In-Memory Computing Market

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In-Memory Computing Market by Component (Solutions & Services), Solution (IMDB (OLTP & OLAP), IMDG, and Data Stream Processing), Service, Application (Risk Management & Fraud Detection, Predictive Analysis), Vertical, and Region - Global Forecast to 2025

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Report Code: TC 1284 Nov, 2020, by marketsandmarkets.com

In-Memory Computing (IMC) Market - Size, Share & Growth Report

[412 Pages Report] The global In-Memory Computing Market size was reached $11.4 billion in 2020 and is anticipated to hit a revenue around $24.5 billion by the cease of 2025, at a increasing CAGR of 16.5% during the forecast period (2020-2025). The base year for estimation is 2019 and the market size available for the years 2014 to 2025.

The exponential growth of big data to improve machine-driven decision-making, decrease in the overall cost of RAM and TCO, and an increase in production with real-time and low-latency transactional processing to drive the growth of In-Memory Computing Market. Data security concerns and Incompetence to develop BI applications are one of the major challenges in the IMC market. Moreover, Lack of standards, Increasing volatility of data, and Lack of skilled workforce and complexity involved in data extraction as one of the key restraining factors in the In-Memory Computing Market.

In-Memory Computing Market

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In a short time, the COVID-19 outbreak has affected markets and customers' behavior, and substantially impacted economies and societies. With offices, educational institutions, and manufacturing facilities shutting down for an indefinite period; major sports and events being postponed; and work-from-home and social distancing policies in effect, businesses are increasingly looking for technologies to assist them in these difficult times. Analytics professionals, business intelligence professionals, and professionals providing expertise in advanced analytics such as AI and ML are called for their expertise to help executives make business decisions on how to respond to new business challenges caused by the COVID-19 outbreak. From the silent generation to baby boomers using Zoom for the first time, to legacy-reliant organizations modernizing in cloud, there is a huge wave of ‘digital acceleration’ building toward a ‘new normal.’ The efficient remote working is being observed across verticals that previously thought it is impossible. The work-life balance may be strange, but employees are now being trusted more openly by their employers to work from home in an environment that suits their needs. In light of this monumental shift to remote working and cloud-based technologies, the long-term effects of COVID-19 as a catalyst for change in all aspects of life would be profound, and a strong instance of this can be found in the contact center industry.

Businesses are opting for In-Memory Computing solutions for managing voluminous data and meeting customer expectations. Industries such as eCommerce, logistics, online learning, food delivery, and online business collaboration are witnessing a huge spike in their business, which is straining the limits of their customer-facing or internal applications. Businesses are facing the immediate need to speed up and scale out their applications, for which one of the fastest approaches is to deploy in-memory data grids. The in-memory computing market is witnessing more customers demanding IMC solutions and services during the COVID-19 crisis.

In-Memory Computing Market Growth Dynamics

Driver: Exponential growth of big data to improve machine-driven decision-making

Big data is characterized by three V’s: volume, velocity, and variety. As the number of transactions increases in enterprises, the amount of data also increases. In verticals such as telecommunication, BFSI, online gaming, and entertainment, data generated per second is huge. Due to the increasing data volumes, organizations are facing huge problems in processing large amounts of information within a specific time frame. Therefore, the use of traditional disk-based data management systems and the manipulation of massive data becomes quite difficult.

Traditional disk-based systems are not capable of ingesting high- velocity data because of the limitation of mechanical disks. In this data extraction and manipulation process, most of the time, data remains in transit state, and processors remain idle for almost 85% of the total time. IMC- based solutions such as IMDG and in-memory computing platform built around big data can handle three Vs because of their speed and scalability. These solutions process big data with the type of latencies that produce actionable insights and machine-driven decision-making.

Through In-Memory Computing , organizations store data in the main memory of servers; hence the time, which is wasted in input/output operations, can be utilized for data processing. Thus, In-Memory Computing helps speed up the process of analyzing all the structured and unstructured data. Organizations are creating, collecting, storing, and hoping to capitalize on structured and unstructured data, driving the overall IMC market growth. For example, BFSI organizations can track the effect of market fluctuations on their portfolios (‘strategies’) of long and short equity positions in various markets, and immediately identify strategies requiring rebalancing through In-Memory Computing.

Restraint: Lack of skilled workforce and complexity involved in data extraction

In-Memory Computing is a new standard in technology development. The availability of trained technical staff and consulting professionals is the major challenge of IMC implementation. Many organizations or technology adopters suffer typical challenges with radical technologies in early adoption phases. These challenges include the lack of general standards and absence of proven architectural patterns. With the emergence of successful vendors, increase in the network of implementation partners, and recent open-source momentum, skill availability challenges are expected to drop rapidly; however, for the interim period, In-Memory Computing continues to be a niche technology and skill availability continues to be a challenge.

Due to reasons such as the shortage of skilled workforce and complexity of big data solutions, organizations report trouble in extracting value from structured, unstructured, or semi-structured data. The complete life cycle of data analytics in cloud goes through various processes, including data discovery, data modeling, data mining, and visualization. These processes make big data analytics-related projects quite complex. Such complexities faced by business organizations across verticals act as obstacles for IMC solution vendors in the In-Memory Computing Market. According to World Economic Forum’s Future of Jobs 20184, the demand is accelerating for a variety of wholly new specialist roles related to understanding and leveraging the latest emerging technologies. These specialist roles are big data specialists, AI and ML specialists, process automation experts, information security analysts, user experience and human-machine interaction designers, robotics engineers, and blockchain specialists.

Opportunity: Emergence of AI and ML based technologies to gain real-time actionable customer insights

With the advent of emerging technologies such as AI and ML, companies are witnessing huge opportunities as these technologies offer real-time insights with in-built automation. IMC solutions with the AI technology can automatically capture complete agent-customer interactions to offer hidden insights and opportunities. AI in IMC supports businesses to optimize outcomes through valuable customer insights. In-Memory Computing makes the identification of actionable insights possible through high-volume discovery, as it offers both high-level views and drill-down details. Real-time IMC provides the next best actionable guidance message to agents, post customer interactions are captured and analyzed, leading to improved customer interaction and operational efficiency. The benefits and features of IMC include measuring accurate performance metrics, discovering call patterns and trends, staffing and training problems, training and back-end issues, and discovering new revenue streams. The use cases of real-time IMC are increasingly witnessed across verticals, such as BFSI, healthcare and life sciences, and retail and eCommerce.

Challenge: Incompetence to develop BI applications

Organizations nowadays are using techniques integrated with In-Memory Computing system related to advanced analytics, which is a part of BI, such as Analytics of Things (AoT), predictive analytics, and machine learning ML. These techniques are complex in nature and require an in-depth analytical knowledge. BI can get complex depending on the architecture used. To build a BI tool using the BI platform, a person requires technical skills, analytical skills, and critical thinking, and many end-use verticals do not have enough people with these specific analytical skills and knowledge. Organizations spend most of their time in capturing and correcting data generated from various sources instead of analyzing it. It is not necessary that all the employees working with data have skills in data science. Business knowledge is also required in conjunction with appropriate training to help build a data-driven and decision-making culture. Thus, an analytics capability gap, which is needed to build complex BI solution, is one of the biggest challenges faced by most end-use businesses in the In-Memory Computing Market.

By solution, the IMDB solutions segment is expected to account for the higher market share during the forecast period

By solution, the IMDB solutions segment is expected to account for a higher market share during the forecast period. The highest market share of the IMDB segment is attributed to the increasing demand for boosting performance and scalability, and building real-time applications, which are the major factors for the fast growth of the IMC market across the globe. IMDB solutions also help reduce development and operational costs through standardization on an IMC system. IMC solutions comprise In-Memory Data Grid (IMDG), In-Memory Database (IMDB), and Streaming Data Analysis. These solutions are a type of middleware software that enables businesses to store data in RAM, across a cluster of computers, and process it in parallel. Most of these solutions offered are claimed to be easy to deploy and are feature-rich to address complex computing rigors and requirements. IMC solutions are designed from the ground up to store data in a distributed fashion, where the entire dataset is divided into individual computers’ memory, each storing only a portion of the overall dataset. Once data is partitioned, parallel distributed processing becomes a technical necessity because data is stored in a partitioned way.

By application, the risk management and fraud detection segment to record the higher CAGR during the forecast period

In the In-Memory Computing Market by application, the risk management and fraud detection segment is expected to record the higher market share during the forecast period. The growth of the risk management and fraud detection segment is attributed to the need of organizations to keenly focus on the enhancement of their risk intelligence capabilities to fight risk exposures. Moreover, the application helps companies mitigate risks and align critical business processes by functionalities, such as managing IT security-based compliance and mandates that include ISO 27001, and providing automated risk notifications. IMC solutions have emerged as an important requirement for enterprises to conduct an accurate analysis of data stored in the RAM of servers and storage. Even enterprises with limited financial resources and IT expertise have started implementing IMC-enabled applications to help non-technical users to quickly perform complex data analysis. IMC product capabilities are integrated with diverse business applications scattered through different verticals and designed to replenish the unique demands of business segments. Apart from established players in the IMC industry, the new entrants in the market are introducing new solutions to lure customers. The market players are focusing on meeting the demands of customers with unique product features. The report segments the overall In-Memory Computing Market by the following business applications: risk management and fraud detection, sentiment analysis, geospatial/GIS processing, sales and marketing optimization, predictive analysis, supply chain management, and others (image processing, route optimization, claim processing and modeling, and trade promotion simulations).

