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Flash-Based Array Global Market Insights 2024, Analysis and Forecast to 2029, by Manufacturers, Regions, Technology- Product Image
Flash-Based Array Global Market Insights 2024, Analysis and Forecast to 2029, by Manufacturers, Regions, Technology- Product Image
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Flash-Based Array Global Market Insights 2024, Analysis and Forecast to 2029, by Manufacturers, Regions, Technology

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    Report

  • 123 Pages
  • April 2024
  • Region: Global
  • Prof Research
  • ID: 5358146
Description Jump to:

Quick Summary:

In a rapidly evolving digital economy, understanding the flash-based array market is crucial for staying ahead of technological advancements and storage solutions. Our comprehensive market research report unveils pivotal insights on the global footprint of flash-based arrays, offering a strategic edge to senior business executives eyeing expansion or refinement of their data management capabilities.

The detailed analysis covers extensive geographical segments, encompassing North America, South America, Asia & Pacific, Europe, and the MEA, along with key countries that are driving market trends. It goes beyond mere numbers, delving into the supply-demand dynamics, competitive landscapes, and strategic positioning of major industry players. For executives poised to make informed decisions, this report is not just data—it's an investment in the future of your company's technological infrastructure.

This report describes the global market size of Flash-Based Array from 2019 to 2023 and its CAGR from 2019 to 2023, and also forecasts its market size to the end of 2029 and its CAGR from 2024 to 2029.

For the geography segment; regional supply, demand, major players, and price is presented from 2019 to 2029.

This report covers the following regions:

  • North America
  • South America
  • Asia & Pacific
  • Europe
  • MEA
The key countries for each region are also included, such as the United States, China, Japan, India, Korea, ASEAN, Germany, France, UK, Italy, Spain, CIS, and Brazil etc.

For the competitor segment, the report includes global key players of Flash-Based Array as well as some smaller players.

The information for each competitor includes:

  • Company Profile
  • Main Business Information
  • SWOT Analysis
  • Sales Volume, Revenue, Price and Gross Margin
  • Market Share

Companies Covered:

  • Pure Storage
  • Oracle
  • Dell EMC
  • Nimble
  • Tintri
  • IBM
  • Hewlett Packard
  • NetApp
  • Fujitsu
  • Hitachi Data Systems
  • Huawei Technologies
  • Kaminario
  • Tegile
Base Year: 2024
Historical Data: from 2019 to 2023
Forecast Data: from 2024 to 2029


This product will be delivered within 1-3 business days.

