you're a small business looking to enhance customer interactions or an individual seeking seamless communication with loved ones, the WhatsApp API offers robust capabilities that can significantly elevate your experience.
In this presentation, we delve into the top 7 distinctive benefits of the WhatsApp API, provided by the leading WhatsApp API service provider in Saudi Arabia. Learn how to streamline customer support, automate notifications, leverage rich media messaging, run scalable marketing campaigns, integrate secure payments, synchronize with CRM systems, and ensure enhanced security and privacy.
In 2015, I used to write extensions for Joomla, WordPress, phpBB3, etc and I ...Juraj Vysvader
In 2015, I used to write extensions for Joomla, WordPress, phpBB3, etc and I didn't get rich from it but it did have 63K downloads (powered possible tens of thousands of websites).
Developing Distributed High-performance Computing Capabilities of an Open Sci...Globus
COVID-19 had an unprecedented impact on scientific collaboration. The pandemic and its broad response from the scientific community has forged new relationships among public health practitioners, mathematical modelers, and scientific computing specialists, while revealing critical gaps in exploiting advanced computing systems to support urgent decision making. Informed by our team’s work in applying high-performance computing in support of public health decision makers during the COVID-19 pandemic, we present how Globus technologies are enabling the development of an open science platform for robust epidemic analysis, with the goal of collaborative, secure, distributed, on-demand, and fast time-to-solution analyses to support public health.
Software Engineering, Software Consulting, Tech Lead, Spring Boot, Spring Cloud, Spring Core, Spring JDBC, Spring Transaction, Spring MVC, OpenShift Cloud Platform, Kafka, REST, SOAP, LLD & HLD.
Gamify Your Mind; The Secret Sauce to Delivering Success, Continuously Improv...Shahin Sheidaei
Games are powerful teaching tools, fostering hands-on engagement and fun. But they require careful consideration to succeed. Join me to explore factors in running and selecting games, ensuring they serve as effective teaching tools. Learn to maintain focus on learning objectives while playing, and how to measure the ROI of gaming in education. Discover strategies for pitching gaming to leadership. This session offers insights, tips, and examples for coaches, team leads, and enterprise leaders seeking to teach from simple to complex concepts.
Listen to the keynote address and hear about the latest developments from Rachana Ananthakrishnan and Ian Foster who review the updates to the Globus Platform and Service, and the relevance of Globus to the scientific community as an automation platform to accelerate scientific discovery.
Custom Healthcare Software for Managing Chronic Conditions and Remote Patient...Mind IT Systems
Healthcare providers often struggle with the complexities of chronic conditions and remote patient monitoring, as each patient requires personalized care and ongoing monitoring. Off-the-shelf solutions may not meet these diverse needs, leading to inefficiencies and gaps in care. It’s here, custom healthcare software offers a tailored solution, ensuring improved care and effectiveness.
Exploring Innovations in Data Repository Solutions - Insights from the U.S. G...Globus
The U.S. Geological Survey (USGS) has made substantial investments in meeting evolving scientific, technical, and policy driven demands on storing, managing, and delivering data. As these demands continue to grow in complexity and scale, the USGS must continue to explore innovative solutions to improve its management, curation, sharing, delivering, and preservation approaches for large-scale research data. Supporting these needs, the USGS has partnered with the University of Chicago-Globus to research and develop advanced repository components and workflows leveraging its current investment in Globus. The primary outcome of this partnership includes the development of a prototype enterprise repository, driven by USGS Data Release requirements, through exploration and implementation of the entire suite of the Globus platform offerings, including Globus Flow, Globus Auth, Globus Transfer, and Globus Search. This presentation will provide insights into this research partnership, introduce the unique requirements and challenges being addressed and provide relevant project progress.
