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MIGRATING MIDDLEWARE APPLICATIONS USING
RED HAT ENTERPRISE VIRTUALIZATION




                        Consolidating older servers to newer Intel® Xeon® processor-based Dell
                platforms that employ power-saving capabilities and faster processors with more cores
                can be an excellent strategy for reducing data center costs. However, to realize these
                cost savings, application owners must limit the retuning and testing costs of porting
                applications. Consolidating to a virtualized environment that supports virtual machines
                (VMs) running the original operating system can be an ideal and easy-to-implement
                solution.
                        In our labs, we virtualized a middleware application running on Red Hat
                Enterprise Linux hosted on a previous-generation bare-metal server onto a Red Hat
                Enterprise Virtualization VM on a new Dell PowerEdge R720 server. We used the same
                operating system, amount of RAM, and number of processor cores for both the bare-
                metal server and the VM on the newer server.
                        We found that the migration caused minimal disruption and that the single VM
                increased performance over the previous-generation server by 95.7 percent, with
                headroom to host additional applications. When we added a second VM to take
                advantage of the headroom, each VM still outperformed the previous-generation
                server, indicating that moving previous-generation servers to VMs on the Dell
                PowerEdge R720 can significantly improve overall Java performance while providing
                both the benefits of virtualization and new server technologies.



                                                                                           DECEMBER 2012
                                   A PRINCIPLED TECHNOLOGIES TEST REPORT
                                                                                Commissioned by Red Hat, Inc.
MIGRATE MIDDLEWARE ONTO RED HAT ENTERPRISE VIRTUALIZATION
VIRTUAL MACHINES
                                      CIOs look to save money. Current-generation servers such as the Dell
                              PowerEdge R720 can replace several older servers while offering greater performance.
                              Application owners, however, can be reluctant to consolidate applications currently
                              running on several independent servers. One concern is whether applications would be
                              able to run side by side without reconfiguration, and another is that a single runaway
                              application could take down or impact the other applications. The Red Hat Enterprise
                              Virtualization environment addresses these risks by allowing you to migrate each
                              application to its own independent virtual machine.


WHAT WE FOUND
                                      We compared the performance of a middleware application running
                              unvirtualized on an older Intel® Xeon® processor E5500 series platform with the same
                              application and workload running on a similarly sized Red Hat Enterprise Virtualization
                              3.0 VM on a Dell PowerEdge R720, a newer Intel® Xeon® processor E5-2600 series
                              platform. We used a middleware benchmark tool that measures the number of business
                              operations per second (BOPS) an application delivers under various workloads.
                                      Migrating the middleware application and its workload from the original
                              physical server to the Red Hat Enterprise Virtualization VMs was straightforward: we
                              installed the original OS, Red Hat Enterprise Linux 5.8, on the VM, and copied the
                              application and its workload configuration to the new virtual host. It ran well without
                              any configuration changes or retuning.


Migrating middleware applications using Red Hat Enterprise                      A Principled Technologies test report 2
Virtualization
As Figure 1 shows, the Red Hat Enterprise Virtualization VM on the new Dell
                                  PowerEdge R720 delivered 95.7 percent greater application performance than the bare-
                                  metal previous-generation server. Furthermore, that performance boost occurred while
                                  using less than one-half of the CPU and RAM resources of the new, more powerful Dell
                                  server. In contrast, the same application running on the older server consumed the
                                  entire CPU resource.


                                                                   Middleware performance:
 Figure 1: Business operations                                   Previous-generation server vs.
 per second that two identical
 middleware applications
                                                            one Red Hat Enterprise Virtualization VM
 achieved when using all                          800,000
 available server and VM
 resources (each server and VM                    600,000
 had 12 CPUs and 24 GB of
                                          BOPS




 RAM). The application running                    400,000
 on the Red Hat Enterprise
 Virtualization VM                                200,000
 outperformed the one on the                                        319,864                           626,120
 physical previous-generation                          0
 server by 95.7 percent.                                          Unvirtualized               Single Red Hat Enterprise
                                                            previous-generation server            Virtualization VM


                                          Next, we investigated how effectively Red Hat Enterprise Virtualization could
                                  use the excess CPU capacity, or headroom, by adding a second identical but
                                  independent middleware VM. As Figure 2 shows, each of the two simultaneous
                                  applications in Red Hat Enterprise Virtualization VMs delivered an average of 8.5
                                  percent greater performance than the original application, and combined to deliver
                                  117.0 percent greater performance than the original application.


                                                                     Middleware performance:
 Figure 2: Business operations
 per second achieved by one
                                                                   Previous-generation server vs.
 instance of a middleware                         800,000
                                                              two Red Hat Enterprise Virtualization VMs
 application on a previous-
 generation server and two
                                                  600,000
 instances in Red Hat
 Enterprise Virtualization VMs.
                                           BOPS




 Each application on the Red                      400,000                                             346,131
 Hat Enterprise Virtualization
 VM outperformed the one on                       200,000
 the physical server by more
 than 8.5 percent, and the                                           319,864                          347,882
 pair’s total performance was                           0
 117.0 percent greater.                                           Unvirtualized                 Two Red Hat Enterprise
                                                            previous-generation server            Virtualization VMs



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For system configuration information, see Appendix A. For step-by-step details
                                  on how we tested, see Appendix B.


RESULTS IN DETAIL
                                          We started with a white-box, bare-metal server as our previous-generation
                                  system. The system had two quad-core, hyper-threaded Intel® Xeon® processors E5540
                                  with 24 GB of RAM. The Red Hat Enterprise Virtualization Hypervisor system was a Dell
                                  PowerEdge R720 with two eight-core hyper-threaded Intel® Xeon® processors E5-2690
                                  with 64 GB of RAM. Each Red Hat Enterprise Virtualization VM, like the previous-
                                  generation system, had 16 virtual cores and 24 GB of RAM.
                                          The middleware workload used two JVM SPECjbb2005 instances (see the next
                                  section for more on SPECjbb2005). A higher SPECjbb2005 score indicates the server is
                                  able to handle more Java requests and thus deliver greater middleware throughput and
                                  computations.
                                          Figure 3 shows the Java middleware performance for the unvirtualized previous-
                                  generation server and for one and two VMs running on the Dell PowerEdge R720 server.

                                                 Unvirtualized
                                                                          1 Red Hat Enterprise          2 Red Hat Enterprise
Middleware system                             previous-generation
                                                                           Virtualization VM             Virtualization VMs
                                                     server
                                                    319,864                      626,120                      347,882
SPECjbb2005 score (BOPS)
                                                                                                              346,131
Total system performance                             319,864                     626,120                      694,013
Figure 3: SPECjbb2005 scores for the three middleware configurations we tested. Higher scores are better.