Table of Contents

Chapter 1 Executive SummaryChapter 2 Abbreviation and Acronyms
Chapter 3 Preface
3.1 Research Scope
3.2 Research Sources
3.2.1 Data Sources
3.2.2 Assumptions
3.3 Research Method
Chapter 4 Market Landscape
4.1 Market Overview
4.2 Classification/Types
4.3 Application/End Users
Chapter 5 Market Trend Analysis
5.1 Introduction
5.2 Drivers
5.3 Restraints
5.4 Opportunities
5.5 Threats
5.6 COVID-19 Impact
Chapter 6 Industry Chain Analysis
6.1 Upstream/Suppliers Analysis
6.2 Flash-Based Array Analysis
6.2.1 Technology Analysis
6.2.2 Cost Analysis
6.2.3 Market Channel Analysis
6.3 Downstream Buyers/End Users
Chapter 7 Latest Market Dynamics
7.1 Latest News
7.2 Merger and Acquisition
7.3 Planned/Future Project
7.4 Policy Dynamics
Chapter 8 Trading Analysis
8.1 Export of Flash-Based Array by Region
8.2 Import of Flash-Based Array by Region
8.3 Balance of Trade
Chapter 9 Historical and Forecast Flash-Based Array Market in North America (2019-2029)
9.1 Flash-Based Array Market Size
9.2 Flash-Based Array Demand by End Use
9.3 Competition by Players/Suppliers
9.4 Type Segmentation and Price
9.5 Key Countries Analysis
9.5.1 United States
9.5.2 Canada
9.5.3 Mexico
Chapter 10 Historical and Forecast Flash-Based Array Market in South America (2019-2029)
10.1 Flash-Based Array Market Size
10.2 Flash-Based Array Demand by End Use
10.3 Competition by Players/Suppliers
10.4 Type Segmentation and Price
10.5 Key Countries Analysis
10.5.1 Brazil
10.5.2 Argentina
10.5.3 Chile
10.5.4 Peru
Chapter 11 Historical and Forecast Flash-Based Array Market in Asia & Pacific (2019-2029)
11.1 Flash-Based Array Market Size
11.2 Flash-Based Array Demand by End Use
11.3 Competition by Players/Suppliers
11.4 Type Segmentation and Price
11.5 Key Countries Analysis
11.5.1 China
11.5.2 India
11.5.3 Japan
11.5.4 South Korea
11.5.5 Southeast Asia
11.5.6 Australia
Chapter 12 Historical and Forecast Flash-Based Array Market in Europe (2019-2029)
12.1 Flash-Based Array Market Size
12.2 Flash-Based Array Demand by End Use
12.3 Competition by Players/Suppliers
12.4 Type Segmentation and Price
12.5 Key Countries Analysis
12.5.1 Germany
12.5.2 France
12.5.3 United Kingdom
12.5.4 Italy
12.5.5 Spain
12.5.6 Belgium
12.5.7 Netherlands
12.5.8 Austria
12.5.9 Poland
12.5.10 Russia
Chapter 13 Historical and Forecast Flash-Based Array Market in MEA (2019-2029)
13.1 Flash-Based Array Market Size
13.2 Flash-Based Array Demand by End Use
13.3 Competition by Players/Suppliers
13.4 Type Segmentation and Price
13.5 Key Countries Analysis
13.5.1 Egypt
13.5.2 Israel
13.5.3 South Africa
13.5.4 Gulf Cooperation Council Countries
13.5.5 Turkey
Chapter 14 Summary For Global Flash-Based Array Market (2019-2024)
14.1 Flash-Based Array Market Size
14.2 Flash-Based Array Demand by End Use
14.3 Competition by Players/Suppliers
14.4 Type Segmentation and Price
Chapter 15 Global Flash-Based Array Market Forecast (2024-2029)
15.1 Flash-Based Array Market Size Forecast
15.2 Flash-Based Array Demand Forecast
15.3 Competition by Players/Suppliers
15.4 Type Segmentation and Price Forecast
Chapter 16 Analysis of Global Key Vendors
16.1 Pure Storage
16.1.1 Company Profile
16.1.2 Main Business and Flash-Based Array Information
16.1.3 SWOT Analysis of Pure Storage
16.1.4 Pure Storage Flash-Based Array Sales, Revenue, Price and Gross Margin (2019-2024)
16.2 Oracle
16.2.1 Company Profile
16.2.2 Main Business and Flash-Based Array Information
16.2.3 SWOT Analysis of Oracle
16.2.4 Oracle Flash-Based Array Sales, Revenue, Price and Gross Margin (2019-2024)
16.3 Dell EMC
16.3.1 Company Profile
16.3.2 Main Business and Flash-Based Array Information
16.3.3 SWOT Analysis of Dell EMC
16.3.4 Dell EMC Flash-Based Array Sales, Revenue, Price and Gross Margin (2019-2024)
16.4 Nimble
16.4.1 Company Profile
16.4.2 Main Business and Flash-Based Array Information
16.4.3 SWOT Analysis of Nimble
16.4.4 Nimble Flash-Based Array Sales, Revenue, Price and Gross Margin (2019-2024)
16.5 Tintri
16.5.1 Company Profile