North America to account for the largest market size during the forecast period

North America is expected to hold the largest market size in the global In-Memory Computing Market during the forecast period. The increasing demand for analytics and advanced analytics platforms by small and medium businesses and government agencies would fuel the demand for IMC products in North America. The rising adoption of cloud and IoT, and increasing use of the web are some of the factors driving the In-Memory Computing Market growth in Europe. APAC is expected to record the fastest growth rate during the forecast period. The adoption of IMC technology by different verticals, such as manufacturing and retail, is expected to contribute to the growth of the In-Memory Computing Market in APAC region. The increasing number of players across different regions is further expected to drive the In-Memory Computing Market.

In-Memory Computing Market by Region

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Key Market Players

The major In-memory computing companies includes Microsoft(US), Oracle(US), SAP (Germany), IBM (US), SAS Institute (US), TIBCO (US), Software AG (Germany), Fujitsu (Japan), Red Hat (US), Altibase (US), GigaSpaces (US), GridGain (US), Hazelcast (US), MongoDB (US), Exasol (Germany), Intel (Germany), Qlik (US), Salesforce (US), Workday (US), Teradata (US), Kognitio (UK), Enea (Sweden), VoltDB (US), McObject (US), and MemSQL (US).

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Scope of the Report

Report Metric	Details
Market size available for years	2014–2025
Base year considered	2019
Forecast period	2020–2025
Forecast units	Billion (USD)
Market Size in 2025	USD 24.5 billion
CAGR	16.5%
Segments covered	Component (Solutions & Services), Solution (IMDB [OLTP & OLAP], IMDG, and Data Stream Processing), Service, Application (Risk Management & Fraud Detection, Predictive Analysis), Vertical, and Region
Geographies covered	North America, Europe, APAC, MEA, and Latin America
Companies covered	Microsoft (US), Oracle (US), SAP (Germany), IBM (US), SAS Institute (US), TIBCO (US), Software AG (Germany), Fujitsu (Japan), Red Hat (US), Altibase (US), GigaSpaces (US), GridGain (US), Hazelcast (US), MongoDB (US), Exasol (Germany), Intel (Germany), Qlik (US), Salesforce (US), Workday (US), Teradata (US), Kognitio (UK), Enea (Sweden), VoltDB (US), McObject (US), and MemSQL (US)

The research report categorizes the In-Memory Computing Market to forecast the revenues and analyze trends in each of the following subsegments:

By Component

Solutions
- In-Memory Database (IMDB)
  - Online Analytical Processing (OLAP)
  - Online Transaction Processing (OLTP)
- In-Memory Data Grid (IMDG)
- Data Stream Processing
Services
- Professional Services
  - Consulting
  - System Integration and Implementation
  - Support and Maintenance
- Managed Services

By Application

Risk Management and Fraud Detection
Sentiment Analysis
Geospatial/GIS Processing
Sales and Marketing Optimization
Predictive Analysis
Supply Chain Management
Others (Image Processing, Route Optimization, Claim Processing and Modelling, and Trade Promotion Simulations)

By Deployment Mode

Cloud
On-premises

By Organization Size

SMEs
Large Enterprises

By Vertical

BFSI
IT and Telecom
Retail and eCommerce
Healthcare and Life Sciences
Transportation and Logistics
Government and Defence
Energy and Utilities
Media and Entertainment
Others (Education, Manufacturing, and Travel And Hospitality)

By Region

North America
Europe
APAC
MEA
Latin America

Recent Developments

In July 2020, Microsoft released the next-generation of its Azure Stack HCI service. Microsoft is rolling out a preview of Azure Stack HCI v2, which will enable users to run the service on their own servers and include built-in integration with Azure Arc, among other new features. The new iteration of Azure Stack HCI announced is a new host OS separated from Windows Server, which is designed specifically to run HCI and is integrated with Azure with hybrid by design.
In August 2020, IBM revealed the next generation of its IBM POWER central processing unit (CPU) family: IBM POWER10. Designed to offer a platform to meet the unique needs of enterprise hybrid cloud computing, the IBM POWER10 processor uses a design focused on energy efficiency and performance in a 7nm form factor with an expected improvement of up to 3x greater processor energy efficiency, workload capacity, and container density than the IBM POWER9 processor. Designed over five years with hundreds of new and pending patents, the IBM POWER10 processor is an important evolution in IBM's roadmap for POWER.
In September 2020, SAS accelerates development of analytics and data science talent with new academic program To help its students seize job opportunities, the University of South Florida (USF) worked with SAS to launch a Tier 3 SAS Academic Specialization in Healthcare Analytics. The new SAS Academic Specialization gives higher education institutions more options for generating the SAS talent employers are seeking.
In July 2020, Citrix and Microsoft partner to accelerate the future of work. Citrix and Microsoft partnered to accelerate the future of work. The companies partnered to simplify cloud transformation and speed the adoption of digital workspaces and virtual desktops to enable greater agility, productivity, and security. Under the terms of the deal, Microsoft will select Citrix Workspace as a preferred digital workspace solution, and Citrix will select Microsoft Azure as a preferred cloud platform, moving existing on-premises Citrix customers to Microsoft Azure to enable people to work anywhere across devices.
In June 2020, Wipro and IBM collaborate to help clients accelerate their cloud journeys Wipro Limited, a leading global information technology, consulting, and business process services company, announced a collaboration with IBM to assist Wipro customers embark on a seamless and secure hybrid cloud journey. Through this alliance, Wipro will develop hybrid cloud offerings to help businesses migrate, manage, and transform mission-critical workloads and applications, with security across public or private cloud and on-premises IT environments.
In April 2020, Tech Mahindra and IBM to help their clients modernize operations leveraging cloud Tech Mahindra Ltd., a leading provider of digital transformation, consulting, and business reengineering services and solutions, is collaborating with IBM to help businesses transform their operations and accelerate their hybrid cloud strategies. Tech Mahindra will help clients migrate core business applications to the IBM public cloud using IBM Cloud Paks. As part of this relationship, IBM and Tech Mahindra will establish innovation centers designed to help address complex business problems across industries, including telecommunication, manufacturing, financial services, insurance, retail, and healthcare.
In September 2020, SAS and RTI partnership combine best in research, expertise and analytics SAS and RTI International are partnering to tackle some of the world’s greatest challenges by bringing joint offerings to government agencies and other organizations. SAS and RTI combine more than 100 years of expertise in research and analytics and will build on a long relationship of collaboration and innovation.
In October 2019, SAP paves the way for Sri Lankan businesses to become intelligent enterprises Driving digitization for local businesses in Sri Lanka, SAP in partnership with Sri Lanka SAP User Group (SLSUG) signified the importance of enterprises going digital with its intelligent offerings and solutions empowering them to become Intelligent Enterprises. The company’s Intelligent Enterprise strategy allows for businesses to rapidly transform data into insight – feeding process automation, innovation, and optimal experiences.

Frequently Asked Questions (FAQ):

What is the In-Memory Computing Market Size?

The global In-memory computing market size was surpassed $11.4 billion in 2020 and is expected to reach $24.5 billion by the end of 2025.

What is the In-Memory Computing Market growth?

The global In-memory Computing Market is expected to grow at a compound annual growth rate (CAGR) of 16.5%.

Who are the key vendors in the In-Memory Computing Market?

The major key vendors operating in the In-memory computing market include Microsoft (US), Oracle (US), SAP (Germany), IBM (US), SAS Institute (US), TIBCO (US), Software AG (Germany), Fujitsu (Japan), Red Hat (US), Altibase (US), GigaSpaces (US), GridGain (US), Hazelcast (US), MongoDB (US), Exasol (Germany), Intel (Germany), Qlik (US), Salesforce (US), Workday (US), Teradata (US), Kognitio (UK), Enea (Sweden), VoltDB (US), McObject (US), and MemSQL (US). These vendors have adopted different types of organic and inorganic growth strategies such as new product launches, product enhancements, partnerships, and mergers and acquisitions.

Which countries are considered in the European region?

The report includes an analysis of the UK, Germany, and France in the European region.

Which are the type of deployments considered in the In-Memory Computing Market?

The key drivers supporting the growth of the predictive market include rising adoption of big data and other related technologies, the advent of ML and AL, and cost benefits of cloud-based predictive analytics solutions

Does this report include the impact of COVID-19 on the In-Memory Computing Market?

Yes, the report includes the impact of COVID-19 on In-memory computing market. It illustrates the pre- and post- COVID-19 market scenario. It also throws light on the regional impact of COVID-19 in the In-memory computing market.