2. SCALABLE 64-BIT BUSINESS INTELLIGENCE FOR THE ENTERPRISE
HP MicroStrategy White Paper
® ®
2
Executive Summary .....................................................................................................................................................3
Introduction ...................................................................................................................................................................4
Delivering Enterprise Business Intelligence Efficiently.......................................................................................4
Test Environment..........................................................................................................................................................6
Overall Architecture...............................................................................................................................................6
Hardware and Software Configuration...............................................................................................................7
Testing Tools ............................................................................................................................................................8
Reports Used for the Tests...................................................................................................................................8
Test Configurations ................................................................................................................................................8
Results Analysis and Discussion...............................................................................................................................9
Scale-in......................................................................................................................................................................9
Scale-out...................................................................................................................................................................11
Multi-level Shared Cache .....................................................................................................................................12
Conclusion ....................................................................................................................................................................15
3. SCALABLE 64-BIT BUSINESS INTELLIGENCE FOR THE ENTERPRISE
HP MicroStrategy White Paper
EXECUTIVE SUMMARY
This document presents an overview of the technical results of a joint-MicroStrategy and HP
performance benchmark. The tests show how MicroStrategy Business Intelligence (BI) Platform and
HP Integrity Servers provide a scalable and cost-effective solution for organizations looking to deploy
mission critical Enterprise BI applications.
The testing configuration included the MicroStrategy BI Platform installed on HP Integrity Servers
with 64-bit Intel
®
Itanium
®
2 processors and the HP-UX 11i operating system. One HP Integrity rx8620
server was used for MicroStrategy Intelligence Server Universal (64-bit) Edition; and two HP Integrity
rx4640 servers were used for MicroStrategy Web. Three different tests were run: A scale-in test, a
scale-out test, and a multi-level shared cache test.
THE RESULTS SHOW:
The 64-bit MicroStrategy Intelligence Server
Universal Edition can support 10,000 active
users within a single HP Integrity server,
achieving an average response time of 4.45
seconds.
MicroStrategy Intelligence Server allows
organizations to double the number of
supported users simply by doubling the
number of Intelligence Server CPUs (scale-
in) on the HP Integrity rx8620 server, while
maintaining performance at an outstanding
sub-5 second average response time.
MicroStrategy clustering capabilities provide
linear scalability by adding servers (scale-
out), when adding CPUs to a single server is
not possible or not desired.
MicroStrategy’s multi-level, shared caching
significantlyimprovesperformance bya factor
greater than 10x, even at 10,000 active users.
The choice of adding CPUs (scale-in) or
adding clustered servers (scale-out) is a
strategic IT decision based on the
organization’sneeds. The decisionisprimarily
focused on a trade-off of reduced server
maintenance (scale-in) versus failover
protection (scale-out). Either way, the
combination of MicroStrategy BI software on
HP Integrity server provides outstanding user
scalability and performance, while enabling
IT with the flexibility to choose the
configuration best-suited for their enterprise
BI applications.
Scalability of the MicroStrategy BI platform
extends beyond static online reporting to the
full range of interactive OLAP functionality.
Thus, users can exercise functionality such
as “pivot,” “sort,” “page-by,” “drill-anywhere,”
and prompts, and still benefit from the high
performance and scalability of the
MicroStrategy BI platform.
HP Integrity servers with Intel
®
Itanium
®
2
processors provide full 64-bit support, laying
out a strong, yet flexible foundation for
mission-critical enterprise applications such
as MicroStrategy BI platform.
3
4. SCALABLE 64-BIT BUSINESS INTELLIGENCE FOR THE ENTERPRISE
HP MicroStrategy White Paper
INTRODUCTION
Organizations are increasingly considering their
Business Intelligence systems to be mission-
critical Enterprise applications. Thus, an
organization’ssuccessdepends onbusinessusers
being able to efficiently and effectively use
Business Intelligence applications.
More and more, IT executives who are
implementing Enterprise BI face two major
concerns. The first one is scalability of the BI
application.
The second factor, generally overlooked by most
BI vendors, relates to efficiency. Can the BI
applications scale in a cost-effective way?
Unfortunately, many relatively small or
departmental BI applications scattered across
the organization become exponentially more
expensive as they try to scale to Enterprise BI
applications. The hardware resource expense and
IT administrative effort grows much faster, the
more number of users the application supports.