16.5.2 Main Business and Flash-Based Array Information
16.5.3 SWOT Analysis of Tintri
16.5.4 Tintri Flash-Based Array Sales, Revenue, Price and Gross Margin (2019-2024)
16.6 IBM
16.6.1 Company Profile
16.6.2 Main Business and Flash-Based Array Information
16.6.3 SWOT Analysis of IBM
16.6.4 IBM Flash-Based Array Sales, Revenue, Price and Gross Margin (2019-2024)
16.7 Hewlett Packard
16.7.1 Company Profile
16.7.2 Main Business and Flash-Based Array Information
16.7.3 SWOT Analysis of Hewlett Packard
16.7.4 Hewlett Packard Flash-Based Array Sales, Revenue, Price and Gross Margin (2019-2024)
16.8 NetApp
16.8.1 Company Profile
16.8.2 Main Business and Flash-Based Array Information
16.8.3 SWOT Analysis of NetApp
16.8.4 NetApp Flash-Based Array Sales, Revenue, Price and Gross Margin (2019-2024)
16.9 Fujitsu
16.9.1 Company Profile
16.9.2 Main Business and Flash-Based Array Information
16.9.3 SWOT Analysis of Fujitsu
16.9.4 Fujitsu Flash-Based Array Sales, Revenue, Price and Gross Margin (2019-2024)
16.10 Hitachi Data Systems
16.10.1 Company Profile
16.10.2 Main Business and Flash-Based Array Information
16.10.3 SWOT Analysis of Hitachi Data Systems
16.10.4 Hitachi Data Systems Flash-Based Array Sales, Revenue, Price and Gross Margin (2019-2024)
16.11 Huawei Technologies
16.11.1 Company Profile
16.11.2 Main Business and Flash-Based Array Information
16.11.3 SWOT Analysis of Huawei Technologies
16.11.4 Huawei Technologies Flash-Based Array Sales, Revenue, Price and Gross Margin (2019-2024)
16.12 Kaminario
16.12.1 Company Profile
16.12.2 Main Business and Flash-Based Array Information
16.12.3 SWOT Analysis of Kaminario
16.12.4 Kaminario Flash-Based Array Sales, Revenue, Price and Gross Margin (2019-2024)
16.13 Tegile
16.13.1 Company Profile
16.13.2 Main Business and Flash-Based Array Information
16.13.3 SWOT Analysis of Tegile
16.13.4 Tegile Flash-Based Array Sales, Revenue, Price and Gross Margin (2019-2024)
Tables and Figures
Table Abbreviation and Acronyms List
Table Research Scope of Flash-Based Array Report
Table Data Sources of Flash-Based Array Report
Table Major Assumptions of Flash-Based Array Report
Figure Market Size Estimated Method
Figure Major Forecasting Factors
Figure Flash-Based Array Picture
Table Flash-Based Array Classification
Table Flash-Based Array Applications List
Table Drivers of Flash-Based Array Market
Table Restraints of Flash-Based Array Market
Table Opportunities of Flash-Based Array Market
Table Threats of Flash-Based Array Market
Table COVID-19 Impact For Flash-Based Array Market
Table Raw Materials Suppliers List
Table Different Production Methods of Flash-Based Array
Table Cost Structure Analysis of Flash-Based Array
Table Key End Users List
Table Latest News of Flash-Based Array Market
Table Merger and Acquisition List
Table Planned/Future Project of Flash-Based Array Market
Table Policy of Flash-Based Array Market
Table 2019-2029 Regional Export of Flash-Based Array
Table 2019-2029 Regional Import of Flash-Based Array
Table 2019-2029 Regional Trade Balance
Figure 2019-2029 Regional Trade Balance
Table 2019-2029 North America Flash-Based Array Market Size and Market Volume List
Figure 2019-2029 North America Flash-Based Array Market Size and CAGR
Figure 2019-2029 North America Flash-Based Array Market Volume and CAGR
Table 2019-2029 North America Flash-Based Array Demand List by Application
Table 2019-2024 North America Flash-Based Array Key Players Sales List
Table 2019-2024 North America Flash-Based Array Key Players Market Share List
Table 2019-2029 North America Flash-Based Array Demand List by Type
Table 2019-2024 North America Flash-Based Array Price List by Type
Table 2019-2029 United States Flash-Based Array Market Size and Market Volume List
Table 2019-2029 United States Flash-Based Array Import & Export List
Table 2019-2029 Canada Flash-Based Array Market Size and Market Volume List
Table 2019-2029 Canada Flash-Based Array Import & Export List