WHAT WE TESTED
Middleware workload
                                          SPECjbb2005 is an industry-standard benchmark created by the Standard
                                  Performance Evaluation Corp. (SPEC®) to measure a server’s Java performance. (Note:
                                  SPEC and the SPECjbb2005 are trademarks of the Standard Performance Evaluation
                                  Corporation.) SPEC modeled SPECjbb2005 on the three-tier client/server architecture,
                                  with the middle layer as the primary focus. According to SPEC, “Random input selection
                                  represents the first (user) tier. SPECjbb2005 fully implements the middle-tier business
                                  logic. The third tier is represented by tables of objects, implemented by Java Collections,
                                  rather than a separate database.”1
                                          SPECjbb2005 utilizes multiple special data groups and multiple threads as it
                                  runs. Each data unit is a “warehouse,” a roughly 25MB collection of data objects. Each
                                  thread represents an active user posting transaction requests within a warehouse. The

1
    http://www.spec.org/jbb2005/docs/UserGuide.htm

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benchmark run begins with one warehouse and then increases the number of
                              warehouses; its goal is to saturate the server’s processor capacity. As the number of
                              warehouses increases, so does the number of threads. The benchmark’s metric portrays
                              the server’s throughput in business operations per second or SPECjbb2005 BOPS. A
                              higher number of SPECjbb2005 BOPS is better. (For more information on SPECjbb2005,
                              go to http://www.spec.org.)

About Red Hat Enterprise Virtualization for Servers
                                      Red Hat Enterprise Virtualization for Servers is a high-performance virtualization
                              environment based on KVM, designed to run enterprise-grade workloads – whether the
                              virtual machines are running Linux or Microsoft® Windows®. Red Hat Enterprise
                              Virtualization fully supports Intel VT, and allows high VM density per physical machine.
                                      Red Hat Enterprise Virtualization features support for high-availability scenarios,
                              live migration, live snapshots, live storage migration and management, network
                              management, and scheduling of system tasks.


IN CONCLUSION
                                      Consolidating to a virtualized environment that supports VMs running the
                              original operating systems can help you save on data center costs and eliminate
                              retuning and testing costs that can be necessary when porting applications. You can
                              reinstall the operating systems, such as Red Hat Enterprise Linux 5.8, on VMs and copy
                              the application software and configuration to them. Selecting a virtual environment that
                              optimizes performance and improves price/performance can lead to significant savings
                              in the data center. You can get better performance and greater efficiency by replacing
                              several older servers with newer ones running Red Hat Enterprise Virtualization,
                              reducing the number of servers you need to run and maintain.
                                      In our tests, we easily and successfully migrated a middleware application
                              running on Red Hat Enterprise Linux on a two- to three-year-old bare-metal server to
                              virtual machines on Red Hat Enterprise Virtualization 3.0 Hypervisor on a Dell
                              PowerEdge R720 server.
                                      Not only was there minimal disruption of the workload, but performance
                              increased dramatically—by 95.7 percent when we ran one VM and by 117.0 percent
                              when we ran two VMs.
                                      These findings demonstrate that moving older servers to Red Hat Enterprise
                              Virtualization VMs on a new Dell PowerEdge R720 can provide all of the benefits of
                              virtualization while significantly improving application performance.




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APPENDIX A – SYSTEM CONFIGURATION INFORMATION
         Figure 4 provides detailed configuration information for the test systems.
System                                            Dell PowerEdge R720                 Previous-generation white box server
General
Number of processor packages              2                                           2
Number of cores per processor             8                                           4
Number of hardware threads per core       2                                           2
CPU
Vendor                                    Intel®                                      Intel®
Name                                      Xeon®                                       Xeon®
Model number                              E5-2690                                     E5540
Stepping                                  C1                                          C0
Socket type                               LGA2011                                     LGA1366
Core frequency (GHz)                      2.90                                        2.53
Bus frequency                             8.0 GT/s                                    5.86 GT/s
L1 cache                                  32 KB + 32 KB (per core)                    32 KB + 32KB (per core)
L2 cache                                  256 KB (per core)                           256 KB (per core)
L3 cache (MB)                             20                                          8
Platform
Vendor and model number                   Dell PowerEdge R720                         Intel® Server Board
Motherboard model number                  0M1GCR                                      S5520HC
BIOS name and version                     Dell 1.3.6                                  S5500.86B.01.00.0061
BIOS settings                             Default                                     Default
iDRAC                                     1.23.23                                     N/A
Lifecycle Controller                      1.0.8.42                                    N/A
Memory module(s)
Total RAM in system (GB)                  64                                          24
Vendor and model number                   Samsung M393B1K70BH1-CH9                    Kingston KVR1333D3E9S-4GI
Type                                      PC3-10600R                                  PC3-10600R
Speed (MHz)                               1,333                                       1,333
Speed running in the system (MHz)         1,333                                       1,333
Timing/Latency
                                          9-9-9-36                                    9-9-9-36
(tCL-tRCD-tRP-tRASmin)
Size (GB)                                 8                                           4
Number of RAM module(s)                   8                                           6
Chip organization                         Double-sided                                Double-sided
Operating system
                                          Red Hat Enterprise Virtualization
Name                                                                                  Red Hat Enterprise Linux 5.8
                                          Hypervisor 6.3
Kernel                                    2.6.32-279.51.el6.x86_64                    2.6.18-308.el5 (x86_64)
File system                               ext4                                        ext3
Service Pack                              N/A                                         N/A
Language                                  English                                     English



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System                                                Dell PowerEdge R720           Previous-generation white box server
RAID controller
Vendor and model number                     Dell PERC H710P Mini                    Intel® Embedded Server RAID II
Firmware version                            21.0.2-0001                             A1002251631I
Driver version                              RHEV 6.3 default                        RHEL 5.8 default
Cache size                                  1 GB                                    None
Hard drive 1
Vendor and model number                     Dell ST9146852SS                        Western Digital WD160ABYS
Number of drives                            4                                       2
Size (GB)                                   146                                     160
RPM                                         15,000                                  7,200
Type                                        SAS                                     SATA
Ethernet adapters
First Ethernet adapter
                                            Intel® I350 Quad Port Gigabit Network
Vendor and model number                                                             Intel® on-board NIC S50
                                            Daughter Card
Type                                        Integrated                              Integrated
Second Ethernet adapter
                                            Intel® X520-DA2 Dual Port 10 Gb         Intel® Ethernet Server Adapter X520-
Vendor and model number
                                            Network Adapter                         SR1
Type                                        PCI-E                                   PCI-E
Power supplies
Total number                                2                                       1
Vendor and model number                     Dell DPS-750E-S1                        Delta DPS-1000 HBA
Wattage of each (W)                         750                                     170
Cooling fans
Total number                                6                                       2
Vendor and model number                     AVC DBTC0638B2U                         Dynatron G555
Dimensions (h x w) of each                  2-1/2” x 2-1/2”                         2-1/2” x 2-1/2”
Volts                                       12                                      12
Amps                                        1.20                                    0.75
Optical drive
Vendor and model number                     TEAC DV-28SW                            None
Figure 4: System configuration information for the test servers.