This paper will show how MicroStrategy 8, due
to its unique Relational OnLine Analytical
Processing, or ROLAP, capabilities and its unified
architecture, can help organizations deploy
scalable, Enterprise-wide Business Intelligence
with the least amount of IT resources.
DELIVERING ENTERPRISE BUSINESS
INTELLIGENCE EFFICIENTLY
Successful BI applications create an accelerating
need for even more reports, scorecards, and
analyses. Every newly-deployed report sparks
the desire formore reports. Moreover, companies
typically deploy dozens of variations of each
major report to satisfy specific interests of
different user groups, each with varying data
security and requirements. Most departmental
BI technologies focus on building single reports
relativelyquicklywithaminimumofinfrastructural
rigor, creating a maintainability nightmare as the
number of reports grows. A true industrial-
strength BI architecture must allow each new
report to be developed more quickly than the
last one and should minimize the number of
reports that need to be explicitly designed in the
first place.
An efficient Business Intelligence deployment is
one that delivers Enterprise BI with the least
amount of IT effort. This means efficient BI
applicationscandelivermillionsofreportsneeded
by the diverse business user population, yet
reduce the number of reports that IT must
explicitly develop, the amount of effort required
to maintain BI applications, and the amount of
hardware necessary to support the increasing
user population.
MicroStrategy 8 supports highly-efficient,
Enterprise-wideBusinessIntelligence attributable
to five critical technological capabilities:
DYNAMIC PROMPT ENGINE -
Prompting allows the user to dynamically
control the complete scope of analysis, not
just the filtering criteria. Prompts expand
the potential analysis of a single report
definition by giving users the flexibility to
decide what attributes and metrics to include
when the report is run. Prompts also focus
the analytical process by enabling users to
provide filtering criteria that limit the cross-
section of the Enterprise data warehouse to
include in the analysis. Most importantly,
users have the flexibility to expand the scope
of their analysis to any part of the enterprise
data warehouse dynamically, without the
need for new reports to be created by IT.
4
5. SCALABLE 64-BIT BUSINESS INTELLIGENCE FOR THE ENTERPRISE
HP MicroStrategy White Paper
OLAP ANALYSIS WITH UNIQUE “DRILL
ANYWHERE” CAPABILITY –
’s unique “drill anywhere” capability allows
users to surf the entire data warehouse
without requiring IT to hardcode drill paths
and maintain them. “Drill anywhere” is only
available with MicroStrategy’s Relational
OLAP technology or ROLAP. With “drill
anywhere,” a user can start with almost any
report, and drill to any other set of data in
the data warehouse without ever requiring
IT to design new reports or anticipate their
needs.
AUTOMATIC PERSONALIZATION
THROUGH CELL-LEVEL DATA SECURITY
Administratorscanprotect data byrestricting
user access to an exact range of information
using Security Filters. As every report is run,
it is personalized for each user based on that
user’s security profile. This security feature
ensures that every user sees only the data
that they are allowed to see and only the
data relevant to their work. Whereas other
BI technologies require many variations of
the same report to be designed for different
user populations, the MicroStrategy
architecture requires only one report to be
designed, irrespective of who might run it,
and then automatically tailors the contents
of the report for each user.
MULTI-LEVEL SHARED CACHING –
MicroStrategy provides four levels of
intelligent caching, in order to ensure users
always have instant access to reports and
analysis. The levels of cache offered by
MicroStrategy platform are “report XML
cache,” “attribute elements cache,”
“metadata object cache,” and “database
connection cache.” These multiple layers of
caching are aware of security profiles and
present only authorized information to the
user.
FULL 64-BIT BUSINESS INTELLIGENCE –
A major requirement in large-scale user
deployments is to provide high capacity
within a single server. MicroStrategy is one
of the very few BI technologies that are
compiled to the full breadth of modern 64-
bit operating systems. While most other
vendors can technically run on 64-bit
machines, they are not compiled to 64-bit,
and thus are still constrained to the 2-4 GB
memory limits of 32-bit systems. This
difference means that only MicroStrategy
can take advantage of the virtually unlimited
addressable memory space1
available on 64-
bit machines, affording MicroStrategy
applicationssufficient memoryfortherichest
BI functionality, high-performance shared
caches, and working space for tens of
thousandsof users – all within a single server.