Table 2019-2029 Mexico Flash-Based Array Market Size and Market Volume List
Table 2019-2029 Mexico Flash-Based Array Import & Export List
Table 2019-2029 South America Flash-Based Array Market Size and Market Volume List
Figure 2019-2029 South America Flash-Based Array Market Size and CAGR
Figure 2019-2029 South America Flash-Based Array Market Volume and CAGR
Table 2019-2029 South America Flash-Based Array Demand List by Application
Table 2019-2024 South America Flash-Based Array Key Players Sales List
Table 2019-2024 South America Flash-Based Array Key Players Market Share List
Table 2019-2029 South America Flash-Based Array Demand List by Type
Table 2019-2024 South America Flash-Based Array Price List by Type
Table 2019-2029 Brazil Flash-Based Array Market Size and Market Volume List
Table 2019-2029 Brazil Flash-Based Array Import & Export List
Table 2019-2029 Argentina Flash-Based Array Market Size and Market Volume List
Table 2019-2029 Argentina Flash-Based Array Import & Export List
Table 2019-2029 Chile Flash-Based Array Market Size and Market Volume List
Table 2019-2029 Chile Flash-Based Array Import & Export List
Table 2019-2029 Peru Flash-Based Array Market Size and Market Volume List
Table 2019-2029 Peru Flash-Based Array Import & Export List
Table 2019-2029 Asia & Pacific Flash-Based Array Market Size and Market Volume List
Figure 2019-2029 Asia & Pacific Flash-Based Array Market Size and CAGR
Figure 2019-2029 Asia & Pacific Flash-Based Array Market Volume and CAGR
Table 2019-2029 Asia & Pacific Flash-Based Array Demand List by Application
Table 2019-2024 Asia & Pacific Flash-Based Array Key Players Sales List
Table 2019-2024 Asia & Pacific Flash-Based Array Key Players Market Share List
Table 2019-2029 Asia & Pacific Flash-Based Array Demand List by Type
Table 2019-2024 Asia & Pacific Flash-Based Array Price List by Type
Table 2019-2029 China Flash-Based Array Market Size and Market Volume List
Table 2019-2029 China Flash-Based Array Import & Export List
Table 2019-2029 India Flash-Based Array Market Size and Market Volume List
Table 2019-2029 India Flash-Based Array Import & Export List
Table 2019-2029 Japan Flash-Based Array Market Size and Market Volume List
Table 2019-2029 Japan Flash-Based Array Import & Export List
Table 2019-2029 South Korea Flash-Based Array Market Size and Market Volume List
Table 2019-2029 South Korea Flash-Based Array Import & Export List
Table 2019-2029 Southeast Asia Flash-Based Array Market Size List
Table 2019-2029 Southeast Asia Flash-Based Array Market Volume List
Table 2019-2029 Southeast Asia Flash-Based Array Import List
Table 2019-2029 Southeast Asia Flash-Based Array Export List
Table 2019-2029 Australia Flash-Based Array Market Size and Market Volume List
Table 2019-2029 Australia Flash-Based Array Import & Export List
Table 2019-2029 Europe Flash-Based Array Market Size and Market Volume List
Figure 2019-2029 Europe Flash-Based Array Market Size and CAGR
Figure 2019-2029 Europe Flash-Based Array Market Volume and CAGR
Table 2019-2029 Europe Flash-Based Array Demand List by Application
Table 2019-2024 Europe Flash-Based Array Key Players Sales List
Table 2019-2024 Europe Flash-Based Array Key Players Market Share List
Table 2019-2029 Europe Flash-Based Array Demand List by Type
Table 2019-2024 Europe Flash-Based Array Price List by Type
Table 2019-2029 Germany Flash-Based Array Market Size and Market Volume List
Table 2019-2029 Germany Flash-Based Array Import & Export List
Table 2019-2029 France Flash-Based Array Market Size and Market Volume List
Table 2019-2029 France Flash-Based Array Import & Export List
Table 2019-2029 United Kingdom Flash-Based Array Market Size and Market Volume List
Table 2019-2029 United Kingdom Flash-Based Array Import & Export List
Table 2019-2029 Italy Flash-Based Array Market Size and Market Volume List
Table 2019-2029 Italy Flash-Based Array Import & Export List
Table 2019-2029 Spain Flash-Based Array Market Size and Market Volume List