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APPENDIX B - HOW WE TESTED
        We performed SPECjbb2005 tests in three scenarios: one with the previous-generation white box server (16
cores, 24GB); and two with Red Hat Enterprise Virtualization on the Dell PowerEdge R720 with two Intel® Xeon®
processors E5-2690—first, with one Red Hat Enterprise Virtualization VM (16 cores, 24 GB), and second, with concurrent
workloads on two Red Hat Enterprise Virtualization VMs (each with 16 cores, 24 GB).
Configuring the Dell PowerEdge R720 server for Red Hat Enterprise Virtualization 3
Hypervisor
Adjusting BIOS settings
        We used the default BIOS settings with the exception of setting the Power Profile to “Performance.”
Creating a local disk
        We entered the configuration utility for the RAID controller and created one RAID 5 disk.
Installing Red Hat Enterprise Virtualization Hypervisor on the Dell PowerEdge R720
         We performed the following steps to install Red Hat Enterprise Virtualization Hypervisor 3.0 on our system
under test. For further information, refer to the Red Hat Enterprise Virtualization documentation located on its
installation media.
    1. Boot to the Red Hat Enterprise Virtualization Hypervisor standalone installation disk.
    2. Allow the installation to automatically boot to begin the installation process.
    3. Once the installer loads, select Install Hypervisor.
    4. Select the proper disk to install Red Hat Enterprise Virtualization on, and click Continue.
    5. Select the disk again, and click Continue.
    6. Enter and confirm a new password, and click Install.
    7. Once the installation is completed, click Reboot.
    8. Log onto the hypervisor as admin.
    9. Select the Network screen, and enter the server’s name.
    10. On the Network screen, enter the IP address for the DNS and NTP servers. Often they will both point to the Red
         Hat Enterprise Virtualization Management server via the management network (see the next step).
    11. On the Network screen, select the network interface for the management network (able to access the Red Hat
         Enterprise Virtualization Management server).
    12. On the NIC configuration screen, select static IP address and enter the IP address, netmask, and gateway for the
         hypervisor.
    13. Select Apply, and press Enter to save the configuration.
    14. Select the Security screen, and select Enable SSH Password Authentication.
    15. Select Apply, and press Enter to save the configuration.
    16. On the Red Hat Enterprise Virtualization Management screen, enter the IP address for the Red Hat Enterprise
         Virtualization manager (assumed to be on and connected to the hypervisor via the management network).
    17. On the same screen, select Verify RHEVM certificate.
    18. On the same screen, enter a password (for root access to the hypervisor) in the Password and Confirm Password
         boxes.
    19. Select Apply, and press Enter to save the configuration.
    20. On the Status screen, select Logout, and press Enter.
    21. At the login prompt, login in as root using the password entered in Step 17.
    22. Start the nomad service with the following commands:
         chkconfig numad on
         service numad start


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23. Log off the server.

Creating Red Hat Enterprise Linux 5.8 guests
Comments on managing the Red Hat Enterprise Virtualization Hypervisor from Red Hat Enterprise Virtualization
Manager
We assume that Red Hat Enterprise Virtualization Manager has been configured for the hypervisor; that is, within the
Red Hat Enterprise Virtualization Manager portal the following tasks have been performed:
   1. One local-storage datacenter and cluster has been created.
   2. The management network has been associated with the cluster
   3. The Red Hat Enterprise Virtualization Hypervisor server has been accepted as a host in this datacenter.
   4. The installation DVD image for Red Hat Enterprise Linux 5.8 has been uploaded to an ISO storage domain.
Creating the Red Hat Enterprise Virtualization guests
   1. Log into the Red Hat Enterprise Virtualization Manager.
   2. In the Hosts tab, select New Server.
   3. In the New Server Virtual Machine window, name your guest, select the Blank template, select 24 GB of RAM,
        create 16 cores as 16 one-CPU sockets, select Red Hat Enterprise Linux 5 as the operating system, and click OK.
   4. A New Virtual Machine – Guide Me window will appear. Click Configure Network Interfaces.
   5. In the New Network Interface window, name the NIC, select the guest or management network, select the Red
        Hat VirtIO type, and click OK.
   6. Back at the New Virtual Machine – Guide Me window, select Configure Virtual Disks.
   7. In the New Virtual Disk window, enter 40 GB, keep the defaults, and click OK.
   8. From the main VM window, right-click on the guest, and select Run Once.
   9. On the Run Once Window, attach the Red Hat Enterprise Linux 5.8 ISO image to the guest’s CD device, and click
        Run.
   10. From the main VM window, select the guest and open its console window.
   11. Install and configure Red Hat Enterprise Linux 5.8 following the instructions in section Installing Red Hat
        Enterprise Linux 5.8 on the previous-generation white box server, below.
   12. Repeat steps 2 through 11 for each additional guest.

Installing Red Hat Enterprise Linux 5.8 on the previous-generation white box server or guests
    1.    Insert the Red Hat Enterprise Linux 5.8 x68_64 install DVD, and boot the server.
    2.    On the CD Found screen, select Skip, and press Enter.
    3.    On the first RED HAT ENTERPRISE LINUX 5 screen, click Next.
    4.    On the Installation Language screen, select English, and click Next.
    5.    On the Installation keyboard screen, select U.S  English, and click Next
    6.    On the Installation Number pop-up screen, either enter your subscription number or select skip, then press OK.
    7.    On the Warning pop-up screen, click Yes to initialize the boot disk.
    8.    On the disk-partitioning screen, verify that the correct drive is checked, and click Next.
    9.    On the Warning pop-up screen, click Yes to remove any previous Linux partitions and data on the installation
          drive.
    10.   On the Network Devices screen, click Edit to configure the NICs.
    11.   On the Edit Interface pop-up screen, select IPv4 and Manual configuration, enter the server’s IP address and
          Prefix, and click OK.
    12.   Back on the Network Devices screen, enter the server’s hostname and the IP addresses for its Gateway and DNS
          server. Click Next.
    13.   On the Time zone screen, select your time zone, and click Next.
    14.   On the Administrator Password screen, enter the root password twice, and click Next.