To speak to our analyst for a discussion on the above findings, click Speak to Analyst

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TABLE OF CONTENTS

1 INTRODUCTION (Page No. - 63)
    1.1 INTRODUCTION TO COVID-19
    1.2 COVID-19 HEALTH ASSESSMENT
        FIGURE 1 COVID-19: GLOBAL PROPAGATION
        FIGURE 2 COVID-19 PROPAGATION: SELECT COUNTRIES
    1.3 COVID-19 ECONOMIC ASSESSMENT
        FIGURE 3 REVISED GROSS DOMESTIC PRODUCT FORECASTS FOR SELECT G20 COUNTRIES IN 2020
           1.3.1 COVID-19 ECONOMIC IMPACT—SCENARIO ASSESSMENT
                 FIGURE 4 FACTORS IMPACTING GLOBAL ECONOMY
                 FIGURE 5 SCENARIOS IN TERMS OF RECOVERY OF GLOBAL ECONOMY
    1.4 OBJECTIVES OF THE STUDY
    1.5 MARKET DEFINITION
           1.5.1 INCLUSIONS AND EXCLUSIONS
    1.6 MARKET SCOPE
           1.6.1 MARKET SEGMENTATION
           1.6.2 REGIONS COVERED
           1.6.3 YEARS CONSIDERED FOR THE STUDY
    1.7 CURRENCY CONSIDERED
        TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2017–2019
    1.8 STAKEHOLDERS
    1.9 SUMMARY OF CHANGES

2 RESEARCH METHODOLOGY (Page No. - 73)
    2.1 RESEARCH DATA
        FIGURE 6 IN-MEMORY COMPUTING MARKET: RESEARCH DESIGN
           2.1.1 SECONDARY DATA
           2.1.2 PRIMARY DATA
                 TABLE 2 PRIMARY INTERVIEWS
                    2.1.2.1 Breakup of primary profiles
                    2.1.2.2 Key industry insights
    2.2 MARKET BREAKUP AND DATA TRIANGULATION
        FIGURE 7 DATA TRIANGULATION
    2.3 MARKET SIZE ESTIMATION
        FIGURE 8 IN-MEMORY COMPUTING MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
           2.3.1 TOP-DOWN APPROACH
           2.3.2 BOTTOM-UP APPROACH
                 FIGURE 9 MARKET SIZE ESTIMATION METHODOLOGY ?   APPROACH 1 (SUPPLY SIDE): REVENUE OF SOLUTIONS/SERVICES OF IN-MEMORY COMPUTING MARKET
                 FIGURE 10 MARKET SIZE ESTIMATION METHODOLOGY ? APPROACH 2 - BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE OF ALL SOLUTIONS/SERVICES OF IN-MEMORY COMPUTING MARKET
                 FIGURE 11 MARKET SIZE ESTIMATION METHODOLOGY — APPROACH 3 — BOTTOM-UP (DEMAND SIDE): SHARE OF IN-MEMORY COMPUTING THROUGH OVERALL IN-MEMORY COMPUTING SPENDING
    2.4 MARKET FORECAST
        TABLE 3 FACTOR ANALYSIS
    2.5 COMPANY EVALUATION QUADRANT METHODOLOGY
        FIGURE 12 COMPANY EVALUATION QUADRANT: CRITERIA WEIGHTAGE
    2.6 STARTUP/SME COMPETITIVE EVALUATION QUADRANT METHODOLOGY
        FIGURE 13 START-UP/SME COMPANY EVALUATION QUADRANT: CRITERIA WEIGHTAGE
    2.7 ASSUMPTIONS FOR THE STUDY
    2.8 LIMITATIONS OF THE STUDY
    2.9 IMPLICATIONS OF COVID-19 ON IN-MEMORY COMPUTING MARKET
        FIGURE 14 QUARTERLY IMPACT OF COVID-19 DURING 2020–2021

3 EXECUTIVE SUMMARY (Page No. - 87)
TABLE 4 GLOBAL IN-MEMORY COMPUTING MARKET SIZE AND GROWTH RATE, 2014–2019 (USD MILLION, Y-O-Y %)
TABLE 5 GLOBAL MARKET SIZE AND GROWTH RATE, 2019–2025 (USD MILLION, Y-O-Y %)
FIGURE 15 SOLUTIONS SEGMENT TO HOLD LARGER MARKET SIZE IN 2020
FIGURE 16 PROFESSIONAL SERVICES SEGMENT TO HOLD HIGHER MARKET SHARE IN 2020
FIGURE 17 SYSTEM INTEGRATION AND IMPLEMENTATION SEGMENT TO HOLD LARGEST MARKET SIZE IN 2020
FIGURE 18 IN-MEMORY DATABASE SEGMENT TO HOLD HIGHEST MARKET SHARE IN 2020
FIGURE 19 ON-PREMISES SEGMENT TO HOLD HIGHER MARKET SHARE IN 2020
FIGURE 20 LARGE ENTERPRISES SEGMENT TO HOLD LARGER MARKET SIZE IN 2020
FIGURE 21 RISK MANAGEMENT AND FRAUD DETECTION SEGMENT TO HOLD HIGHEST MARKET SHARE IN 2020
FIGURE 22 BANKING, FINANCIAL SERVICES, AND INSURANCE VERTICAL TO HOLD HIGHEST MARKET SHARE IN 2020
FIGURE 23 NORTH AMERICA TO HOLD HIGHEST MARKET SHARE AND ASIA PACIFIC TO GROW AT HIGHEST CAGR IN 2020

4 PREMIUM INSIGHTS (Page No. - 94)
    4.1 ATTRACTIVE OPPORTUNITIES IN IN-MEMORY COMPUTING MARKET
        FIGURE 24 INCREASING DEMAND FOR REAL-TIME AND LOW-LATENCY TRANSACTION PROCESSING CONTRIBUTES TO MARKET GROWTH
    4.2 MARKET: TOP THREE APPLICATIONS
        FIGURE 25 PREDICTIVE ANALYSIS SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
    4.3 NORTH AMERICA MARKET: BY COMPONENT AND TOP THREE VERTICALS
        FIGURE 26 SOLUTIONS SEGMENT AND BANKING, FINANCIAL SERVICES, AND INSURANCE VERTICAL TO HOLD HIGH MARKET SHARES IN 2020
    4.4 MARKET: BY REGION
        FIGURE 27 NORTH AMERICA TO HOLD HIGHEST MARKET SHARE IN 2020

5 MARKET OVERVIEW AND INDUSTRY TRENDS (Page No. - 96)
    5.1 INTRODUCTION
    5.2 MARKET DYNAMICS
        FIGURE 28 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: IN-MEMORY COMPUTING MARKET
           5.2.1 DRIVERS
                    5.2.1.1 Exponential growth of big data to improve machine-driven decision-making
                    5.2.1.2 Decrease in the overall cost of RAM and TCO
                    5.2.1.3 Increase in production with real-time and low-latency transaction processing
           5.2.2 RESTRAINTS
                    5.2.2.1 Lack of standards
                    5.2.2.2 Increase in volatility of data
                    5.2.2.3 Lack of skilled workforce and complexity involved in data extraction
           5.2.3 OPPORTUNITIES
                    5.2.3.1 Real-time analysis of data
                    5.2.3.2 Growth in the need for parallel processing and columnar databases
                    5.2.3.3 Emergence of AI- and ML-based technologies to gain real-time actionable customer insights
           5.2.4 CHALLENGES
                    5.2.4.1 Data security concerns
                    5.2.4.2 Incompetence to develop BI applications
           5.2.5 CUMULATIVE GROWTH ANALYSIS
    5.3 MARKET EVOLUTION
           5.3.1 INTRODUCTION
                 FIGURE 29 EVOLUTION OF IN-MEMORY COMPUTING MARKET
    5.4 CASE STUDY ANALYSIS
           5.4.1 INTRODUCTION
                    5.4.1.1 Use case: Scenario 1
                    5.4.1.2 Use case: Scenario 2
                    5.4.1.3 Use case: Scenario 3
                    5.4.1.4 Use case: Scenario 4
                    5.4.1.5 Use case: Scenario 5
                    5.4.1.6 Use case: Scenario 6
    5.5 PATENT ANALYSIS
           5.5.1 IOT PATENTS FILED
    5.6 VALUE CHAIN ANALYSIS
        FIGURE 30 VALUE CHAIN ANALYSIS
    5.7 TECHNOLOGY ANALYSIS
           5.7.1 IN-MEMORY COMPUTING AND AI
           5.7.2 IN-MEMORY COMPUTING AND ML
           5.7.3 IN-MEMORY COMPUTING AND BLOCKCHAIN
           5.7.4 IN-MEMORY COMPUTING AND GEOSPATIAL INFORMATION PROCESSING
    5.8 REGULATORY IMPLICATIONS
           5.8.1 GENERAL DATA PROTECTION REGULATION
           5.8.2 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT
           5.8.3 DODD-FRANK WALL STREET REFORM AND CONSUMER PROTECTION
           5.8.4 EUROPEAN BANKING REGULATIONS
    5.9 PRICING ANALYSIS

6 IN-MEMORY COMPUTING MARKET: COVID-19 IMPACT (Page No. - 112)
FIGURE 31 MARKET TO WITNESS MINOR DECLINE BETWEEN 2020 AND 2021

