IBM Storage at FIS InFocus 2019

© Copyright IBM Corporation 2018
FIS InFocus 2019
IBM TEAM:
Anna Jacobson – Software Client Leader – FIS
Mike White – Storage Client Leader – FIS
David May – Storage Client Technical Specialist
Larry Haywood – Storage Client Technical Specialist
Mary Monine– Power Technical Sales Specialist
Mike Ault – Solutions Architect - Storage
Bob Berini – Business Development Executive - Storage
April 16-19 – Orlando
IBM Storage and Software-Defined Offerings

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Agenda:
Storage Technology Update and FIS Experiences
• Client Requirements Driving Storage Technology
• Banking Use Cases – User Experiences in Core Banking,
Payments, Risk & Compliance, and Blockchain
• FIS Experience
• IBM’s Multibillion Dollar Investments in Storage, Multi-Cloud,
and Blockchain
• New IBM Storage Offerings:
– FlashSystem, Hardware Family
– Software Defined Storage
• How to Get Started and Resources Available
2

Data Driven World
3
The world’s most
valuable resource
is no longer oil, but data.
“By 2020, 50% of the G2000 will
see the majority of their business
depend on their ability to create
digitally enhanced products,
services, and experiences.”
IDC FutureScape Predictions:
Worldwide IT Industry
2017 Predictions

Value of Data Increases Exponentially With Use
4
Test Dev Mobile App
Project
Machine Learning /
Deep learning
Call Center
Primary use Secondary use
Note: Fresh data works best
$ Analyst
Secure, Access, Unlock Increased Value

Banking Environment and Storage
5
Current Marketplace:
• New Services, New Markets
• Themes:
• Digital Disruptions
• Analytics & Cognitive
• Cyber-security
• Blockchain
• Disruptive Innovation is Happening Now
• Payments, Cyber-security,
Cognitive Applications, Blockchain
• Plus, Your Priorities
All Drive Applications that Require
Large Scale Data Management, Speed,
and Immediate Access
Large, Complex Databases
Computational Applications
Analytical, Cognitive Apps
Cloud-Scale Infrastructures
Virtual Infrastructures

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Banking Use Cases – Driving a New Storage Landscape
Risk & Compliance
• Liquidity Reporting, Stress Testing, Financial Crimes - Fraud, AML, Trade
Surveillance; Cybersecurity – Real Time Alerts, Application Remediation.
Generally New Applications, where speed of data access is critical.
Payments
• Switch, Settlement, ACH, Authorization & Posting, Real Time Credit Card
Fraud, Payment Risk Management. Mix of New and Existing Applications,
where improvements data management and speed of access are very
important.
Core Banking
• Infrastructure Transformation, Mobile/Social/Front Office, Customer
Insight (Omni Channel). Mix of New and Existing Applications, where new
applications depend upon existing an data management infrastructure –
speed and access requirements growing with data build-up and end-
customer expectations.
6

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IBM Flash Storage for Banking Applications
and Data Growth
7
Top Banking Applications
• Risk & Compliance
• Payments
• Core Banking
• Omni-Channel Engagement –
• Overall – Business Agility, Digital Bank
Proven Results
• 3.6 times faster Payment Transaction rate/second
• 38% improvement in Front Office response
• 40% reduction in Overnight Batch Process
• 75% reduction Online Database backup time
IBM Flash System
Family
FIS Flash
Applications
Client Installations
• Profile Core Banking
• Schwab Bank
• ALLY Bank
• IST Payments Switch
• Bank of Thailand
• Bank of Philippines
• FIS Data Centers
“The Need For Speed”

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Profile Case Study
Real-time, ultra-scalable, fully integrated core banking system
8
FIS / IBM Partnership
• Work closely together to leverage IT for clients, 40 years
The Situation:
• Online banking growth = 3X
• Need for full database encryption
• Need for faster storage response times, Existing disk-based storage didn’t support
• Must continue to meet Service Level Agreements, Long-term client needed performance
The Tests: FIS Quickly evaluated/tested several options
• FIS had already made significant improvements in database design & operations
• Optimism: Flash from IBM “A Solution the size of a Pizza Box” – versus multiple racks full of disks and
solid state drives (SSDs), Encryption support
• 6 months of testing through early 2014
• FIS Sponsor/Contacts: MaryEllen Adam, Wayne Ross
• FIS Innovation è early adoption of Flash