Table 2019-2029 Spain Flash-Based Array Import & Export List
Table 2019-2029 Belgium Flash-Based Array Market Size and Market Volume List
Table 2019-2029 Belgium Flash-Based Array Import & Export List
Table 2019-2029 Netherlands Flash-Based Array Market Size and Market Volume List
Table 2019-2029 Netherlands Flash-Based Array Import & Export List
Table 2019-2029 Austria Flash-Based Array Market Size and Market Volume List
Table 2019-2029 Austria Flash-Based Array Import & Export List
Table 2019-2029 Poland Flash-Based Array Market Size and Market Volume List
Table 2019-2029 Poland Flash-Based Array Import & Export List
Table 2019-2029 Russia Flash-Based Array Market Size and Market Volume List
Table 2019-2029 Russia Flash-Based Array Import & Export List
Table 2019-2029 MEA Flash-Based Array Market Size and Market Volume List
Figure 2019-2029 MEA Flash-Based Array Market Size and CAGR
Figure 2019-2029 MEA Flash-Based Array Market Volume and CAGR
Table 2019-2029 MEA Flash-Based Array Demand List by Application
Table 2019-2024 MEA Flash-Based Array Key Players Sales List
Table 2019-2024 MEA Flash-Based Array Key Players Market Share List
Table 2019-2029 MEA Flash-Based Array Demand List by Type
Table 2019-2024 MEA Flash-Based Array Price List by Type
Table 2019-2029 Egypt Flash-Based Array Market Size and Market Volume List
Table 2019-2029 Egypt Flash-Based Array Import & Export List
Table 2019-2029 Israel Flash-Based Array Market Size and Market Volume List
Table 2019-2029 Israel Flash-Based Array Import & Export List
Table 2019-2029 South Africa Flash-Based Array Market Size and Market Volume List
Table 2019-2029 South Africa Flash-Based Array Import & Export List
Table 2019-2029 Gulf Cooperation Council Countries Flash-Based Array Market Size and Market Volume List
Table 2019-2029 Gulf Cooperation Council Countries Flash-Based Array Import & Export List
Table 2019-2029 Turkey Flash-Based Array Market Size and Market Volume List
Table 2019-2029 Turkey Flash-Based Array Import & Export List
Table 2019-2024 Global Flash-Based Array Market Size List by Region
Table 2019-2024 Global Flash-Based Array Market Size Share List by Region
Table 2019-2024 Global Flash-Based Array Market Volume List by Region
Table 2019-2024 Global Flash-Based Array Market Volume Share List by Region
Table 2019-2024 Global Flash-Based Array Demand List by Application
Table 2019-2024 Global Flash-Based Array Demand Market Share List by Application
Table 2019-2024 Global Flash-Based Array Key Vendors Sales List
Table 2019-2024 Global Flash-Based Array Key Vendors Sales Share List
Figure 2019-2024 Global Flash-Based Array Market Volume and Growth Rate
Table 2019-2024 Global Flash-Based Array Key Vendors Revenue List
Figure 2019-2024 Global Flash-Based Array Market Size and Growth Rate
Table 2019-2024 Global Flash-Based Array Key Vendors Revenue Share List
Table 2019-2024 Global Flash-Based Array Demand List by Type
Table 2019-2024 Global Flash-Based Array Demand Market Share List by Type
Table 2019-2024 Regional Flash-Based Array Price List
Table 2024-2029 Global Flash-Based Array Market Size List by Region
Table 2024-2029 Global Flash-Based Array Market Size Share List by Region
Table 2024-2029 Global Flash-Based Array Market Volume List by Region
Table 2024-2029 Global Flash-Based Array Market Volume Share List by Region
Table 2024-2029 Global Flash-Based Array Demand List by Application
Table 2024-2029 Global Flash-Based Array Demand Market Share List by Application
Table 2024-2029 Global Flash-Based Array Key Vendors Sales List
Table 2024-2029 Global Flash-Based Array Key Vendors Sales Share List
Figure 2024-2029 Global Flash-Based Array Market Volume and Growth Rate
Table 2024-2029 Global Flash-Based Array Key Vendors Revenue List
Figure 2024-2029 Global Flash-Based Array Market Size and Growth Rate
Table 2024-2029 Global Flash-Based Array Key Vendors Revenue Share List
Table 2024-2029 Global Flash-Based Array Demand List by Type