1 Thirty-two-bit compiled software applications can practically only access 2-4 Gigabytes of RAM. In contrast, 64-bit compiled
software applications can theoretically access 2^64 RAM or approximately 18 Exabytes of RAM. Practically, 64-bit applications
typically use 8-64 Gigabytes of RAM.
5
6. SCALABLE 64-BIT BUSINESS INTELLIGENCE FOR THE ENTERPRISE
HP MicroStrategy White Paper
OVERALL ARCHITECTURE
The MicroStrategy Business Intelligence
architecture allows companies tostart withsmall,
departmentalBIapplicationsandthengrowthose
applications for the whole Enterprise.
MicroStrategy Intelligence Server is a highly
scalable Business Intelligence server; it is the
architectural foundation of the MicroStrategy
platform.Itmanageshighperformanceinteractions
TEST ENVIRONMENT
accessing terabytes of data by tens of thousands
of users using caching, load balancing, resource
prioritization, and connection pooling. It accesses
and joinsdata frommultiple data sources, suchas
data warehouses, operational databases, multi-
dimensional (cube) databases, and even flat files.
As the central point of contact to the database,
MicroStrategy Intelligence Server dynamically
interpretsuserqueriestogenerateoptimizedmulti-
pass Structured Query Language (SQL) or Multi-
DimensionaleXpression(MDX)statementsagainst
almostanydatasource.IntelligenceServerretrieves
the data, performs any additional analytical
calculationsnotavailable inthe databases,formats
the report, and delivers the reports to business
usersvia MicroStrategyWeb,MicroStrategyOffice,
MicroStrategy Desktop, or MicroStrategy
Narrowcast Server.
MicroStrategy Web is the primary business user
interfacefortheMicroStrategyBusinessIntelligence
(BI)platformandtheoneusedfortestingpurposes.
With MicroStrategy Web, business users can view,
edit and create all types of reports in a single,
intuitive interface without assistance from IT.
Additionally,businessuserscanpersonalizereport
resultsbyanswering a seriesofintuitive questions
(prompts) to meet their specific analysis needs.
Thisbusinessuserself-servicefreesITdepartments
to devote more time to work on BI application
activitiesthatfullyleveragetheirtechnicalexpertise.
HARDWAREANDSOFTWARECONFIGURATION
All of the MicroStrategy BI software was installed
onHP IntegrityServers, whichuse Intel
®
Itanium
®
2processorsandtheHP-UX11iv2operatingsystem
(see figure 3-1). In order to conduct all of the
scalability tests (see Test Configurations), the
MicroStrategy Intelligence Server varied the
number of CPUs and the number of servers used.
MicroStrategy Web
MicroStrategy
Intelligence Server
2 - HP Integrity rx4640 Servers
• 4-way 1.5 GHz Intel
®
Itanium
®
2 processors
• 8 GB RAM
1- HP Integrity rx8620 Server
• 16-way 1.5 GHz Intel
®
Itanium
®
2 processors
• 32 GB RAM total
• Configured into 2-nPars
- Up to 8 CPUs per nPar
- 16 GB RAM per nPar
MicroStrategy Web
Universal 8.0.2
MicroStrategy
Intelligence Server
Universal (64-bit)
8.0.2
HP-UX 11iv2
HP-UX 11iv2
Architectural Component Hardware Software Operating System
Figure 3-1: MicroStrategy BI Software Installation on HP Integrity Servers
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7. SCALABLE 64-BIT BUSINESS INTELLIGENCE FOR THE ENTERPRISE
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1. MicroStrategy IntelligenceServer Universal
(64-bit) Edition
One 16-way HP Integrity rx8620 server was
divided into two physical partitions, or nPars2
,
each of them containing 8 CPUs.
MicroStrategy Intelligence Server Universal
was installed on each physical partition.
ThenumberofCPUsutilizedbyMicroStrategy
Intelligence Server on each physical partition
of the HP Integrity servers varied from one
to eight in order to test different hardware
scenarios.