7 IN-MEMORY COMPUTING MARKET, BY COMPONENT (Page No. - 113)
    7.1 INTRODUCTION
           7.1.1 COMPONENTS: COVID-19 IMPACT
           7.1.2 COMPONENTS: MARKET DRIVERS
                 FIGURE 32 SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
                 TABLE 6 MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                 TABLE 7 MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
    7.2 SOLUTIONS
        FIGURE 33 DATA STREAM PROCESSING SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
        TABLE 8 SOLUTIONS: IN-MEMORY COMPUTING MARKET SIZE, BY TYPE, 2014–2019 (USD MILLION)
        TABLE 9 SOLUTIONS: MARKET SIZE, BY TYPE, 2019–2025 (USD MILLION)
        TABLE 10 SOLUTIONS: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
        TABLE 11 SOLUTIONS: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
           7.2.1 IN-MEMORY DATABASE
                 FIGURE 34 ONLINE ANALYTICAL PROCESSING SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
                 TABLE 12 IMDB: MARKET SIZE, BY PROCESSING TYPE, 2014–2019 (USD MILLION)
                 TABLE 13 IMDB: MARKET SIZE, BY PROCESSING TYPE, 2019–2025 (USD MILLION)
                 TABLE 14 IMDB: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                 TABLE 15 IMDB: IN-MEMORY COMPUTING MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
                    7.2.1.1 Online analytical processing
                            TABLE 16 ONLINE ANALYTICAL PROCESSING MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                            TABLE 17 ONLINE ANALYTICAL PROCESSING MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
                    7.2.1.2 Online transaction processing
                            TABLE 18 ONLINE TRANSACTIONAL PROCESSING MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                            TABLE 19 ONLINE TRANSACTIONAL PROCESSING MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
           7.2.2 IN-MEMORY DATA GRID
                 TABLE 20 IN-MEMORY DATA GRID: IN-MEMORY COMPUTING MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                 TABLE 21 IN-MEMORY DATA GRID: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
           7.2.3 DATA STREAM PROCESSING
                 TABLE 22 DATA STREAM PROCESSING: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                 TABLE 23 DATA STREAM PROCESSING: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
    7.3 SERVICES
        FIGURE 35 MANAGED SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
        TABLE 24 SERVICES: MARKET SIZE, BY TYPE, 2014–2019 (USD MILLION)
        TABLE 25 SERVICES: MARKET SIZE, BY TYPE, 2019–2025 (USD MILLION)
        TABLE 26 SERVICES: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
        TABLE 27 SERVICES: IN-MEMORY COMPUTING MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
           7.3.1 PROFESSIONAL SERVICES
                 FIGURE 36 CONSULTING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
                 TABLE 28 PROFESSIONAL SERVICES: MARKET SIZE, BY TYPE, 2014–2019 (USD MILLION)
                 TABLE 29 PROFESSIONAL SERVICES: MARKET SIZE, BY TYPE, 2019–2025 (USD MILLION)
                 TABLE 30 PROFESSIONAL SERVICES: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                 TABLE 31 PROFESSIONAL SERVICES: IN-MEMORY COMPUTING MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
                    7.3.1.1 Consulting
                            TABLE 32 CONSULTING MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                            TABLE 33 CONSULTING MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
                    7.3.1.2 System Integration and Implementation
                            TABLE 34 SYSTEM INTEGRATION AND IMPLEMENTATION MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                            TABLE 35 SYSTEM INTEGRATION AND IMPLEMENTATION MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
                    7.3.1.3 Support and Maintenance
                            TABLE 36 SUPPORT AND MAINTENANCE MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                            TABLE 37 SUPPORT AND MAINTENANCE MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
           7.3.2 MANAGED SERVICES
                 TABLE 38 MANAGED SERVICES: IN-MEMORY COMPUTING MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                 TABLE 39 MANAGED SERVICES: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)

8 IN-MEMORY COMPUTING MARKET, BY APPLICATION (Page No. - 132)
    8.1 INTRODUCTION
           8.1.1 APPLICATIONS: COVID-19 IMPACT
           8.1.2 APPLICATIONS: MARKET DRIVERS
                 FIGURE 37 PREDICTIVE ANALYSIS SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
                 TABLE 40 MARKET SIZE, BY APPLICATION, 2014–2019 (USD MILLION)
                 TABLE 41 MARKET SIZE, BY APPLICATION, 2019–2025 (USD MILLION)
    8.2 RISK MANAGEMENT AND FRAUD DETECTION
        TABLE 42 RISK MANAGEMENT AND FRAUD DETECTION: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
        TABLE 43 RISK MANAGEMENT AND FRAUD DETECTION: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
    8.3 SENTIMENT ANALYSIS
        TABLE 44 SENTIMENT ANALYSIS: IN-MEMORY COMPUTING MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
        TABLE 45 SENTIMENT ANALYSIS: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
    8.4 GEOSPATIAL/GIS PROCESSING
        TABLE 46 GEOSPATIAL/GIS PROCESSING: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
        TABLE 47 GEOSPATIAL/GIS PROCESSING: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
    8.5 SALES AND MARKETING OPTIMIZATION
        TABLE 48 SALES AND MARKETING OPTIMIZATION: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
        TABLE 49 SALES AND MARKETING OPTIMIZATION: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
    8.6 PREDICTIVE ANALYSIS
        TABLE 50 PREDICTIVE ANALYSIS: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
        TABLE 51 PREDICTIVE ANALYSIS: INMARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
    8.7 SUPPLY CHAIN MANAGEMENT
        TABLE 52 SUPPLY CHAIN MANAGEMENT: IN-MEMORY COMPUTING MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
        TABLE 53 SUPPLY CHAIN MANAGEMENT: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
    8.8 OTHERS
        TABLE 54 OTHERS: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
        TABLE 55 OTHERS: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)

9 IN-MEMORY COMPUTING MARKET, BY DEPLOYMENT MODE (Page No. - 143)
    9.1 INTRODUCTION
           9.1.1 DEPLOYMENT MODES: COVID-19 IMPACT
           9.1.2 DEPLOYMENT MODES: MARKET DRIVERS
                 FIGURE 38 CLOUD SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
                 TABLE 56 MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                 TABLE 57 NG MARKET SIZE, BY DEPLOYMENT MODE, 2019–2025 (USD MILLION)
    9.2 CLOUD
        TABLE 58 CLOUD: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
        TABLE 59 CLOUD: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
    9.3 ON-PREMISES
        TABLE 60 ON-PREMISES: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
        TABLE 61 ON-PREMISES: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)

10 IN-MEMORY COMPUTING MARKET, BY ORGANIZATION SIZE (Page No. - 148)
     10.1 INTRODUCTION
             10.1.1 ORGANIZATION SIZE: COVID-19 IMPACT
             10.1.2 ORGANIZATION SIZE: MARKET DRIVERS
                    FIGURE 39 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
                    TABLE 62 MARKET SIZE, BY ORGANIZATION SIZE,   2014–2019 (USD MILLION)
                    TABLE 63 MARKET SIZE, BY ORGANIZATION SIZE, 2019–2025 (USD MILLION)
     10.2 SMALL AND MEDIUM-SIZED ENTERPRISES
          TABLE 64 SMALL AND MEDIUM-SIZED ENTERPRISES: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
          TABLE 65 SMALL AND MEDIUM-SIZED ENTERPRISES: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
     10.3 LARGE ENTERPRISES
          TABLE 66 LARGE ENTERPRISES: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
          TABLE 67 LARGE ENTERPRISES: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)

11 IN-MEMORY COMPUTING MARKET, BY VERTICAL (Page No. - 153)
     11.1 INTRODUCTION
             11.1.1 VERTICALS: COVID-19 IMPACT
             11.1.2 VERTICALS: MARKET DRIVERS
                    FIGURE 40 HEALTHCARE AND LIFE SCIENCES VERTICAL TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
                    TABLE 68 MARKET SIZE, BY VERTICAL, 2014–2019 (USD MILLION)
                    TABLE 69 MARKET SIZE, BY VERTICAL, 2019–2025 (USD MILLION)
     11.2 BANKING, FINANCIAL SERVICES, AND INSURANCE
          TABLE 70 BANKING, FINANCIAL SERVICES, AND INSURANCE: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
          TABLE 71 BANKING, FINANCIAL SERVICES, AND INSURANCES: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
     11.3 IT AND TELECOM
          TABLE 72 IT AND TELECOM: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
          TABLE 73 IT AND TELECOM: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
     11.4 RETAIL AND ECOMMERCE
          TABLE 74 RETAIL AND ECOMMERCE: IN-MEMORY COMPUTING MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
          TABLE 75 RETAIL AND ECOMMERCE: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
     11.5 HEALTHCARE AND LIFE SCIENCES
          TABLE 76 HEALTHCARE AND LIFE SCIENCES: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
          TABLE 77 HEALTHCARE AND LIFE SCIENCES: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
     11.6 TRANSPORTATION AND LOGISTICS
          TABLE 78 TRANSPORTATION AND LOGISTICS: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
          TABLE 79 TRANSPORTATION AND LOGISTICS: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
     11.7 GOVERNMENT AND DEFENSE
          TABLE 80 GOVERNMENT AND DEFENSE: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
          TABLE 81 GOVERNMENT AND DEFENSE: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
     11.8 ENERGY AND UTILITIES
          TABLE 82 ENERGY AND UTILITIES: IN-MEMORY COMPUTING MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
          TABLE 83 ENERGY AND UTILITIES: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
     11.9 MEDIA AND ENTERTAINMENT
          TABLE 84 MEDIA AND ENTERTAINMENT: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
          TABLE 85 MEDIA AND ENTERTAINMENT: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
     11.10 OTHERS
          TABLE 86 OTHERS: MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
          TABLE 87 OTHERS: MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)