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FIS and IBM: Profile Case Study Results
• Achieved objectives without software rewrite
• System latency dropped by factor of 100x
• March, 2014 - Long-term FIS client went into production
9
Overall Performance Improvements:
• Overnight scheduled processing time (the “Day-end” process) was reduced by 40%
on average
• Front-end application response times improved by 250 milliseconds, or around 38%
• Online Profile database backups accelerated from 6 hours to 1.5 hours, or 75%
• With FlashSystem, FIS can continue to achieve optimum performance with a fully
encrypted Profile database
FlashSystem continues to provide microsecond read/write response times, allowing FIS
to meet time-critical file deliveries and sustain user interface response times under
peak load conditions.

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FIS Experience – IST Payments Case Study
The Need
• FIS IST Switch software must be incredibly fast and deployable
across multiple devices – Electronic Funds Transfer, ATM’s,
mobile phones, and more
• Payments speed and volumes requirements growing
with increased competition
Solution/Test
• January, 2015 – Tested IBM FlashSystem and IBM DS8800
• FIS Sponsor/Contact: Andy Roe (London)
Results
• Both IBM Storage devices achieved over 10,000 transactions/sec,
or 3.6X Higher than previously tested
10

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Finance Industry – Other Case Study Results
STAC BM – Tick Database in Capital Markets
STAC recently performed the volume- and user-scaling
suite of STAC-M3™ Benchmarks (Kanaga)
• McObject’s eXtremeDB Financial Edition 7.0
• IBM FlashSystem 900 storage system, 57TB
• I BMPower System S824L server
Summary of Results
• 21x to 212x the performance of the previous best published result
for the market snap benchmarks (10T.YR[n]-MKTSNAP.TIME)
Insurance Payments
• Insurance payments system – ISV Case Study: Incredible
performance results over all other options with IBM FlashSystem.
11

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IBM Storage Leadership
12
19 of 20
of world’s top banks by
assets use IBM DS storage
system solutions for
availability, performance,
and reliability
87%
of the Fortune Global 100
use IBM Spectrum Storage
LEADER
in 2017 & 2018,
IDC and Gartner
named IBM
“leaders” in 8
reports1
IBM Global Financing
is the #1 IT financier
in the world
Financing available for
select storage products
#2
IBM: the number 2
storage company in the
world
#1 #1
in Analyticsin Storage Software2,
Software-Defined Storage,
Archiving, Mainframe
Storage and branded Tape
1IBM named a ”Leader” by Gartner, IDC, or both in 2016 or 2017 in markets served by IBM Spectrum Protect, IBM FlashSystem, IBM Spectrum Scale, DS8880, IBM Cloud Object Storage, Storwize and XIV.
2IDC Worldwide Storage Software and Cloud Services QView, 4Q17 (8 March 2018 ). Dell Inc. and IBM were statistically tied in worldwide storage software market share due to a difference of one percent or less
in the share of revenue for calendar 2017.