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15. On the software-package screen, keep the defaults, and click Next.
    16. On the next screen, click Next to partition the drive and begin OS installation.
    17. When the install completes, click Reboot.
    18. On the Welcome screen, click Forward.
    19. One License Agreement screen, select Yes, and click Forward.
    20. On the Firewall screen, select Disabled, and click Forward.
    21. On the Warning pop-up screen, click Yes.
    22. On the SELinux screen, select Disabled, and click Forward.
    23. On the Warning pop-up screen, click Yes.
    24. On the Kdump screen, keep the defaults and click Forward.
    25. On the Date and Time screen, check the defaults, and click Forward.
    26. On the Software Updates screen, choose the option for your subscription status, and click Forward.
    27. On the Create User screen, enter the user id, password, and name, and click Forward.
    28. On the Sound Card screen, click Forward.
    29. On the Additional CDs screen, click Finish to reboot the server.
Installing the middleware application, SPECjbb2005, on the previous-generation server
    1. Log onto the previous-generation server with the userid of the application, and go to its top-level directory.
    2. Copy the archive to the server and unpack it
        tar xf SPECjbb2005_v1.07.tar
   3. Create the shell script runSPECjbb.sh (see section Running the Middleware workload, below) into the top-
       level SPECjbb2005 directory.
Migrating the middleware application from the previous-generation server to the guests
       We create a tar archive of the SPECjbb directory on the previous-generation server and copied the archive to
each guest.
   1. Log onto the previous-generation server with the userid of the application, and go to the top-level SPECjbb2005
       directory.
   2. Create an archive of the middleware application by running the following commands.
        cd ..
        tar czf /tmp/SPECjbb2005_v1.07.tgz SPECjbb2005_v1.07
    3. Copy the archive to the first guest with scp
        scp /tmp/SPECjbb2005_v1.07.tgz <IP Address of guest 1>:/tmp
    4. Log off the previous-generation server and log onto the first guest with the userid of the application.
    5. Change directory to the location of the middleware application.
    6. Unpack the archive
        tar xzf /tmp/SPECjbb2005_v1.07.tgz
    7. Repeat steps 3 through 6 for the second guest.

Running the middleware workload
We ran the following script to run the SPECjbb2005 workload on each guest, and on the previous-generation server. The
script also collects server performance and resource usage on the guest and hypervisor.

    runSPECjbb.sh
    #!/bin/bash
    ## Install and run this script in the top-level SPECjbb2005 directory.

    ## Run two instances of SPECjbb2005

    export CLASSPATH=./jbb.jar:./check.jar:$CLASSPATH



Migrating middleware applications using Red Hat Enterprise                       A Principled Technologies test report 10
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# print JVM version information
   date
   echo JVM classpath = $CLASSPATH
   java -version
   echo

   ################### JVM options (Open JDK)
   ## memory:
   jvm_opts1="-Xms10g -Xmx10g -Xmn9g"

   ## garbage-collection:
   jvm_opts2="-XX:+UseParallelOldGC -XX:ParallelGCThreads=8 -XX:+AlwaysPreTouch"

   ## other:

   jvm_opts3="-XX:+AggressiveOpts -XX:+UseBiasedLocking -XX:+UseLargePages 
    -XX:LargePageSizeInBytes=2m -XX:+UseCompressedOops -XX:AllocatePrefetchDistance=192 
    -XX:AllocatePrefetchLines=4 -XX:SurvivorRatio=68 -XX:TargetSurvivorRatio=90 
    -XX:LoopUnrollLimit=45"
   ###################

   jvm_opts="$jvm_opts1 $jvm_opts2 $jvm_opts3"

   ############

   ## Gather resource usage every 5 seconds from this server, and optionally RHEV-H.
   ### comment out this line when running the application on the previous-generation
   server
   ssh rhevh3-dellR720 "vmstat -n 5" > vmstat_rhevh.out &
   vmstat -n 5                       > vmstat.out       &

   echo "Starting SPECbb Controller"
   java -cp jbb.jar:check.jar -Xms32m -Xmx32m spec.jbb.Controller -propfile SPECjbb.props
   &
   sleep 5

   taskset -c 0-7 java $jvm_opts spec.jbb.JBBmain -propfile SPECjbb.props -id 1 | 
      tee multi.1 | egrep "warehouses|throughput" &

   taskset -c 8-15 java $jvm_opts spec.jbb.JBBmain -propfile SPECjbb.props -id 2 | 
      tee multi.2 | egrep "warehouses|throughput"

   pkill -f vmstat
   jobs
   wait

   echo "Run completed"
   date
   ## end of file




Migrating middleware applications using Red Hat Enterprise   A Principled Technologies test report 11
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ABOUT PRINCIPLED TECHNOLOGIES
                                               We provide industry-leading technology assessment and fact-based
                                               marketing services. We bring to every assignment extensive experience
                                               with and expertise in all aspects of technology testing and analysis, from
                                               researching new technologies, to developing new methodologies, to
                                               testing with existing and new tools.
Principled Technologies, Inc.
1007 Slater Road, Suite 300
Durham, NC, 27703                              When the assessment is complete, we know how to present the results to
www.principledtechnologies.com
                                               a broad range of target audiences. We provide our clients with the
                                               materials they need, from market-focused data to use in their own
                                               collateral to custom sales aids, such as test reports, performance
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                                               our trusted independent analysis.

                                               We provide customized services that focus on our clients’ individual
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                                               sites, or services, we offer the experience, expertise, and tools to help our
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                                               Our founders, Mark L. Van Name and Bill Catchings, have worked
                                               together in technology assessment for over 20 years. As journalists, they
                                               published over a thousand articles on a wide array of technology subjects.
                                               They created and led the Ziff-Davis Benchmark Operation, which
                                               developed such industry-standard benchmarks as Ziff Davis Media’s
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                                               the acquisition of that company by Lionbridge Technologies were the
                                               head and CTO of VeriTest.




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All other product names are the trademarks of their respective owners.