12 IN-MEMORY COMPUTING MARKET, BY REGION (Page No. - 166)
     12.1 INTRODUCTION
          FIGURE 41 INDIA TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
          FIGURE 42 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
          TABLE 88 MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
          TABLE 89 MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)
     12.2 NORTH AMERICA
             12.2.1 NORTH AMERICA: MARKET DRIVERS
             12.2.2 NORTH AMERICA: COVID-19 IMPACT
             12.2.3 NORTH AMERICA: REGULATORY IMPLICATIONS
             12.2.4 UNITED STATES SECURITIES AND EXCHANGE COMMISSION
             12.2.5 INTERNATIONAL ORGANIZATION FOR STANDARDIZATION 27001
             12.2.6 CALIFORNIA CONSUMER PRIVACY ACT
             12.2.7 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT OF 1996
                    FIGURE 43 NORTH AMERICA: MARKET SNAPSHOT
                    TABLE 90 NORTH AMERICA: IN-MEMORY COMPUTING MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 91 NORTH AMERICA: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
                    TABLE 92 NORTH AMERICA: MARKET SIZE, BY SOLUTION, 2014–2019 (USD MILLION)
                    TABLE 93 NORTH AMERICA: MARKET SIZE, BY SOLUTION, 2019–2025 (USD MILLION)
                    TABLE 94 NORTH AMERICA: MARKET SIZE, BY IMDB PROCESSING TYPE, 2014–2019 (USD MILLION)
                    TABLE 95 NORTH AMERICA: MARKET SIZE, BY IMDB PROCESSING TYPE, 2019–2025 (USD MILLION)
                    TABLE 96 NORTH AMERICA: MARKET SIZE, BY SERVICE, 2014–2019 (USD MILLION)
                    TABLE 97 NORTH AMERICA: MARKET SIZE, BY SERVICE, 2019–2025 (USD MILLION)
                    TABLE 98 NORTH AMERICA: MARKET SIZE, BY PROFESSIONAL SERVICE, 2014–2019 (USD MILLION)
                    TABLE 99 NORTH AMERICA: MARKET SIZE, BY PROFESSIONAL SERVICE, 2019–2025 (USD MILLION)
                    TABLE 100 NORTH AMERICA: MARKET SIZE, BY APPLICATION, 2014–2019 (USD MILLION)
                    TABLE 101 NORTH AMERICA: IN-MEMORY COMPUTING MARKET SIZE, BY APPLICATION, 2019–2025 (USD MILLION)
                    TABLE 102 NORTH AMERICA: MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 103 NORTH AMERICA: MARKET SIZE, BY DEPLOYMENT MODE, 2019–2025 (USD MILLION)
                    TABLE 104 NORTH AMERICA: MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION)
                    TABLE 105 NORTH AMERICA: MARKET SIZE, BY ORGANIZATION SIZE, 2019–2025 (USD MILLION)
                    TABLE 106 NORTH AMERICA: MARKET SIZE, BY VERTICAL, 2014–2019 (USD MILLION)
                    TABLE 107 NORTH AMERICA: MARKET SIZE, BY VERTICAL, 2019–2025 (USD MILLION)
                    TABLE 108 NORTH AMERICA: MARKET SIZE, BY COUNTRY, 2014–2019 (USD MILLION)
                    TABLE 109 NORTH AMERICA: MARKET SIZE, BY COUNTRY, 2019–2025 (USD MILLION)
             12.2.8 UNITED STATES
                    TABLE 110 UNITED STATES: IN-MEMORY COMPUTING MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 111 UNITED STATES: INMARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
             12.2.9 CANADA
                    TABLE 112 CANADA: MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 113 CANADA: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
     12.3 EUROPE
             12.3.1 EUROPE: MARKET DRIVERS
             12.3.2 EUROPE: COVID-19 IMPACT
             12.3.3 EUROPE: REGULATORY IMPLICATIONS
             12.3.4 GENERAL DATA PROTECTION REGULATION
                    TABLE 114 EUROPE: IN-MEMORY COMPUTING MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 115 EUROPE: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
                    TABLE 116 EUROPE: MARKET SIZE, BY SOLUTION, 2014–2019 (USD MILLION)
                    TABLE 117 EUROPE: MARKET SIZE, BY SOLUTION, 2019–2025 (USD MILLION)
                    TABLE 118 EUROPE: MARKET SIZE, BY IMDB PROCESSING TYPE, 2014–2019 (USD MILLION)
                    TABLE 119 EUROPE: MARKET SIZE, BY IMDB PROCESSING TYPE, 2019–2025 (USD MILLION)
                    TABLE 120 EUROPE: MARKET SIZE, BY SERVICE, 2014–2019 (USD MILLION)
                    TABLE 121 EUROPE: MARKET SIZE, BY SERVICE,   2019–2025 (USD MILLION)
                    TABLE 122 EUROPE: MARKET SIZE, BY PROFESSIONAL SERVICE, 2014–2019 (USD MILLION)
                    TABLE 123 EUROPE: MARKET SIZE, BY PROFESSIONAL SERVICE, 2019–2025 (USD MILLION)
                    TABLE 124 EUROPE: MARKET SIZE, BY APPLICATION, 2014–2019 (USD MILLION)
                    TABLE 125 EUROPE: MARKET SIZE, BY APPLICATION, 2019–2025 (USD MILLION)
                    TABLE 126 EUROPE: IN-MEMORY COMPUTING MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 127 EUROPE: MARKET SIZE, BY DEPLOYMENT MODE, 2019–2025 (USD MILLION)
                    TABLE 128 EUROPE: MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION)
                    TABLE 129 EUROPE: MARKET SIZE, BY ORGANIZATION SIZE, 2019–2025 (USD MILLION)
                    TABLE 130 EUROPE: MARKET SIZE, BY VERTICAL, 2014–2019 (USD MILLION)
                    TABLE 131 EUROPE: MARKET SIZE, BY VERTICAL, 2019–2025 (USD MILLION)
                    TABLE 132 EUROPE: MARKET SIZE, BY COUNTRY,   2014–2019 (USD MILLION)
                    TABLE 133 EUROPE: MARKET SIZE, BY COUNTRY,   2019–2025 (USD MILLION)
             12.3.5 UNITED KINGDOM
                    TABLE 134 UNITED KINGDOM: IN-MEMORY COMPUTING MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 135 UNITED KINGDOM: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
             12.3.6 GERMANY
                    TABLE 136 GERMANY: MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 137 GERMANY: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
             12.3.7 FRANCE
                    TABLE 138 FRANCE: MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 139 FRANCE: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
             12.3.8 REST OF EUROPE
                    TABLE 140 REST OF EUROPE: IN-MEMORY COMPUTING MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 141 REST OF EUROPE: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
     12.4 ASIA PACIFIC
             12.4.1 ASIA PACIFIC: MARKET DRIVERS
             12.4.2 ASIA PACIFIC: COVID-19 IMPACT
             12.4.3 ASIA PACIFIC: REGULATORY IMPLICATIONS
             12.4.4 PERSONAL DATA PROTECTION ACT
                    FIGURE 44 ASIA PACIFIC: MARKET SNAPSHOT
                    TABLE 142 ASIA PACIFIC: IN-MEMORY COMPUTING MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 143 ASIA PACIFIC: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
                    TABLE 144 ASIA PACIFIC: MARKET SIZE, BY SOLUTION,   2014–2019 (USD MILLION)
                    TABLE 145 ASIA PACIFIC: MARKET SIZE, BY SOLUTION, 2019–2025 (USD MILLION)
                    TABLE 146 ASIA PACIFIC: MARKET SIZE, BY IMDB PROCESSING TYPE, 2014–2019 (USD MILLION)
                    TABLE 147 ASIA PACIFIC: MARKET SIZE, BY IMDB PROCESSING TYPE, 2019–2025 (USD MILLION)
                    TABLE 148 ASIA PACIFIC: MARKET SIZE, BY SERVICE, 2014–2019 (USD MILLION)
                    TABLE 149 ASIA PACIFIC: MARKET SIZE, BY SERVICE,   2019–2025 (USD MILLION)
                    TABLE 150 ASIA PACIFIC: MARKET SIZE, BY PROFESSIONAL SERVICE, 2014–2019 (USD MILLION)
                    TABLE 151 ASIA PACIFIC: MARKET SIZE, BY PROFESSIONAL SERVICE, 2019–2025 (USD MILLION)
                    TABLE 152 ASIA PACIFIC: MARKET SIZE, BY APPLICATION, 2014–2019 (USD MILLION)
                    TABLE 153 ASIA PACIFIC: MARKET SIZE, BY APPLICATION, 2019–2025 (USD MILLION)
                    TABLE 154 ASIA PACIFIC: IN-MEMORY COMPUTING MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 155 ASIA PACIFIC: MARKET SIZE, BY DEPLOYMENT MODE, 2019–2025 (USD MILLION)
                    TABLE 156 ASIA PACIFIC: MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION)
                    TABLE 157 ASIA PACIFIC: MARKET SIZE, BY ORGANIZATION SIZE, 2019–2025 (USD MILLION)
                    TABLE 158 ASIA PACIFIC: MARKET SIZE, BY VERTICAL, 2014–2019 (USD MILLION)
                    TABLE 159 ASIA PACIFIC: MARKET SIZE, BY VERTICAL, 2019–2025 (USD MILLION)
                    TABLE 160 ASIA PACIFIC: MARKET SIZE, BY COUNTRY, 2014–2019 (USD MILLION)
                    TABLE 161 ASIA PACIFIC: MARKET SIZE, BY COUNTRY,   2019–2025 (USD MILLION)
             12.4.5 CHINA
                    TABLE 162 CHINA: IN-MEMORY COMPUTING MARKET SIZE, BY COMPONENT,   2014–2019 (USD MILLION)
                    TABLE 163 CHINA: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
             12.4.6 JAPAN
                    TABLE 164 JAPAN: MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 165 JAPAN: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
             12.4.7 INDIA
                    TABLE 166 INDIA: MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 167 INDIA: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
             12.4.8 REST OF ASIA PACIFIC
                    TABLE 168 REST OF ASIA PACIFIC: MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 169 REST OF ASIA PACIFIC: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
     12.5 MIDDLE EAST AND AFRICA
             12.5.1 MIDDLE EAST AND AFRICA: MARKET DRIVERS
             12.5.2 MIDDLE EAST AND AFRICA: COVID-19 IMPACT
             12.5.3 MIDDLE EAST AND AFRICA: REGULATORY IMPLICATIONS
             12.5.4 PERSONAL DATA PROTECTION LAW
                    TABLE 170 MIDDLE EAST AND AFRICA: IN-MEMORY COMPUTING MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 171 MIDDLE EAST AND AFRICA: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
                    TABLE 172 MIDDLE EAST AND AFRICA: MARKET SIZE, BY SOLUTION, 2014–2019 (USD MILLION)
                    TABLE 173 MIDDLE EAST AND AFRICA: MARKET SIZE, BY SOLUTION, 2019–2025 (USD MILLION)
                    TABLE 174 MIDDLE EAST AND AFRICA: MARKET SIZE, BY IMDB PROCESSING TYPE, 2014–2019 (USD MILLION)
                    TABLE 175 MIDDLE EAST AND AFRICA: MARKET SIZE, BY IMDB PROCESSING TYPE, 2019–2025 (USD MILLION)
                    TABLE 176 MIDDLE EAST AND AFRICA: MARKET SIZE, BY SERVICE, 2014–2019 (USD MILLION)
                    TABLE 177 MIDDLE EAST AND AFRICA: MARKET SIZE, BY SERVICE, 2019–2025 (USD MILLION)
                    TABLE 178 MIDDLE EAST AND AFRICA: MARKET SIZE, BY PROFESSIONAL SERVICE, 2014–2019 (USD MILLION)
                    TABLE 179 MIDDLE EAST AND AFRICA: MARKET SIZE, BY PROFESSIONAL SERVICE, 2019–2025 (USD MILLION)
                    TABLE 180 MIDDLE EAST AND AFRICA: IN-MEMORY COMPUTING MARKET SIZE, BY APPLICATION, 2014–2019 (USD MILLION)
                    TABLE 181 MIDDLE EAST AND AFRICA: MARKET SIZE, BY APPLICATION, 2019–2025 (USD MILLION)
                    TABLE 182 MIDDLE EAST AND AFRICA: MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 183 MIDDLE EAST AND AFRICA: MARKET SIZE, BY DEPLOYMENT MODE, 2019–2025 (USD MILLION)
                    TABLE 184 MIDDLE EAST AND AFRICA: MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION)
                    TABLE 185 MIDDLE EAST AND AFRICA: MARKET SIZE, BY ORGANIZATION SIZE, 2019–2025 (USD MILLION)
                    TABLE 186 MIDDLE EAST AND AFRICA: MARKET SIZE, BY VERTICAL, 2014–2019 (USD MILLION)
                    TABLE 187 MIDDLE EAST AND AFRICA: MARKET SIZE, BY VERTICAL, 2019–2025 (USD MILLION)
                    TABLE 188 MIDDLE EAST AND AFRICA: MARKET SIZE, BY COUNTRY, 2014–2019 (USD MILLION)
                    TABLE 189 MIDDLE EAST AND AFRICA: MARKET SIZE, BY COUNTRY, 2019–2025 (USD MILLION)
             12.5.5 KINGDOM OF SAUDI ARABIA
                    TABLE 190 KINGDOM OF SAUDI ARABIA: IN-MEMORY COMPUTING MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 191 KINGDOM OF SAUDI ARABIA: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
             12.5.6 UNITED ARAB EMIRATES
                    TABLE 192 UNITED ARAB EMIRATES: MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 193 UNITED ARAB EMIRATES: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
             12.5.7 SOUTH AFRICA
                    TABLE 194 SOUTH AFRICA: MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 195 SOUTH AFRICA: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
             12.5.8 REST OF MIDDLE EAST AND AFRICA
                    TABLE 196 REST OF MIDDLE EAST AND AFRICA: IN-MEMORY COMPUTING MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 197 REST OF MIDDLE EAST AND AFRICA: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
     12.6 LATIN AMERICA
             12.6.1 LATIN AMERICA: MARKET DRIVERS
             12.6.2 LATIN AMERICA: COVID-19 IMPACT
             12.6.3 LATIN AMERICA: REGULATORY IMPLICATIONS
             12.6.4 FEDERAL LAW ON PROTECTION OF PERSONAL DATA HELD BY INDIVIDUALS
                    TABLE 198 LATIN AMERICA: IN-MEMORY COMPUTING MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 199 LATIN AMERICA: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
                    TABLE 200 LATIN AMERICA: MARKET SIZE, BY SOLUTION, 2014–2019 (USD MILLION)
                    TABLE 201 LATIN AMERICA: MARKET SIZE, BY SOLUTION, 2019–2025 (USD MILLION)
                    TABLE 202 LATIN AMERICA: MARKET SIZE, BY IMDB PROCESSING TYPE, 2014–2019 (USD MILLION)
                    TABLE 203 LATIN AMERICA:MARKET SIZE, BY IMDB PROCESSING TYPE, 2019–2025 (USD MILLION)
                    TABLE 204 LATIN AMERICA: MARKET SIZE, BY SERVICE, 2014–2019 (USD MILLION)
                    TABLE 205 LATIN AMERICA: MARKET SIZE, BY SERVICE, 2019–2025 (USD MILLION)
                    TABLE 206 LATIN AMERICA: MARKET SIZE, BY PROFESSIONAL SERVICE, 2014–2019 (USD MILLION)
                    TABLE 207 LATIN AMERICA: MARKET SIZE, BY PROFESSIONAL SERVICE, 2019–2025 (USD MILLION)
                    TABLE 208 LATIN AMERICA: IN-MEMORY COMPUTING MARKET SIZE, BY APPLICATION, 2014–2019 (USD MILLION)
                    TABLE 209 LATIN AMERICA: INMARKET SIZE, BY APPLICATION, 2019–2025 (USD MILLION)
                    TABLE 210 LATIN AMERICA: MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 211 LATIN AMERICA: MARKET SIZE, BY DEPLOYMENT MODE, 2019–2025 (USD MILLION)
                    TABLE 212 LATIN AMERICA: MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION)
                    TABLE 213 LATIN AMERICA: MARKET SIZE, BY ORGANIZATION SIZE, 2019–2025 (USD MILLION)
                    TABLE 214 LATIN AMERICA: MARKET SIZE, BY VERTICAL, 2014–2019 (USD MILLION)
                    TABLE 215 LATIN AMERICA: MARKET SIZE, BY VERTICAL, 2019–2025 (USD MILLION)
                    TABLE 216 LATIN AMERICA: MARKET SIZE, BY COUNTRY, 2014–2019 (USD MILLION)
                    TABLE 217 LATIN AMERICA: MARKET SIZE, BY COUNTRY, 2019–2025 (USD MILLION)
             12.6.5 BRAZIL
                    TABLE 218 BRAZIL: IN-MEMORY COMPUTING MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 219 BRAZIL: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
             12.6.6 MEXICO
                    TABLE 220 MEXICO: MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 221 MEXICO: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)
             12.6.7 REST OF LATIN AMERICA
                    TABLE 222 REST OF LATIN AMERICA: MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 223 REST OF LATIN AMERICA: MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)