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IBM Storage Awards and Recognition
13
IBM Storwize, XIV, DS8000
2013 - 2017
A Leader:
Magic Quadrant for General-Purpose Arrays1
(October 2017)
IBM SSA Portfolio
2014 - 2017
A Leader:
Magic Quadrant for Solid State Arrays
(July 2017)1
IBM Spectrum Protect
2011 - 2017
A Leader:
Magic Quadrant for Data Center Backup
& Recovery Solutions (July 2017)1
IBM recognized in the below markets
for our listed solutions:
IBM Cloud Object Storage
2018
Critical Capabilities for Object Storage1
Highest Scores In All Use-cases:
Analytics, Archiving, Backup, Content
Distribution, Cloud Storage
(January 2018)
IBM Spectrum Scale &
2016 - 2017
A Leader:
Magic Quadrant for Distributed File
Systems & Object Storage (October 2017)1
IBM FlashSystem
2015 - 2016
A Major Player in All-Flash Array by IDC
MarketScape5
IBM Spectrum Storage
2014 - 2017
#1 Software-Defined Storage
Controller Software3
IBM Tape
2006 - 2016
#1 Branded Tape Revenue4
2016
A Leader in Object-Based Storage by IDC
MarketScape6
IBM
2017
#1 Storage Software2
IBM Mid-Range
Tape Drives &
IBM Tape
Libraries
2018
Market Leader
IBM DS8884F
2017
Top 10 Coolest Flash Storage
and SSD Products
IBM DS8886F
2017
Tech Innovator Award Finalist
Storage Category
IBM Spectrum Protect Plus
2017
VMworld Hot Product
IBM Spectrum Scale
2017
IBM FlashSystem 900
2016
Best of Show: Most Innovative Flash Memory
Enterprise Business Application
IBM DS8880F
2017
Product of the Year Finalist:
Enterprise Storage Arrays
IBM Elastic Storage Server
2017
Enterprise Storage Arrays
IBM Spectrum Protect
2017
Data Backup & Recovery Software
IBM Spectrum Scale
2017
Software-Defined Storage
IBM FlashSystem
9000 Family
2017
iF International Design Award
IBM Spectrum Scale,
IBM Storwize
2017
Best HPC Collaboration: Academia,
Government and Industry
IBM Spectrum Scale
2017
Best HPC Storage Product or Technology
IBM Spectrum Scale, IBM
Storwize
2017
Best Use of HPC in Life Sciences
IBM Spectrum LSF Suites
2017
Best HPC Cluster Solution or Technology
IBM
2017
Top 5 Vendors to Watch
1Gartner does not endorse any vendor, product or service depicted in its research publications, and does not advise technology users to select only those vendors with the highest ratings or other designation. Gartner research publications consist of the opinions of Gartner's research
organization and should not be construed as statements of fact. Gartner disclaims all warranties, expressed or implied, with respect to this research, including any warranties of merchantability or fitness for a particular purpose. GARTNER is a registered trademark and service mark of Gartner,
Inc. and/or its affiliates in the U.S. and internationally, and is used herein with permission. All rights reserved. Gartner document available from IBM upon request. 2IDC Worldwide Storage Software and Cloud Services QView, 4Q17 (8 March 2018 ). Dell Inc. and IBM were statistically tied in
worldwide storage software market share due to a difference of one percent or less in the share of revenue for calendar 2017. 3 IDC Worldwide Storage Software and Cloud Services QView, 4Q17. (8 March 2018 ). 4IDC Custom Tape Report, 2H’16 5IDC MarketScape WW All-Flash Array
2015-2016 #US40721815 Dec. 2015. 6IDC MarketScape WW Object-Based Storage 2016 #US41918416 Dec. 2016.

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Data Driven Multi-Cloud Storage Architecture
• Enterprises need to be data driven to be competitive.
• Enterprises are multi-cloud now…and increasingly so.
• Enterprise clients are looking to develop a Data & Cloud strategy
for their Infrastructure
• IBM is uniquely positioned to help clients understand their
current situation, plan a future state and execute a strategy to get
to this future state.
14
Data Driven Multi-Cloud
Architecture is:
Flexible
• Data Portability between Private
& Public Clouds
• Secure and Compliant
• High ROI Use Cases
Modern
• Service Level Driven
• Software Defined and Flash Optimized
• Modern Backup and Replication
Agile
• API Automation
• Native DevOps Capable
• Self Service

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Client Multi-Cloud Patterns
15
Where you have… We offer…And you want to…
Private clouds for traditional application infrastructure
as agile, flexible and cost effective as public clouds,
and seamlessly extend to leverage public cloud
infrastructure as business demands
MODERNIZE TRADITIONAL WORKLOADS
IBM Z
TRANSFORM WITH NEXT-GEN APPLICATIONS
AI and Big Data infrastructure to support High
Performance Data Analytics and HPC leveraging the
power of the Open Source community, supporting the
very small to the largest clusters in the world
REFACTOR APPS / CONTAINERIZE
Integrated Docker & Kubernetes
Private clouds for app modernization & agile
development with full portability to leverage public
cloud infrastructure