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PRINCIPLED TECHNOLOGIES, INC. SPECIFICALLY DISCLAIMS ANY WARRANTY, EXPRESSED OR IMPLIED, RELATING TO THE TEST RESULTS AND
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Migrating middleware applications using Red Hat Enterprise Virtualization

  • 1. MIGRATING MIDDLEWARE APPLICATIONS USING RED HAT ENTERPRISE VIRTUALIZATION Consolidating older servers to newer Intel® Xeon® processor-based Dell platforms that employ power-saving capabilities and faster processors with more cores can be an excellent strategy for reducing data center costs. However, to realize these cost savings, application owners must limit the retuning and testing costs of porting applications. Consolidating to a virtualized environment that supports virtual machines (VMs) running the original operating system can be an ideal and easy-to-implement solution. In our labs, we virtualized a middleware application running on Red Hat Enterprise Linux hosted on a previous-generation bare-metal server onto a Red Hat Enterprise Virtualization VM on a new Dell PowerEdge R720 server. We used the same operating system, amount of RAM, and number of processor cores for both the bare- metal server and the VM on the newer server. We found that the migration caused minimal disruption and that the single VM increased performance over the previous-generation server by 95.7 percent, with headroom to host additional applications. When we added a second VM to take advantage of the headroom, each VM still outperformed the previous-generation server, indicating that moving previous-generation servers to VMs on the Dell PowerEdge R720 can significantly improve overall Java performance while providing both the benefits of virtualization and new server technologies. DECEMBER 2012 A PRINCIPLED TECHNOLOGIES TEST REPORT Commissioned by Red Hat, Inc.
  • 2. MIGRATE MIDDLEWARE ONTO RED HAT ENTERPRISE VIRTUALIZATION VIRTUAL MACHINES CIOs look to save money. Current-generation servers such as the Dell PowerEdge R720 can replace several older servers while offering greater performance. Application owners, however, can be reluctant to consolidate applications currently running on several independent servers. One concern is whether applications would be able to run side by side without reconfiguration, and another is that a single runaway application could take down or impact the other applications. The Red Hat Enterprise Virtualization environment addresses these risks by allowing you to migrate each application to its own independent virtual machine. WHAT WE FOUND We compared the performance of a middleware application running unvirtualized on an older Intel® Xeon® processor E5500 series platform with the same application and workload running on a similarly sized Red Hat Enterprise Virtualization 3.0 VM on a Dell PowerEdge R720, a newer Intel® Xeon® processor E5-2600 series platform. We used a middleware benchmark tool that measures the number of business operations per second (BOPS) an application delivers under various workloads. Migrating the middleware application and its workload from the original physical server to the Red Hat Enterprise Virtualization VMs was straightforward: we installed the original OS, Red Hat Enterprise Linux 5.8, on the VM, and copied the application and its workload configuration to the new virtual host. It ran well without any configuration changes or retuning. Migrating middleware applications using Red Hat Enterprise A Principled Technologies test report 2 Virtualization
  • 3. As Figure 1 shows, the Red Hat Enterprise Virtualization VM on the new Dell PowerEdge R720 delivered 95.7 percent greater application performance than the bare- metal previous-generation server. Furthermore, that performance boost occurred while using less than one-half of the CPU and RAM resources of the new, more powerful Dell server. In contrast, the same application running on the older server consumed the entire CPU resource. Middleware performance: Figure 1: Business operations Previous-generation server vs. per second that two identical middleware applications one Red Hat Enterprise Virtualization VM achieved when using all 800,000 available server and VM resources (each server and VM 600,000 had 12 CPUs and 24 GB of BOPS RAM). The application running 400,000 on the Red Hat Enterprise Virtualization VM 200,000 outperformed the one on the 319,864 626,120 physical previous-generation 0 server by 95.7 percent. Unvirtualized Single Red Hat Enterprise previous-generation server Virtualization VM Next, we investigated how effectively Red Hat Enterprise Virtualization could use the excess CPU capacity, or headroom, by adding a second identical but independent middleware VM. As Figure 2 shows, each of the two simultaneous applications in Red Hat Enterprise Virtualization VMs delivered an average of 8.5 percent greater performance than the original application, and combined to deliver 117.0 percent greater performance than the original application. Middleware performance: Figure 2: Business operations per second achieved by one Previous-generation server vs. instance of a middleware 800,000 two Red Hat Enterprise Virtualization VMs application on a previous- generation server and two 600,000 instances in Red Hat Enterprise Virtualization VMs. BOPS Each application on the Red 400,000 346,131 Hat Enterprise Virtualization VM outperformed the one on 200,000 the physical server by more than 8.5 percent, and the 319,864 347,882 pair’s total performance was 0 117.0 percent greater. Unvirtualized Two Red Hat Enterprise previous-generation server Virtualization VMs Migrating middleware applications using Red Hat Enterprise A Principled Technologies test report 3 Virtualization
  • 4. For system configuration information, see Appendix A. For step-by-step details on how we tested, see Appendix B. RESULTS IN DETAIL We started with a white-box, bare-metal server as our previous-generation system. The system had two quad-core, hyper-threaded Intel® Xeon® processors E5540 with 24 GB of RAM. The Red Hat Enterprise Virtualization Hypervisor system was a Dell PowerEdge R720 with two eight-core hyper-threaded Intel® Xeon® processors E5-2690 with 64 GB of RAM. Each Red Hat Enterprise Virtualization VM, like the previous- generation system, had 16 virtual cores and 24 GB of RAM. The middleware workload used two JVM SPECjbb2005 instances (see the next section for more on SPECjbb2005). A higher SPECjbb2005 score indicates the server is able to handle more Java requests and thus deliver greater middleware throughput and computations. Figure 3 shows the Java middleware performance for the unvirtualized previous- generation server and for one and two VMs running on the Dell PowerEdge R720 server. Unvirtualized 1 Red Hat Enterprise 2 Red Hat Enterprise Middleware system previous-generation Virtualization