SOFTWARE INSTALLATION
2. MicroStrategy Web Universal
Installed on two HP Integrity rx4640 servers.
For the scale-in and scale-out tests (see Test
Configurations), bothHP Integrity servers and
all the CPUs on each server were used.
For the caching test (see Test Configurations),
only one HP server was used.
2 Hewlett-Packard's nPartition system capabilities enable you to configure a single server complex as one large system or
as multiple smaller systems. These hard partitions are designed to provide for complete electrical and software isolation. For
organizations where high availability is critical, this feature ensures that any fault within one partition cannot impact any
other partition. Applications running within hard partitions are not subject to hardware or software events in other partitions.
Figure 3-2 shows the overall performance testing environment. The configuration above remained constant
except for the “BI Application Server” tier or the MicroStrategy Intelligence Server tier, which varied depending
upon the tests conducted.
Web Server
MicroStrategy Web
Universal 8.0.2
Apache Tomcat Application
Server
2 - HP Integrity rx4640
Servers
• 4-Intel® Itanium® 2 CPUs
• 8 GB RAM
• HP-UX 11iv2 OS
MicroStrategy Intelligence
Server Universal 8.0.2
2 nPars - HP Integrity rx8620
Server
• Up to 8 - Intel® Itanium®
2 CPUs per nPar
• 16 GB RAM per nPar
• HP-UX 11iv2 OS
Web Clients BI Application Server Database Server
Oracle 10g
Figure 3-2: MicroStrategy and HP Overall Testing Environment
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8. SCALABLE 64-BIT BUSINESS INTELLIGENCE FOR THE ENTERPRISE
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TESTING TOOLS
Web user traffic and connections were generated
using MicroStrategy proprietary testing software
called MFCBlaster, which measures the steady
rate of transaction submission and average
response time for all transactions.
REPORTS USED FOR THE TESTS
The data wasderived from a TPC-H database and
is representative of any business that manages,
sells, or distributes products. The following is a
description of representative samples of the 11
distinct reports used during the tests.
A cross-tab report shows revenue for parts
sold and part types. This report displays a
grid containing up to 15,232 cells of data,
depending on the prompt answers selected
by the user.
A cross-tab report shows account balance
and total cost for individual suppliers,
supplier’s region and nation. This report
shows up to 1,257 cells of data, depending
on the user’s profile.
TEST CONFIGURATIONS
Web user connections were simulated on the
client machines using MFCBlaster. These
MFCBlaster users were connected to
MicroStrategy Web to execute different actions,
including “report execution,”OLAP manipulations
including “sort,” “pivot,” and “page-by,” and ad-
hocreportingusingpromptsanddrillfunctionality.
It is important to highlight that no delays were
included in any of the testing scripts, meaning
that all users in the systemwere trulyconcurrent
users. Adding delays into the system can
effectively reduce the true level of concurrency,
making a system appear more scalable, when in
reality, many of the users might be idle.
For the purpose of this analysis, we assume a
concurrent user to active user ratio of 2%. In
general, concurrent user to active user ratios
vary, depending on the specific production
environment.
Three benchmarks were performed to
demonstrate the scalability of the MicroStrategy
BI platform.
1. Ascale-intestwasperformed todemonstrate
single-server scalability of the MicroStrategy
platform at different levels of concurrency.
Tests were conducted with1,2, 4, and 8CPUs.
2. A scale-out test was performed to prove
scalability of MicroStrategy’s proprietary
clustering capabilities. Tests were conducted
with single node and 2-node configurations.
For the purpose of this test, 4-CPUs were
active on each server node.
3. A multi-level, shared cache test was
performed to show how MicroStrategy’s
efficient multi-level caching capabilities can
considerably enhance performance. For the
purpose of this test, 4-CPUs were active on
theMicroStrategyIntelligenceServermachine.