13 COMPETITIVE LANDSCAPE (Page No. - 224)
     13.1 OVERVIEW
     13.2 MARKET EVALUATION FRAMEWORK
          FIGURE 45 MARKET EVALUATION FRAMEWORK
     13.3 SHARE OF KEY PLAYERS IN IN-MEMORY COMPUTING MARKET, 2019
          FIGURE 46 MARKET SHARE OF KEY PLAYERS, 2019
     13.4 HISTORICAL REVENUE ANALYSIS OF KEY MARKET PLAYERS
             13.4.1 INTRODUCTION
                    FIGURE 47 HISTORICAL FIVE-YEAR REVENUE ANALYSIS OF KEY MARKET PLAYERS
     13.5 KEY MARKET DEVELOPMENTS
             13.5.1 NEW PRODUCT LAUNCHES AND PRODUCT ENHANCEMENTS
                    TABLE 224 NEW PRODUCT LAUNCHES AND PRODUCT ENHANCEMENTS, 2020
             13.5.2 BUSINESS EXPANSIONS
                    TABLE 225 BUSINESS EXPANSIONS, 2019
             13.5.3 MERGERS AND ACQUISITIONS
                    TABLE 226 MERGERS AND ACQUISITIONS, 2018
             13.5.4 PARTNERSHIPS, AGREEMENTS, CONTRACTS, AND COLLABORATIONS
                    TABLE 227 PARTNERSHIPS, AGREEMENTS, CONTRACTS, AND COLLABORATIONS, 2018–2020