VM Virtualization VMs server 319,864 626,120 347,882 SPECjbb2005 score (BOPS) 346,131 Total system performance 319,864 626,120 694,013 Figure 3: SPECjbb2005 scores for the three middleware configurations we tested. Higher scores are better. WHAT WE TESTED Middleware workload SPECjbb2005 is an industry-standard benchmark created by the Standard Performance Evaluation Corp. (SPEC®) to measure a server’s Java performance. (Note: SPEC and the SPECjbb2005 are trademarks of the Standard Performance Evaluation Corporation.) SPEC modeled SPECjbb2005 on the three-tier client/server architecture, with the middle layer as the primary focus. According to SPEC, “Random input selection represents the first (user) tier. SPECjbb2005 fully implements the middle-tier business logic. The third tier is represented by tables of objects, implemented by Java Collections, rather than a separate database.”1 SPECjbb2005 utilizes multiple special data groups and multiple threads as it runs. Each data unit is a “warehouse,” a roughly 25MB collection of data objects. Each thread represents an active user posting transaction requests within a warehouse. The 1 http://www.spec.org/jbb2005/docs/UserGuide.htm Migrating middleware applications using Red Hat Enterprise A Principled Technologies test report 4 Virtualization
  • 5. benchmark run begins with one warehouse and then increases the number of warehouses; its goal is to saturate the server’s processor capacity. As the number of warehouses increases, so does the number of threads. The benchmark’s metric portrays the server’s throughput in business operations per second or SPECjbb2005 BOPS. A higher number of SPECjbb2005 BOPS is better. (For more information on SPECjbb2005, go to http://www.spec.org.) About Red Hat Enterprise Virtualization for Servers Red Hat Enterprise Virtualization for Servers is a high-performance virtualization environment based on KVM, designed to run enterprise-grade workloads – whether the virtual machines are running Linux or Microsoft® Windows®. Red Hat Enterprise Virtualization fully supports Intel VT, and allows high VM density per physical machine. Red Hat Enterprise Virtualization features support for high-availability scenarios, live migration, live snapshots, live storage migration and management, network management, and scheduling of system tasks. IN CONCLUSION Consolidating to a virtualized environment that supports VMs running the original operating systems can help you save on data center costs and eliminate retuning and testing costs that can be necessary when porting applications. You can reinstall the operating systems, such as Red Hat Enterprise Linux 5.8, on VMs and copy the application software and configuration to them. Selecting a virtual environment that optimizes performance and improves price/performance can lead to significant savings in the data center. You can get better performance and greater efficiency by replacing several older servers with newer ones running Red Hat Enterprise Virtualization, reducing the number of servers you need to run and maintain. In our tests, we easily and successfully migrated a middleware application running on Red Hat Enterprise Linux on a two- to three-year-old bare-metal server to virtual machines on Red Hat Enterprise Virtualization 3.0 Hypervisor on a Dell PowerEdge R720 server. Not only was there minimal disruption of the workload, but performance increased dramatically—by 95.7 percent when we ran one VM and by 117.0 percent when we ran two VMs. These findings demonstrate that moving older servers to Red Hat Enterprise Virtualization VMs on a new Dell PowerEdge R720 can provide all of the benefits of virtualization while significantly improving application performance. Migrating middleware applications using Red Hat Enterprise A Principled Technologies test report 5 Virtualization
  • 6. APPENDIX A – SYSTEM CONFIGURATION INFORMATION Figure 4 provides detailed configuration information for the test systems. System Dell PowerEdge R720 Previous-generation white box server General Number of processor packages 2 2 Number of cores per processor 8 4 Number of hardware threads per core 2 2 CPU Vendor Intel® Intel® Name Xeon® Xeon® Model number E5-2690 E5540 Stepping C1 C0 Socket type LGA2011 LGA1366 Core frequency (GHz) 2.90 2.53 Bus frequency 8.0 GT/s 5.86 GT/s L1 cache 32 KB + 32 KB (per core) 32 KB + 32KB (per core) L2 cache 256 KB (per core) 256 KB (per core) L3 cache (MB) 20 8 Platform Vendor and model number Dell PowerEdge R720 Intel® Server Board Motherboard model number 0M1GCR S5520HC BIOS name and version Dell 1.3.6 S5500.86B.01.00.0061 BIOS settings Default Default iDRAC 1.23.23 N/A Lifecycle Controller 1.0.8.42 N/A Memory module(s) Total RAM in system (GB) 64 24 Vendor and model number Samsung M393B1K70BH1-CH9 Kingston KVR1333D3E9S-4GI Type PC3-10600R PC3-10600R Speed (MHz) 1,333 1,333 Speed running in the system (MHz) 1,333 1,333 Timing/Latency 9-9-9-36 9-9-9-36 (tCL-tRCD-tRP-tRASmin) Size (GB) 8 4 Number of RAM module(s) 8 6 Chip organization Double-sided Double-sided Operating system Red Hat Enterprise Virtualization Name Red Hat Enterprise Linux 5.8 Hypervisor 6.3 Kernel 2.6.32-279.51.el6.x86_64 2.6.18-308.el5 (x86_64) File system ext4 ext3 Service Pack N/A N/A Language English English Migrating middleware applications using Red Hat Enterprise A Principled Technologies test report 6 Virtualization
  • 7. System Dell PowerEdge R720 Previous-generation white box server RAID controller Vendor and model number Dell PERC H710P Mini Intel® Embedded Server RAID II Firmware version 21.0.2-0001 A1002251631I Driver version RHEV 6.3 default RHEL 5.8 default Cache size 1 GB None Hard drive 1 Vendor and model number Dell ST9146852SS Western Digital WD160ABYS Number of drives 4 2 Size (GB) 146 160 RPM 15,000 7,200 Type SAS SATA Ethernet adapters First Ethernet adapter Intel® I350 Quad Port Gigabit Network Vendor and model number Intel® on-board NIC S50 Daughter Card Type Integrated Integrated Second Ethernet adapter Intel® X520-DA2 Dual Port 10 Gb Intel® Ethernet Server Adapter X520- Vendor and model number Network Adapter SR1 Type PCI-E PCI-E Power supplies Total number 2 1 Vendor and model number Dell DPS-750E-S1 Delta DPS-1000 HBA Wattage of each (W) 750 170 Cooling fans Total number 6 2 Vendor and model number AVC DBTC0638B2U Dynatron G555 Dimensions (h x w) of each 2-1/2” x 2-1/2” 2-1/2” x 2-1/2” Volts 12 12 Amps 1.20 0.75 Optical drive Vendor and model number TEAC DV-28SW None Figure 4: System configuration information for the test servers. Migrating middleware applications using Red Hat Enterprise A Principled Technologies test report 7 Virtualization