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9. SCALABLE 64-BIT BUSINESS INTELLIGENCE FOR THE ENTERPRISE
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3 The OLAP Survey 5, published in 2005 and conducted annually by independent analyst Nigel Pendse and Survey.com,
(http://www.survey.com/olap), compiled the BI experiences of 2,100 Organizations. The OLAP Survey 5 shows that organizations
can maximize their business benefits by using “Performance” as the number one factor when selecting a BI software tool.
Web Server
MicroStrategy Web
Universal 8.0.2
Apache Tomcat Application
Server
2 - HP Integrity rx4640
Servers
• 4-Intel® Itanium® 2 CPUs
• 8 GB RAM
• HP-UX 11iv2 OS
MicroStrategy Intelligence
Server Universal 8.0.2
1 nPar - HP Integrity rx8620
Server
• Up to 8 - Intel® Itanium®
2 CPUs
• 16 GB RAM Total
• HP-UX 11iv2 OS
Web Clients BI Application Server Database Server
Oracle 10g
Figure 4-1: Scale-In Test Configuration
RESULTS ANALYSIS AND DISCUSSION
Figure 4-1 shows the Scale-In performance testing environment. The Intelligence Server tier varied the number
of CPUs and the number of active users for each series of tests.
SCALE-IN
To Scale-in means to increase the number of processors on a single server in order to increase its
capacity. An organization may choose this configuration because of reduced cost and management
overhead offered by a single server approach.
THE SCALE-IN TEST CONFIGURATION (FIGURE 4-1):
Scale-in tests were performed with 1, 2, 4, and 8 CPUs in order to demonstrate MicroStrategy
Intelligence Server scalability on a single server.
The performance metric, Average Response Time, was measured3.
The number of active users and CPUs were doubled for each set of tests.
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10. SCALABLE 64-BIT BUSINESS INTELLIGENCE FOR THE ENTERPRISE
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0
2
4
6
8
10
1 2 4 8
CPUs
0
2000
4000
6000
8000
10000
12000
Supported
Users
Average
Response
Time (s)
Figure 4-2: Constant Average Response Time and User Scalability v. CPUs
THE SCALE-IN TEST RESULTS SHOW (FIGURE 4-2):
1. Average response time remains constant, even as the number of users are doubled when
correspondingly doubling the number of CPUs.
2. At the highest load of 10,000 active users, the average response time was 4.45 seconds.
Figure 4-2 shows the average response time stays constant, below 5 seconds, when the number of users and
number of CPUs double.
MicroStrategyIntelligence Server deliversoutstandinguser scalabilityand performance,fully leveraging
the additional processing power of the Intel
®
Itanium
®
2 CPUs in the HP Integrity Server.
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11. SCALABLE 64-BIT BUSINESS INTELLIGENCE FOR THE ENTERPRISE
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To Scale-out means to increase the number of
serversrunninganapplicationinordertoincrease
capacity. Typically, a scale-out system is
implemented using a cluster configuration. A
cluster is two or more servers or “nodes”
perceived as a single-server resource. An
organization may choose this configuration
because it offers fail-over support. If one of the
servers in a cluster fails, the others can continue
on with the work.
The Scale-out test configuration (Figure 4-3):
Scale-out tests were performed comparing
a single node configuration with one 4-CPU
Figure 4-3: Scale-Out Test Configuration
Figure 4-3 shows the Scale-Out performance testing environment for the 2-node Intelligence Server cluster.
SCALE OUT
Intelligence Server vs. a 2-node cluster
configuration with two Intelligence Servers
each running on 4 CPUs.
No additional third-party hardware or
software was required to cluster
MicroStrategy Intelligence Server. Unlike
many other BI software vendors,
MicroStrategy provides advanced clustering
capabilities out-of-the-box.
Both configurations were tested to a
maximum load of 10,000 active users.
Average response time was measured for
both configurations.