14 COMPANY EVALUATION QUADRANT AND COMPANY PROFILES (Page No. - 234)
     14.1 OVERVIEW
     14.2 COMPANY EVALUATION QUADRANT DEFINITIONS AND METHODOLOGY
             14.2.1 MARKET RANKING ANALYSIS, BY COMPANY
                    FIGURE 48 RANKING OF KEY PLAYERS, 2020
             14.2.2 STAR
             14.2.3 EMERGING LEADERS
             14.2.4 PERVASIVE
             14.2.5 PARTICIPANT
     14.3 COMPANY EVALUATION QUADRANT, 2020
          FIGURE 49 IN-MEMORY COMPUTING MARKET (GLOBAL), COMPANY EVALUATION QUADRANT, 2020
     14.4 COMPANY PROFILES
(Business overview, Solutions and services offered, Recent developments, MNM view, Key strengths/right to win, Strategic choices made, and Weaknesses and competitive threats)*
             14.4.1 IBM
                    FIGURE 50 IBM: COMPANY SNAPSHOT
             14.4.2 SAP
                    FIGURE 51 SAP: COMPANY SNAPSHOT
             14.4.3 ORACLE
                    FIGURE 52 ORACLE: COMPANY SNAPSHOT
             14.4.4 SAS INSTITUTE
                    FIGURE 53 SAS INSTITUTE: COMPANY SNAPSHOT
             14.4.5 MICROSOFT
                    FIGURE 54 MICROSOFT: COMPANY SNAPSHOT
             14.4.6 TIBCO
             14.4.7 ALTIBASE
             14.4.8 GIGASPACES
             14.4.9 SOFTWARE AG
             14.4.10 RED HAT
             14.4.11 HAZELCAST
             14.4.12 MONGODB
             14.4.13 EXASOL
             14.4.14 INTEL
             14.4.15 QLIK
             14.4.16 SALESFORCE
             14.4.17 TERADATA
             14.4.18 WORKDAY
             14.4.19 KOGNITIO
             14.4.20 ENEA
             14.4.21 VOLTDB
             14.4.22 MCOBJECT
             14.4.23 MEMSQL
             14.4.24 FUJITSU

*Details on Business overview, Solutions and services offered, Recent developments, MNM view, Key strengths/right to win, Strategic choices made, and Weaknesses and competitive threats might not be captured in case of unlisted companies.