  • 8. APPENDIX B - HOW WE TESTED We performed SPECjbb2005 tests in three scenarios: one with the previous-generation white box server (16 cores, 24GB); and two with Red Hat Enterprise Virtualization on the Dell PowerEdge R720 with two Intel® Xeon® processors E5-2690—first, with one Red Hat Enterprise Virtualization VM (16 cores, 24 GB), and second, with concurrent workloads on two Red Hat Enterprise Virtualization VMs (each with 16 cores, 24 GB). Configuring the Dell PowerEdge R720 server for Red Hat Enterprise Virtualization 3 Hypervisor Adjusting BIOS settings We used the default BIOS settings with the exception of setting the Power Profile to “Performance.” Creating a local disk We entered the configuration utility for the RAID controller and created one RAID 5 disk. Installing Red Hat Enterprise Virtualization Hypervisor on the Dell PowerEdge R720 We performed the following steps to install Red Hat Enterprise Virtualization Hypervisor 3.0 on our system under test. For further information, refer to the Red Hat Enterprise Virtualization documentation located on its installation media. 1. Boot to the Red Hat Enterprise Virtualization Hypervisor standalone installation disk. 2. Allow the installation to automatically boot to begin the installation process. 3. Once the installer loads, select Install Hypervisor. 4. Select the proper disk to install Red Hat Enterprise Virtualization on, and click Continue. 5. Select the disk again, and click Continue. 6. Enter and confirm a new password, and click Install. 7. Once the installation is completed, click Reboot. 8. Log onto the hypervisor as admin. 9. Select the Network screen, and enter the server’s name. 10. On the Network screen, enter the IP address for the DNS and NTP servers. Often they will both point to the Red Hat Enterprise Virtualization Management server via the management network (see the next step). 11. On the Network screen, select the network interface for the management network (able to access the Red Hat Enterprise Virtualization Management server). 12. On the NIC configuration screen, select static IP address and enter the IP address, netmask, and gateway for the hypervisor. 13. Select Apply, and press Enter to save the configuration. 14. Select the Security screen, and select Enable SSH Password Authentication. 15. Select Apply, and press Enter to save the configuration. 16. On the Red Hat Enterprise Virtualization Management screen, enter the IP address for the Red Hat Enterprise Virtualization manager (assumed to be on and connected to the hypervisor via the management network). 17. On the same screen, select Verify RHEVM certificate. 18. On the same screen, enter a password (for root access to the hypervisor) in the Password and Confirm Password boxes. 19. Select Apply, and press Enter to save the configuration. 20. On the Status screen, select Logout, and press Enter. 21. At the login prompt, login in as root using the password entered in Step 17. 22. Start the nomad service with the following commands: chkconfig numad on service numad start Migrating middleware applications using Red Hat Enterprise A Principled Technologies test report 8 Virtualization
  • 9. 23. Log off the server. Creating Red Hat Enterprise Linux 5.8 guests Comments on managing the Red Hat Enterprise Virtualization Hypervisor from Red Hat Enterprise Virtualization Manager We assume that Red Hat Enterprise Virtualization Manager has been configured for the hypervisor; that is, within the Red Hat Enterprise Virtualization Manager portal the following tasks have been performed: 1. One local-storage datacenter and cluster has been created. 2. The management network has been associated with the cluster 3. The Red Hat Enterprise Virtualization Hypervisor server has been accepted as a host in this datacenter. 4. The installation DVD image for Red Hat Enterprise Linux 5.8 has been uploaded to an ISO storage domain. Creating the Red Hat Enterprise Virtualization guests 1. Log into the Red Hat Enterprise Virtualization Manager. 2. In the Hosts tab, select New Server. 3. In the New Server Virtual Machine window, name your guest, select the Blank template, select 24 GB of RAM, create 16 cores as 16 one-CPU sockets, select Red Hat Enterprise Linux 5 as the operating system, and click OK. 4. A New Virtual Machine – Guide Me window will appear. Click Configure Network Interfaces. 5. In the New Network Interface window, name the NIC, select the guest or management network, select the Red Hat VirtIO type, and click OK. 6. Back at the New Virtual Machine – Guide Me window, select Configure Virtual Disks. 7. In the New Virtual Disk window, enter 40 GB, keep the defaults, and click OK. 8. From the main VM window, right-click on the guest, and select Run Once. 9. On the Run Once Window, attach the Red Hat Enterprise Linux 5.8 ISO image to the guest’s CD device, and click Run. 10. From the main VM window, select the guest and open its console window. 11. Install and configure Red Hat Enterprise Linux 5.8 following the instructions in section Installing Red Hat Enterprise Linux 5.8 on the previous-generation white box server, below. 12. Repeat steps 2 through 11 for each additional guest. Installing Red Hat Enterprise Linux 5.8 on the previous-generation white box server or guests 1. Insert the Red Hat Enterprise Linux 5.8 x68_64 install DVD, and boot the server. 2. On the CD Found screen, select Skip, and press Enter. 3. On the first RED HAT ENTERPRISE LINUX 5 screen, click Next. 4. On the Installation Language screen, select English, and click Next. 5. On the Installation keyboard screen, select U.S  English, and click Next 6. On the Installation Number pop-up screen, either enter your subscription number or select skip, then press OK. 7. On the Warning pop-up screen, click Yes to initialize the boot disk. 8. On the disk-partitioning screen, verify that the correct drive is checked, and click Next. 9. On the Warning pop-up screen, click Yes to remove any previous Linux partitions and data on the installation drive. 10. On the Network Devices screen, click Edit to configure the NICs. 11. On the Edit Interface pop-up screen, select IPv4 and Manual configuration, enter the server’s IP address and Prefix, and click OK. 12. Back on the Network Devices screen, enter the server’s hostname and the IP addresses for its Gateway and DNS server. Click Next. 13. On the Time zone screen, select your time zone, and click Next. 14. On the Administrator Password screen, enter the root password twice, and click Next. Migrating middleware applications using Red Hat Enterprise A Principled Technologies test report 9 Virtualization