IBM Storage: Comprehensive, Award-winning Portfolio
ManagementModern Data Protection
Scale-Out FileScale-Out BlockScale-Out Object Virtualized Multi-Vendor Block
Cloud Object
Storage System
Elastic Storage
Server
Available as
FlashSystem
A9000
FlashSystem
A9000R
Storwize V5010E
SAN Volume
Controller
Storwize V5030E
High-end Storage Tape & Virtual Tape
TS7700
Family
TS2900
Autoloader
Tape
Libraries
LTO8 &
Tape Drives
All-Flash Acceleration
FlashSystem 900
DS8884
DS8884F
DS8886
DS8886F
DS8888F
Software-Defined Storage / Cloud Storage
Networking
FlashSystem
9100
Metadata-Driven
Data Insight
Traditional NAS/File
Copy Data
Management
DS8882F
Backup ArchiveVM Data
Availability
Container
& VM APIs
Monitoring
& Control
Storwize V7000
Gen3 w/NVMe
Enhanced
Enhanced
EnhancedEnhanced
Enhanced
Enhanced
Enhanced
New
Storwize V5100F
Storwize V5100
Enhanced
Enhanced
New
Enhanced
New

IBM Systems Flash Storage Offerings Portfolio
NVMe end-to-end
Storwize
V5010E / V5030E
FlashSystem
A9000
FlashSystem
A9000R
High End
Enterprise
FlashSystem
9110 / 9150
Enterprise Class
NVMe accelerated
Multicloud Enabled
Cloud Service
Providers
Storwize
V7000
Enterprise for
Everyone
NVMe Accelerated
Hybrid & AFA Solutions
IBM Elastic
Storage Server
Big Data
Consolidate file &
object workloads
Faster data analysis
Global sharing
DS888xF
Business Critical
z/OS / AIX
Power HA
Power i HA
Business critical,
deepest integration
with z Systems
Superior performance
and reliability
Three-site / Four-site
replication
DS8888F, DS8886F,
DS8884F, DS8882F
IBM Power
Systems
NVMe FlashCore Module
Superior endurance & performance
• FIPS 140-2 Validated
• Hardware Compression
IBM FlashCore™ Technology Optimized
FlashSystem 900
Application acceleration • Extreme performance
• Hardware Compression
• Targeting database
acceleration
Simplified management
Flexible consumption model
Large Grid scale
Full time data reduction
Entry
SAS Hybrid & AFA
Enhanced data storage functions,
economics and flexibility with
sophisticated virtualization
Storwize
V5100/F
Scale-out clustering
Simplified management
Flexible consumption model
Virtualized, flash-optimized, modular storage
Enterprise heterogeneous data services and selectable data reduction
SVC
Entry
NVMe Accelerated
Hybrid & AFA Solutions

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IBM Blockchain and Financial Services
Majority of Use Cases and Production
• Payments
• Trade Finance
• Innovative Applications
Example of IBM Industry Collaboration:
• Credit Unions - $1.7 Trillion Industry, 260 Million Members, 105 Countries
• CU Ledger (Credit Union Consortium) Joint Development with IBM
• Reduced Risk – Cybersecurity & Fraud; Streamlined Processes; Reduced Costs
• Improved: Identification Authentication; KYC; Lending; Payments
18

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Blockchain – IBM Storage
Data / Storage Requirements for Blockchain
• Capacity Planning
– On Chain – large growth depending on transaction rates/volumes
– Off Chain – very large with supporting documentation
• Performance
– Near Real Time
– Critical dependency on Peers in chain
• Business Resiliency
– Security – Protection and separation of data on and off chain
– Encryption – “encrypt everything” technology
– High Availability – Business continuance for every Peer in chain
IBM Positioning in Storage
• IBM Storage Services – Investments: “STORAGE SOLUTIONS FOR BLOCKCHAIN,”
Hyperledger, Research, Labs, and Engagements
• Hardware – Flash Performance, Business Resiliency, Encryption and new features
• Software-Defined Storage – Management and Business Resiliency
19

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Getting Started with FIS Applications – IBM Storage
At the Conference and following:
– Stop by the IBM Booth
– Discuss resources and information available
• News published via Twitter @zoginstor @IBMStorage
• IBM Storage YouTube channel youtube.com/ibmstorage
• IBM web site ibm.com/storage
Contact your FIS Representative
Ask your FIS Representative for a joint meeting with
IBM Flash & Storage Technical Guidance to:
– Determine specific benefits for your institution
– Plan for installation
20