Web Server
MicroStrategy Web
Universal 8.0.2
Apache Tomcat Application
Server
2 - HP Integrity rx4640
Servers
• 4-Intel® Itanium® 2 CPUs
• 8 GB RAM
• HP-UX 11iv2 OS
MicroStrategy Intelligence
Server Universal 8.0.2
Using Clustering
2 nPars - HP Integrity rx8620
Server
• 4 - Intel® Itanium® 2 CPUs
• 16 GB RAM per nPar
• HP-UX 11iv2 OS
Web Clients BI Application Server Database Server
Oracle 10g
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12. SCALABLE 64-BIT BUSINESS INTELLIGENCE FOR THE ENTERPRISE
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Figure 4-4: Average Response Time v. CPUs
Single
Node
2-Node
Cluster
0
1
2
3
4
5
6
7
8
9
10
0 2000 4000 6000 8000 10000 12000
Active Users
Figure 4-4: A 2-node cluster of MicroStrategy Intelligence Servers delivers performance twice as fast as that
of a single node.
SCALE OUT
THE SCALE-OUT TEST RESULTS SHOW (FIGURE 4-4):
1. A 2-node cluster average response time is, on average, twice as fast as that of a single node server
instance, even at high user loads.
2. MicroStrategy clustering capabilities provide linear scalability by adding additional servers (scale-
out) when adding CPUs to a single server is not possible or not desired.
MULTI-LEVEL SHARED CACHE
Caching is a common performance optimization
technique used by software applications. For BI
software, caching stores frequently-used pieces
ofinformationtoimproveperformance4. However,
not all caching available from BI software
companies is created equal. Most applications
will merely cache the final report results. While
4 From Wikipedia: “In computer science, a cache (pronounced like the English word cash) is a collection of data duplicating
original values stored elsewhere or computed earlier, where the original data is expensive (usually in terms of access time) to
fetch or compute relative to reading the cache. Once the data is stored in the cache, future use can be made by accessing the
cached copy rather than re-fetching or re-computing the original data, so that the average access time is lower.”
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this limited caching certainly helps performance,
it is generally insufficient, especially at high user
loads. Performance is further hampered by the
fact that the report results must exactly match
a user’s security restrictions in order to reuse the
report results.
13. SCALABLE 64-BIT BUSINESS INTELLIGENCE FOR THE ENTERPRISE
HP MicroStrategy White Paper
Web Server
MicroStrategy Web
Universal 8.0.2
Apache Tomcat Application
Server
1 - HP Integrity rx4640 Server
• 4-Intel® Itanium® 2 CPUs
• 8 GB RAM
• HP-UX 11iv2 OS
MicroStrategy Intelligence
Server Universal 8.0.2
1 nPar - HP Integrity rx8620
Server
• 4 - Intel® Itanium® 2 CPUs
• 16 GB RAM Total
• HP-UX 11iv2 OS
Web Clients BI Application Server Database Server
Oracle 10g
Figure 4-5: Multi-level Caching Test Configuration
Figure 4-5 shows the Multi-level Cache performance testing environment using a single Intelligence Server
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Conversely, MicroStrategy provides four levels of
intelligent caching to ensure that users always
have instant access to reports and analysis. Each
different level of caching was designed taking
into consideration various usage scenarios and
user behavior in order to provide the most
improvement.
To illustrate the importance of caching, consider
the following scenario. A business user may log
into MicroStrategy, search for a report, build a
new report, answer a prompt, run the report,
conduct further analysis on the result set, and
save the report before logging out. Within this
query flow, Intelligence Server caches specific
data in these four crucial areas:
1. Metadata object cache speeds up metadata
browsing and ad hoc report creation.
2. Attribute element cache speeds up prompted
data requests.
3. Database connection cache speeds up
database communicationand query requests.
4. Report results XML cache speeds up
presenting final report results and analysis.
These multiple layers of caching are aware of
security profiles, thereby presenting only
authorized information to the user; therefore,
caches can be shared among users who don’t
have the same security profile.
THE MULTI-LEVEL SHARED CACHE TEST
CONFIGURATION (FIGURE 4-5):
Multi-level cache tests compared a single 4-
CPU Intelligence Server with caching turned
off vs. a single 4-CPU Intelligence Server with
caching turned on.
The tested reports simulated heavy load
conditions.
Average response time was measured for
both configurations.
Both configurations were tested to a
maximum load of 10,000 active users.