Table 2024-2029 Global Flash-Based Array Demand Market Share List by Type
Table 2024-2029 Flash-Based Array Regional Price List
Table Pure Storage Information
Table SWOT Analysis of Pure Storage
Table 2019-2024 Pure Storage Flash-Based Array Sale Volume Price Cost Revenue
Figure 2019-2024 Pure Storage Flash-Based Array Sale Volume and Growth Rate
Figure 2019-2024 Pure Storage Flash-Based Array Market Share
Table Oracle Information
Table SWOT Analysis of Oracle
Table 2019-2024 Oracle Flash-Based Array Sale Volume Price Cost Revenue
Figure 2019-2024 Oracle Flash-Based Array Sale Volume and Growth Rate
Figure 2019-2024 Oracle Flash-Based Array Market Share
Table Dell EMC Information
Table SWOT Analysis of Dell EMC
Table 2019-2024 Dell EMC Flash-Based Array Sale Volume Price Cost Revenue
Figure 2019-2024 Dell EMC Flash-Based Array Sale Volume and Growth Rate
Figure 2019-2024 Dell EMC Flash-Based Array Market Share
Table Nimble Information
Table SWOT Analysis of Nimble
Table 2019-2024 Nimble Flash-Based Array Sale Volume Price Cost Revenue
Figure 2019-2024 Nimble Flash-Based Array Sale Volume and Growth Rate
Figure 2019-2024 Nimble Flash-Based Array Market Share
Table Tintri Information
Table SWOT Analysis of Tintri
Table 2019-2024 Tintri Flash-Based Array Sale Volume Price Cost Revenue
Figure 2019-2024 Tintri Flash-Based Array Sale Volume and Growth Rate
Figure 2019-2024 Tintri Flash-Based Array Market Share
Table IBM Information
Table SWOT Analysis of IBM
Table 2019-2024 IBM Flash-Based Array Sale Volume Price Cost Revenue
Figure 2019-2024 IBM Flash-Based Array Sale Volume and Growth Rate
Figure 2019-2024 IBM Flash-Based Array Market Share
Table Hewlett Packard Information
Table SWOT Analysis of Hewlett Packard
Table 2019-2024 Hewlett Packard Flash-Based Array Sale Volume Price Cost Revenue
Figure 2019-2024 Hewlett Packard Flash-Based Array Sale Volume and Growth Rate
Figure 2019-2024 Hewlett Packard Flash-Based Array Market Share
Table NetApp Information
Table SWOT Analysis of NetApp
Table 2019-2024 NetApp Flash-Based Array Sale Volume Price Cost Revenue
Figure 2019-2024 NetApp Flash-Based Array Sale Volume and Growth Rate
Figure 2019-2024 NetApp Flash-Based Array Market Share
Table Fujitsu Information
Table SWOT Analysis of Fujitsu
Table 2019-2024 Fujitsu Flash-Based Array Sale Volume Price Cost Revenue
Figure 2019-2024 Fujitsu Flash-Based Array Sale Volume and Growth Rate
Figure 2019-2024 Fujitsu Flash-Based Array Market Share
Table Hitachi Data Systems Information
Table SWOT Analysis of Hitachi Data Systems
Table 2019-2024 Hitachi Data Systems Flash-Based Array Sale Volume Price Cost Revenue
Figure 2019-2024 Hitachi Data Systems Flash-Based Array Sale Volume and Growth Rate
Figure 2019-2024 Hitachi Data Systems Flash-Based Array Market Share
Table Huawei Technologies Information
Table SWOT Analysis of Huawei Technologies
Table 2019-2024 Huawei Technologies Flash-Based Array Sale Volume Price Cost Revenue
Figure 2019-2024 Huawei Technologies Flash-Based Array Sale Volume and Growth Rate
Figure 2019-2024 Huawei Technologies Flash-Based Array Market Share
Table Kaminario Information
Table SWOT Analysis of Kaminario
Table 2019-2024 Kaminario Flash-Based Array Sale Volume Price Cost Revenue
Figure 2019-2024 Kaminario Flash-Based Array Sale Volume and Growth Rate
Figure 2019-2024 Kaminario Flash-Based Array Market Share
Table Tegile Information
Table SWOT Analysis of Tegile
Table 2019-2024 Tegile Flash-Based Array Sale Volume Price Cost Revenue
Figure 2019-2024 Tegile Flash-Based Array Sale Volume and Growth Rate
Figure 2019-2024 Tegile Flash-Based Array Market Share

Companies Mentioned (Partial List)

A selection of companies mentioned in this report includes, but is not limited to:

  • Pure Storage
  • Oracle
  • Dell EMC
  • Nimble
  • Tintri
  • IBM
  • Hewlett Packard
  • NetApp
  • Fujitsu
  • Hitachi Data Systems
  • Huawei Technologies
  • Kaminario
  • Tegile

Methodology

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