© Copyright IBM Corporation 2018© Copyright IBM Corporation 2018
Thank You!
21

Additional slides

Monday, April 1, 2019 / © 2018 IBM Corporation
2Q19 Announcement: April 2, 2019
MAJOR ANNOUNCEMENT Focus in Blue
Announcement Pillars in Green
April 2,
2019
NVMe and Flash and Networking
Next Generation Storwize V5000
NVMe drive support, high-velocity focus
IBM Spectrum Virtualize for Public Cloud V8.3
Amazon web services support
IBM Spectrum Virtualize V8.3
Support for new Storwize V5000 systems, multi-tenancy, and new 32Gbps FC adapters
IBM Storage Insights/Pro and IBM Spectrum Control
Improved alert handling
New reporting options
IBM SAN18B-6 Extension Switch
OEM of Broadcom extension switch
Storage for Unstructured Data
IBM Spectrum Scale
Certification for Hortonworks Data Platform (HDP) version 3.1
Storage and Solutions for Blockchain and Cloud
IBM FlashSystem A9000 / IBM FlashSystem A9000R Release 12.3.2
Improvements in storage network resource utilization for Managed Service Providers (MSPs)
IBM Storage Solutions for IBM Blockchain
Data extension support
IBM Storage Solutions for IBM Cloud Private
CSI support
3

Storwize
V5010E
Designed for
budget conscious
applications
without
compromising
service,
performance or
capabilities
Ideal for edge
storage, virtual
and
containerized
environments
4× more
cache than
Storwize V5010 to
support growing
workloads
Non-disruptive
upgrade to
Storwize V5030E
2× max IOPS of
Storwize V5010
10% lower price
than Storwize
V5010*
Scale to 12PB of
flash in a single
system with new
high-density 30TB
flash drives
SAS SSDs
and SAS disk
* Based on estimated street price for
typical config
This educational document is intended for IBM and IBM Business Partner staff only.
Not intended for distribution to clients or other third parties until announced.
28

Storwize
V5030E
Designed for
demanding
workloads at
affordable prices.
Data reduction
offers capacity
efficiency
Ideal for edge
storage,
virtual and
containerized
environments
Data reduction
(compression and
deduplication)
Scale to 23PB of
flash in a single
system; scale
out to 32PB with
2-way clustering
and new high-
density 30TB
flash drives and
high-density flash
20% better max
IOPS than Storwize
V5030
15% lower price
than Storwize
V5030*
SAS SSDs
and SAS disk
* Based on estimated street price for
typical config
Monday, April 1, 2019 / © 2018 IBM Corporation This educational document is intended for IBM and IBM Business Partner staff only.
29

Storwize
V5100F
V5100
NVMe
performance at a
new more
affordable price
point
For clients
needing faster
response times
and high
efficiency while
controlling costs
9× more cache
than Storwize
V5030
High performance
data reduction
Optimized end-to-
end NVMe
IBM FlashCore
Modules
Ready for SCM
32 Gbps FC
2.4× max IOPS of
Storwize V5030F
with data reduction
10% higher price
than Storwize
V5030F*
Scale up to 23PB
of flash and scale
out to 32PB with 2-
way clustering and
high-density flash
Up to 2PB of flash
storage in only 2U
* Based on estimated street price for typical
config
31

IBM Confidential
Storage for
Blockchain ---
Our Journey
so far …
4Q18 - introduction,
Focus & Your Time to
Value
Storage for Blockchain
POV
1Q19 – Distributed Peer
Solution
On premises distributed
peer solutions that house
both on and off-chain data
2Q19 – Off-chain
Extension and Data
Management
New on premises off-chain
storage
Expansion of off-chain
storage
IBM Confidential – FOR INTERNAL USE ONLY

IBM Confidential
On-prem deployments
IBM Blockchain on ICP
(4Q18)
As-a-Service in IBM
Cloud
§ Startup Plan (IKS)
§ Enterprise (Z shared)
§ Enterprise + (Z
dedicated)
§Storage in Distributed
peer for both off-chain
and on-chain data
§Backup Storage
§Data management
tools
§Storage to host off-
chain data migrating off
the cloud
§Backup Storage
§Data management
tools
Clients looking for new
on premises Distributed
peer solutions that
houses both onchain and
offchain data
Clients looking for new
on-premises offchain
storage
Clients looking to
expand their current
offchain storage
Performance
• Read Intensive operations driven
by remotely accessing your
offchain data store
• Consolidation of Datastores
• Upgrading data store to meet
required SLA
Scalability
• Blockchain characteristics (i.e.
trust, immutability) driving the
birth of new processes
• Additional granular data that was
not previously required
Security
• Protecting your data oceans
• Selecting what you want to share
• An increase number of people
accessing your data store (More
hackers!)
Frequent Editing
• Datastores storing the required
hashes, cryptographic codes and
keys
• Frequent updating of hashes to
match ledger entries
Storage OpportunityBlockchain offerings Client value
ConsiderationsIBM Storage Solutions for Blockchain