14. SCALABLE 64-BIT BUSINESS INTELLIGENCE FOR THE ENTERPRISE
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THE MULTI-LEVEL CACHE TEST RESULTS SHOW (FIGURE 4-6):
1. The average response time is nearly 10x faster on average than with caching turned off at the
highest user loads.
2. Response time remains nearly constant throughout the tests, even at higher active user loads.
3. The average response time performance improvement is most evident at higher active user loads,
where one user can benefit from results cached by other users, thereby underscoring the importance
of a sophisticated caching architecture to support user scalability.
Figure 4-6: Average Response Time With Caching vs. Without Caching
Figure 4-6 shows the average response time with multi-level caching turned on is 10x faster than without
caching at the highest user loads.
Multi-level
Cache ON
Multi-level
Cache OFF
Multi-level Shared Cache
0
5
10
15
20
25
30
35
0 2000 4000 6000 8000 10000 12000
Active Users
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15. SCALABLE 64-BIT BUSINESS INTELLIGENCE FOR THE ENTERPRISE
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This level of scalability is achieved due to four
core capabilities of MicroStrategy platform.
1. MicroStrategy Intelligence Server’s full 64-
bit support takes advantage of the expanded
addressable memory space to handle more
users and larger caches.
2. MicroStrategy Intelligence Server’s scale-in
capabilities effectively and efficiently use the
increased computing power of additional
CPUs for maximum performance.
3. MicroStrategy’s clustering capabilities
automatically balance the load across all
MicroStrategy servers in the cluster for
maximum scale-out performance.
4. MicroStrategy’s multi-level, shared caching
architecture speeds up response time,
maximizing performance as more people use
the system.
SPECIFICALLY THE TEST RESULTS SHOW:
The 64-bit MicroStrategy Intelligence Server
Universal Edition can support 10,000 active
users within a single HP Integrity server,
achieving an average response time of 4.45
seconds.
MicroStrategy Intelligence Server allows
organizations to double the number of
supported users simply by doubling the
number of Intelligence Server CPUs (scale-
in) on the HP Integrity rx8620 server, while
maintaining performance at an outstanding
sub-5 second average response time.
MicroStrategy clustering capabilities provide
linear scalability by adding servers (scale-
out) when adding CPUs to a single server is
not possible or not desired.
CONCLUSION
MicroStrategy’s multi-level shared caching
significantlyimprovesperformance,byafactor
greater than 10x, even at 10,000 active users.
The choice of adding CPUs (scale-in) or
adding clustered servers (scale-out) is a
strategic IT decision based on the
organization’sneeds. The decisionisprimarily
focused on a trade-off of reduced server
maintenance (scale-in) versus failover
protection (scale-out). Either way, the
combination of MicroStrategy BI software
on HP Integrity server provides outstanding
user scalability and performance, while giving
IT the flexibility to choose the configuration
best for their Enterprise BI applications.
Scalability of the MicroStrategy BI platform
extends beyond static online reporting to
the full range of interactive OLAP
functionality. Thus, users can exercise
functionality such as “pivot” “sort,” “page-
by,” “drill-anywhere,” and prompts, and still
benefit from the high performance and
scalability of the MicroStrategy BI platform.
HP Integrity servers with Intel
®
Itanium
®
2
processors provide full 64-bit support laying
out a strong, yet flexible, foundation for
mission-critical Enterprise applications such
as MicroStrategy BI platform.
The test results show that the MicroStrategy BI
platform provides the functionality and scalability
that organizations need to implement and
maintain their BI implementations with minimum
resources. Furthermore, organizations can be
assured that as their BI implementations evolve
THE RESULTS VALIDATE THAT THE MICROSTRATEGY BI PLATFORM RUNNING ON HP
INTEGRITY SERVERS DELIVERS A HIGHLY-SCALABLE BI ARCHITECTURE.
MicroStrategy can scale equally well by adding CPUs (scale-in) to a single HP server or by adding
servers (scale-out) to a cluster. More importantly, due to its unique architecture, MicroStrategy is
capable of delivering more reports to more business users across the Enterprise with the minimum
amount of it resources.
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