  • 10. 15. On the software-package screen, keep the defaults, and click Next. 16. On the next screen, click Next to partition the drive and begin OS installation. 17. When the install completes, click Reboot. 18. On the Welcome screen, click Forward. 19. One License Agreement screen, select Yes, and click Forward. 20. On the Firewall screen, select Disabled, and click Forward. 21. On the Warning pop-up screen, click Yes. 22. On the SELinux screen, select Disabled, and click Forward. 23. On the Warning pop-up screen, click Yes. 24. On the Kdump screen, keep the defaults and click Forward. 25. On the Date and Time screen, check the defaults, and click Forward. 26. On the Software Updates screen, choose the option for your subscription status, and click Forward. 27. On the Create User screen, enter the user id, password, and name, and click Forward. 28. On the Sound Card screen, click Forward. 29. On the Additional CDs screen, click Finish to reboot the server. Installing the middleware application, SPECjbb2005, on the previous-generation server 1. Log onto the previous-generation server with the userid of the application, and go to its top-level directory. 2. Copy the archive to the server and unpack it tar xf SPECjbb2005_v1.07.tar 3. Create the shell script runSPECjbb.sh (see section Running the Middleware workload, below) into the top- level SPECjbb2005 directory. Migrating the middleware application from the previous-generation server to the guests We create a tar archive of the SPECjbb directory on the previous-generation server and copied the archive to each guest. 1. Log onto the previous-generation server with the userid of the application, and go to the top-level SPECjbb2005 directory. 2. Create an archive of the middleware application by running the following commands. cd .. tar czf /tmp/SPECjbb2005_v1.07.tgz SPECjbb2005_v1.07 3. Copy the archive to the first guest with scp scp /tmp/SPECjbb2005_v1.07.tgz <IP Address of guest 1>:/tmp 4. Log off the previous-generation server and log onto the first guest with the userid of the application. 5. Change directory to the location of the middleware application. 6. Unpack the archive tar xzf /tmp/SPECjbb2005_v1.07.tgz 7. Repeat steps 3 through 6 for the second guest. Running the middleware workload We ran the following script to run the SPECjbb2005 workload on each guest, and on the previous-generation server. The script also collects server performance and resource usage on the guest and hypervisor. runSPECjbb.sh #!/bin/bash ## Install and run this script in the top-level SPECjbb2005 directory. ## Run two instances of SPECjbb2005 export CLASSPATH=./jbb.jar:./check.jar:$CLASSPATH Migrating middleware applications using Red Hat Enterprise A Principled Technologies test report 10 Virtualization
  • 11. # print JVM version information date echo JVM classpath = $CLASSPATH java -version echo ################### JVM options (Open JDK) ## memory: jvm_opts1="-Xms10g -Xmx10g -Xmn9g" ## garbage-collection: jvm_opts2="-XX:+UseParallelOldGC -XX:ParallelGCThreads=8 -XX:+AlwaysPreTouch" ## other: jvm_opts3="-XX:+AggressiveOpts -XX:+UseBiasedLocking -XX:+UseLargePages -XX:LargePageSizeInBytes=2m -XX:+UseCompressedOops -XX:AllocatePrefetchDistance=192 -XX:AllocatePrefetchLines=4 -XX:SurvivorRatio=68 -XX:TargetSurvivorRatio=90 -XX:LoopUnrollLimit=45" ################### jvm_opts="$jvm_opts1 $jvm_opts2 $jvm_opts3" ############ ## Gather resource usage every 5 seconds from this server, and optionally RHEV-H. ### comment out this line when running the application on the previous-generation server ssh rhevh3-dellR720 "vmstat -n 5" > vmstat_rhevh.out & vmstat -n 5 > vmstat.out & echo "Starting SPECbb Controller" java -cp jbb.jar:check.jar -Xms32m -Xmx32m spec.jbb.Controller -propfile SPECjbb.props & sleep 5 taskset -c 0-7 java $jvm_opts spec.jbb.JBBmain -propfile SPECjbb.props -id 1 | tee multi.1 | egrep "warehouses|throughput" & taskset -c 8-15 java $jvm_opts spec.jbb.JBBmain -propfile SPECjbb.props -id 2 | tee multi.2 | egrep "warehouses|throughput" pkill -f vmstat jobs wait echo "Run completed" date ## end of file Migrating middleware applications using Red Hat Enterprise A Principled Technologies test report 11 Virtualization
  • 12. ABOUT PRINCIPLED TECHNOLOGIES We provide industry-leading technology assessment and fact-based marketing services. We bring to every assignment extensive experience with and expertise in all aspects of technology testing and analysis, from researching new technologies, to developing new methodologies, to testing with existing and new tools. Principled Technologies, Inc. 1007 Slater Road, Suite 300 Durham, NC, 27703 When the assessment is complete, we know how to present the results to www.principledtechnologies.com a broad range of target audiences. We provide our clients with the materials they need, from market-focused data to use in their own collateral to custom sales aids, such as test reports, performance assessments, and white papers. Every document reflects the results of our trusted independent analysis. We provide customized services that focus on our clients’ individual requirements. Whether the technology involves hardware, software, Web sites, or services, we offer the experience, expertise, and tools to help our clients assess how it will fare against its competition, its performance, its market readiness, and its quality and reliability. Our founders, Mark L. Van Name and Bill Catchings, have worked together in technology assessment for over 20 years. As journalists, they published over a thousand articles on a wide array of technology subjects. They created and led the Ziff-Davis Benchmark Operation, which developed such industry-standard benchmarks as Ziff Davis Media’s Winstone and WebBench. They founded and led eTesting Labs, and after the acquisition of that company by Lionbridge Technologies were the head and CTO of VeriTest. Principled Technologies is a registered trademark of Principled Technologies, Inc. All other product names are the trademarks of their respective owners. Disclaimer of Warranties; Limitation of Liability: PRINCIPLED TECHNOLOGIES, INC. HAS MADE REASONABLE EFFORTS TO ENSURE THE ACCURACY AND VALIDITY OF ITS TESTING, HOWEVER, PRINCIPLED TECHNOLOGIES, INC. SPECIFICALLY DISCLAIMS ANY WARRANTY, EXPRESSED OR IMPLIED, RELATING TO THE TEST RESULTS AND ANALYSIS, THEIR ACCURACY, COMPLETENESS OR QUALITY, INCLUDING ANY IMPLIED WARRANTY OF FITNESS FOR ANY PARTICULAR PURPOSE. ALL PERSONS OR ENTITIES RELYING ON THE RESULTS OF ANY TESTING DO SO AT THEIR OWN RISK, AND AGREE THAT PRINCIPLED TECHNOLOGIES, INC., ITS EMPLOYEES AND ITS SUBCONTRACTORS SHALL HAVE NO LIABILITY WHATSOEVER FROM ANY CLAIM OF LOSS OR DAMAGE ON ACCOUNT OF ANY ALLEGED ERROR OR DEFECT IN ANY TESTING PROCEDURE OR RESULT. IN NO EVENT SHALL PRINCIPLED TECHNOLOGIES, INC. BE LIABLE FOR INDIRECT, SPECIAL, INCIDENTAL, OR CONSEQUENTIAL DAMAGES IN CONNECTION WITH ITS TESTING, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGES. IN NO EVENT SHALL PRINCIPLED TECHNOLOGIES, INC.’S LIABILITY, INCLUDING FOR DIRECT DAMAGES, EXCEED THE AMOUNTS PAID IN CONNECTION WITH PRINCIPLED TECHNOLOGIES, INC.’S TESTING. CUSTOMER’S SOLE AND EXCLUSIVE REMEDIES ARE AS SET FORTH HEREIN. Migrating middleware applications using Red Hat Enterprise A Principled Technologies test report 12 Virtualization