Store off-chain data for public cloud blockchain
deployments using on-premises storage
Hybrid multicloud functionality combines the best of
cloud and on-premises storage for blockchain
environments
Reduce risk to data by enabling cloud-based peers
to keep critical data on premises for security,
regulatory or data latency requirements
Maximize performance for critical off-chain data
Example, within a hospital environment where instant data
access is critical
Ensure access to off-chain data where internet
reliability or accessibility can be a challenge
Announcement date: April 2
GA Date: June
.
15

IBM Power Systems POWER9 Family
30
S922/S914/S924
H922/H924/L922
1Q 2018
E950
3Q 2018
Mission Critical Workloads Big Data Workloads Enterprise AI Workloads
Core Infrastructure Next Gen AI
Workloads
LC922/LC921
2Q 2018
AC922
Q4 2017
2017-18
POWER9
E980
3Q 2018

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Why Flash Matters to Financial Services
• Financial Institutions must now store more data and get more insights more quickly
from that data.
• However, with data processing capacity radically improved, the bottleneck becomes
the ability to store and retrieve large volumes of data as rapidly as needed.
31
LATENCY
Performance
Gap
Flash has 50x lower latency than
hard disk drives
With Flash (better than SSD)Without Flash
CPU Speed 8 to 10x Increase
DRAM Speed 9 to 9x Increase
Network Speed 100x Increase
Bus Speed 20x Increase
Disk Speed Only 1.2x Increase
In the last 10 years:

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85% Reduction
In batch processing
times
90% Reduction
In OLTP times,
Databases
150-200 µs Latency
Extreme
Performance
80% Reduction
Energy Usage
Flash Storage Benefits – Economics
Boost performance and get cost takeout (typically 30%) without re-architecting applications – with
IBM FlashSystem.
32
Note: Economics are based upon typical total cost of ownership (TCO) and vary depending upon the application solution.
75% Footprint Reduction
Store one petabyte in a
single floor tile.
Add compression and add
up to 100% more.
Enterprise Reliability
High Availability,
2D Flash RAIDTM and
Variable Stripe RAIDTM -
Designs in HW

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ESG – on Flash Economics
“… the IBM FlashSystem enterprise storage offering represent
a tipping point for many use cases where flash not only offers
significant performance improvements, but also significantly
drives down the total cost of ownership for storage based on
a smaller, more cost-efficient footprint.”
33
Analysis Highlights, Typical Enterprise Use Case:
§ Modeled 76% ROI and 11-month payback period
compared to traditional storage.
§ Nearly $600,000 inUp-front CapEx savings and nearly
$400,000 in ongoing OpEx savings.

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Ready for IBM Storage
Look for the Ready for IBM Storage logo
An IBM PartnerWorld program that validates interoperability
between IBM Storage solutions and 3rd party technology
• Accelerating your time to market and profits
• Meeting key IBM integration standards
• With complete solution offerings for specialized customer needs
“This simplifies
everything. We
continue to work
with the solution
providers we know
and trust, now with
even greater
confidence because
we know they are
IBM-certified”
What customers
are saying about
Ready for IBM Storage:
– Bill Reed, Chief Technology officer,
Arizona State Land Department
Ready for IBM Storage: ibm.com/storage/partner-program
• Huawei Technologies Co.,Ltd
• Inspire-Tech Pte Ltd
• Moonwalk Universal
• NASUNI CORPORATION
• Repostor AB
• SAS Institute
• Scality
• Siberia Software LS
• Tectrade Computers Ltd
• USER Rendszerház Kft.
• Actifio Inc.
• ATS Group
• Auwau ApS
• B4Restore A/S
• Brocade Communications
Systems, Inc
• Cobalt Iron, Inc.
• Cristie Software Limited
• DATA DYNAMICS, INC.
• Ellexus Ltd
• EMC Corporation

Thank You.
IBM Storage and SDI

IBM Storage at FIS InFocus 2019

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