15 APPENDIX (Page No. - 283)
     15.1 ADJACENT/RELATED MARKETS
             15.1.1 BIG DATA MARKET
                    TABLE 228 BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 229 SOLUTIONS: BIG DATA MARKET SIZE, BY TYPE, 2018–2025 (USD MILLION)
                    TABLE 230 SOLUTIONS: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 231 BIG DATA ANALYTICS MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 232 DATA DISCOVERY MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 233 DATA VISUALIZATION MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 234 DATA MANAGEMENT MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 235 SERVICES: BIG DATA MARKET SIZE, BY TYPE, 2018–2025 (USD MILLION)
                    TABLE 236 SERVICES: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 237 MANAGED SERVICES MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 238 PROFESSIONAL SERVICES: BIG DATA MARKET SIZE, BY TYPE, 2018–2025 (USD MILLION)
                    TABLE 239 PROFESSIONAL SERVICES: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 240 CONSULTING MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 241 SUPPORT AND MAINTENANCE MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 242 DEPLOYMENT AND INTEGRATION MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 243 BIG DATA MARKET SIZE, BY DEPLOYMENT MODE, 2018–2025 (USD MILLION)
                    TABLE 244 ON-PREMISES: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 245 CLOUD: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 246 CLOUD: BIG DATA MARKET SIZE, BY TYPE, 2018–2025 (USD MILLION)
                    TABLE 247 PUBLIC CLOUD: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 248 PRIVATE CLOUD: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 249 HYBRID CLOUD: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 250 BIG DATA MARKET SIZE, BY ORGANIZATION SIZE, 2018–2025 (USD MILLION)
                    TABLE 251 LARGE ENTERPRISES: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 252 SMALL AND MEDIUM-SIZED ENTERPRISES: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 253 BIG DATA MARKET SIZE, BY BUSINESS FUNCTION, 2018–2025 (USD MILLION)
                    TABLE 254 MARKETING AND SALES: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 255 OPERATIONS: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 256 FINANCE: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 257 HUMAN RESOURCES: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 258 BIG DATA MARKET SIZE, BY INDUSTRY VERTICAL, 2018–2025 (USD MILLION)
                    TABLE 259 BANKING, FINANCIAL SERVICES, AND INSURANCE: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 260 GOVERNMENT AND DEFENSE: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 261 HEALTHCARE AND LIFE SCIENCES: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 262 MANUFACTURING: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 263 RETAIL AND CONSUMER GOODS: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 264 MEDIA AND ENTERTAINMENT: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 265 TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 266 TRANSPORTATION AND LOGISTICS: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 267 OTHERS: BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 268 BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
                    TABLE 269 NORTH AMERICA: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 270 NORTH AMERICA: BIG DATA MARKET SIZE, BY SOLUTION, 2018–2025 (USD MILLION)
                    TABLE 271 NORTH AMERICA: BIG DATA MARKET SIZE, BY SERVICE, 2018–2025 (USD MILLION)
                    TABLE 272 NORTH AMERICA: BIG DATA MARKET SIZE, BY PROFESSIONAL SERVICE, 2018–2025 (USD MILLION)
                    TABLE 273 NORTH AMERICA: BIG DATA MARKET SIZE, BY DEPLOYMENT MODE,   2018–2025 (USD MILLION)
                    TABLE 274 NORTH AMERICA: BIG DATA MARKET SIZE, BY CLOUD TYPE, 2018–2025 (USD MILLION)
                    TABLE 275 NORTH AMERICA: BIG DATA MARKET SIZE, BY ORGANIZATION SIZE, 2018–2025 (USD MILLION)
                    TABLE 276 NORTH AMERICA: BIG DATA MARKET SIZE, BY BUSINESS FUNCTION, 2018–2025 (USD MILLION)
                    TABLE 277 NORTH AMERICA: BIG DATA MARKET SIZE, BY INDUSTRY VERTICAL, 2018–2025 (USD MILLION)
                    TABLE 278 NORTH AMERICA: BIG DATA MARKET SIZE, BY COUNTRY, 2018–2025 (USD MILLION)
                    TABLE 279 UNITED STATES: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 280 UNITED STATES: BIG DATA MARKET SIZE, BY ORGANIZATION SIZE, 2018–2025 (USD MILLION)
                    TABLE 281 CANADA: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 282 CANADA: BIG DATA MARKET SIZE, BY ORGANIZATION SIZE, 2018–2025 (USD MILLION)
                    TABLE 283 EUROPE: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 284 EUROPE: BIG DATA MARKET SIZE, BY SOLUTION, 2018–2025 (USD MILLION)
                    TABLE 285 EUROPE: BIG DATA MARKET SIZE, BY SERVICE, 2018–2025 (USD MILLION)
                    TABLE 286 EUROPE: BIG DATA MARKET SIZE, BY PROFESSIONAL SERVICE, 2018–2025 (USD MILLION)
                    TABLE 287 EUROPE: BIG DATA MARKET SIZE, BY DEPLOYMENT MODE, 2018–2025 (USD MILLION)
                    TABLE 288 EUROPE: BIG DATA MARKET SIZE, BY CLOUD TYPE, 2018–2025 (USD MILLION)
                    TABLE 289 EUROPE: BIG DATA MARKET SIZE, BY ORGANIZATION SIZE, 2018–2025 (USD MILLION)
                    TABLE 290 EUROPE: BIG DATA MARKET SIZE, BY BUSINESS FUNCTION, 2018–2025 (USD MILLION)
                    TABLE 291 EUROPE: BIG DATA MARKET SIZE, BY INDUSTRY VERTICAL, 2018–2025 (USD MILLION)
                    TABLE 292 EUROPE: BIG DATA MARKET SIZE, BY COUNTRY, 2018–2025 (USD MILLION)
                    TABLE 293 UNITED KINGDOM: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 294 GERMANY: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 295 FRANCE: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 296 REST OF EUROPE: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 297 ASIA PACIFIC: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 298 ASIA PACIFIC: BIG DATA MARKET SIZE, BY SOLUTION, 2018–2025 (USD MILLION)
                    TABLE 299 ASIA PACIFIC: BIG DATA MARKET SIZE, BY SERVICE, 2018–2025 (USD MILLION)
                    TABLE 300 ASIA PACIFIC: BIG DATA MARKET SIZE, BY PROFESSIONAL SERVICE, 2018–2025 (USD MILLION)
                    TABLE 301 ASIA PACIFIC: BIG DATA MARKET SIZE, BY DEPLOYMENT MODE, 2018–2025 (USD MILLION)
                    TABLE 302 ASIA PACIFIC: BIG DATA MARKET SIZE, BY CLOUD TYPE, 2018–2025 (USD MILLION)
                    TABLE 303 ASIA PACIFIC: BIG DATA MARKET SIZE, BY ORGANIZATION SIZE, 2018–2025 (USD MILLION)
                    TABLE 304 ASIA PACIFIC: BIG DATA MARKET SIZE, BY BUSINESS FUNCTION, 2018–2025 (USD MILLION)
                    TABLE 305 ASIA PACIFIC: BIG DATA MARKET SIZE, BY INDUSTRY VERTICAL, 2018–2025 (USD MILLION)
                    TABLE 306 ASIA PACIFIC: BIG DATA MARKET SIZE, BY COUNTRY, 2018–2025 (USD MILLION)
                    TABLE 307 CHINA: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 308 JAPAN: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 309 INDIA: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 310 REST OF ASIA PACIFIC: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 311 MIDDLE EAST AND AFRICA: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 312 MIDDLE EAST AND AFRICA: BIG DATA MARKET SIZE, BY SOLUTION, 2018–2025 (USD MILLION)
                    TABLE 313 MIDDLE EAST AND AFRICA: BIG DATA MARKET SIZE, BY SERVICE, 2018–2025 (USD MILLION)
                    TABLE 314 MIDDLE EAST AND AFRICA: BIG DATA MARKET SIZE, BY PROFESSIONAL SERVICE, 2018–2025 (USD MILLION)
                    TABLE 315 MIDDLE EAST AND AFRICA: BIG DATA MARKET SIZE, BY DEPLOYMENT MODE, 2018–2025 (USD MILLION)
                    TABLE 316 MIDDLE EAST AND AFRICA: BIG DATA MARKET SIZE, BY CLOUD TYPE, 2018–2025 (USD MILLION)
                    TABLE 317 MIDDLE EAST AND AFRICA: BIG DATA MARKET SIZE, BY ORGANIZATION SIZE, 2018–2025 (USD MILLION)
                    TABLE 318 MIDDLE EAST AND AFRICA: BIG DATA MARKET SIZE, BY BUSINESS FUNCTION, 2018–2025 (USD MILLION)
                    TABLE 319 MIDDLE EAST AND AFRICA: BIG DATA MARKET SIZE, BY INDUSTRY VERTICAL, 2018–2025 (USD MILLION)
                    TABLE 320 MIDDLE EAST AND AFRICA: BIG DATA MARKET SIZE, BY COUNTRY, 2018–2025 (USD MILLION)
                    TABLE 321 KINGDOM OF SAUDI ARABIA: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 322 UNITED ARAB EMIRATES: BIG DATA MARKET SIZE, BY COMPONENT,   2018–2025 (USD MILLION)
                    TABLE 323 SOUTH AFRICA: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 324 REST OF MIDDLE EAST AND AFRICA: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 325 LATIN AMERICA: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 326 LATIN AMERICA: BIG DATA MARKET SIZE, BY SOLUTION, 2018–2025 (USD MILLION)
                    TABLE 327 LATIN AMERICA: BIG DATA MARKET SIZE, BY SERVICE, 2018–2025 (USD MILLION)
                    TABLE 328 LATIN AMERICA: BIG DATA MARKET SIZE, BY PROFESSIONAL SERVICE, 2018–2025 (USD MILLION)
                    TABLE 329 LATIN AMERICA: BIG DATA MARKET SIZE, BY DEPLOYMENT MODE, 2018–2025 (USD MILLION)
                    TABLE 330 LATIN AMERICA: BIG DATA MARKET SIZE, BY CLOUD TYPE, 2018–2025 (USD MILLION)
                    TABLE 331 LATIN AMERICA: BIG DATA MARKET SIZE, BY ORGANIZATION SIZE, 2018–2025 (USD MILLION)
                    TABLE 332 LATIN AMERICA: BIG DATA MARKET SIZE, BY BUSINESS FUNCTION, 2018–2025 (USD MILLION)
                    TABLE 333 LATIN AMERICA: BIG DATA MARKET SIZE, BY INDUSTRY VERTICAL, 2018–2025 (USD MILLION)
                    TABLE 334 LATIN AMERICA: BIG DATA MARKET SIZE, BY COUNTRY, 2018–2025 (USD MILLION)
                    TABLE 335 BRAZIL: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 336 MEXICO: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
                    TABLE 337 REST OF LATIN AMERICA: BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
             15.1.2 STREAM ANALYTICS MARKET
                    TABLE 338 STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 339 STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION)
                    TABLE 340 SOFTWARE: STREAMING ANALYTICS MARKET SIZE, BY REGION,   2014–2019 (USD MILLION)
                    TABLE 341 SOFTWARE: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 342 SERVICES: STREAMING ANALYTICS MARKET SIZE, BY TYPE, 2014–2019 (USD MILLION)
                    TABLE 343 SERVICES: STREAMING ANALYTICS MARKET SIZE, BY TYPE, 2020–2025 (USD MILLION)
                    TABLE 344 SERVICES: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 345 SERVICES: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 346 PROFESSIONAL SERVICES: STREAMING ANALYTICS MARKET SIZE, BY TYPE, 2014–2019 (USD MILLION)
                    TABLE 347 PROFESSIONAL SERVICES: STREAMING ANALYTICS MARKET SIZE, BY TYPE, 2020–2025 (USD MILLION)
                    TABLE 348 PROFESSIONAL SERVICES: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 349 PROFESSIONAL SERVICES: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 350 DEPLOYMENT AND INTEGRATION MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 351 DEPLOYMENT AND INTEGRATION MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 352 SUPPORT AND MAINTENANCE MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 353 SUPPORT AND MAINTENANCE MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 354 MANAGED SERVICES MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 355 MANAGED SERVICES MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 356 STREAMING ANALYTICS MARKET SIZE, BY APPLICATION, 2014–2019 (USD MILLION)
                    TABLE 357 STREAMING ANALYTICS MARKET SIZE, BY APPLICATION, 2020–2025 (USD MILLION)
                    TABLE 358 FRAUD DETECTION: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 359 FRAUD DETECTION: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 360 SALES AND MARKETING: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 361 SALES AND MARKETING: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 362 PREDICTIVE ASSET MANAGEMENT: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 363 PREDICTIVE ASSET MANAGEMENT: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 364 RISK MANAGEMENT: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 365 RISK MANAGEMENT: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 366 NETWORK MANAGEMENT AND OPTIMIZATION: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 367 NETWORK MANAGEMENT AND OPTIMIZATION: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 368 LOCATION INTELLIGENCE: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 369 LOCATION INTELLIGENCE: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 370 SUPPLY CHAIN MANAGEMENT: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 371 SUPPLY CHAIN MANAGEMENT: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 372 OTHERS: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 373 OTHERS: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 374 STREAMING ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION)
                    TABLE 375 STREAMING ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2020–2025 (USD MILLION)
                    TABLE 376 LARGE ENTERPRISES: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 377 LARGE ENTERPRISES: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 378 SMALL AND MEDIUM-SIZED ENTERPRISES: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 379 SMALL AND MEDIUM-SIZED ENTERPRISES: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 380 STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 381 STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 382 CLOUD: STREAMING ANALYTICS MARKET SIZE, BY TYPE, 2014–2019 (USD MILLION)
                    TABLE 383 CLOUD: STREAMING ANALYTICS MARKET SIZE, BY TYPE, 2020–2025 (USD MILLION)
                    TABLE 384 CLOUD: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 385 CLOUD: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 386 PUBLIC CLOUD: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 387 PUBLIC CLOUD: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 388 PRIVATE CLOUD: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 389 PRIVATE CLOUD: STREAMING ANALYTICS MARKET SIZE, BY REGION,   2020–2025 (USD MILLION)
                    TABLE 390 HYBRID CLOUD: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 391 HYBRID CLOUD: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 392 ON-PREMISES: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 393 ON-PREMISES: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 394 STREAMING ANALYTICS MARKET SIZE, BY INDUSTRY VERTICAL, 2014–2019 (USD MILLION)
                    TABLE 395 STREAMING ANALYTICS MARKET SIZE, BY INDUSTRY VERTICAL, 2020–2025 (USD MILLION)
                    TABLE 396 BANKING, FINANCIAL SERVICES, AND INSURANCE: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 397 BANKING, FINANCIAL SERVICES, AND INSURANCE: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 398 TELECOMMUNICATIONS AND IT: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 399 TELECOMMUNICATIONS AND IT: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 400 RETAIL AND ECOMMERCE: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 401 RETAIL AND ECOMMERCE: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 402 HEALTHCARE AND LIFE SCIENCES: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 403 HEALTHCARE AND LIFE SCIENCES: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 404 MANUFACTURING: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 405 MANUFACTURING: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 406 GOVERNMENT: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 407 GOVERNMENT: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 408 ENERGY AND UTILITIES: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 409 ENERGY AND UTILITIES: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 410 TRANSPORTATION AND LOGISTICS: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 411 TRANSPORTATION AND LOGISTICS: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 412 MEDIA AND ENTERTAINMENT: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 413 MEDIA AND ENTERTAINMENT: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 414 OTHERS: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 415 OTHERS: STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 416 STREAMING ANALYTICS MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)
                    TABLE 417 STREAMING ANALYTICS MARKET SIZE, BY REGION, 2020–2025 (USD MILLION)
                    TABLE 418 NORTH AMERICA: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 419 NORTH AMERICA: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION)
                    TABLE 420 NORTH AMERICA: STREAMING ANALYTICS MARKET SIZE, BY SERVICE, 2014–2019 (USD MILLION)
                    TABLE 421 NORTH AMERICA: STREAMING ANALYTICS MARKET SIZE, BY SERVICE, 2020–2025 (USD MILLION)
                    TABLE 422 NORTH AMERICA: STREAMING ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2014–2019 (USD MILLION)
                    TABLE 423 NORTH AMERICA: STREAMING ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2020–2025 (USD MILLION)
                    TABLE 424 NORTH AMERICA: STREAMING ANALYTICS MARKET SIZE, BY APPLICATION, 2014–2019 (USD MILLION)
                    TABLE 425 NORTH AMERICA: STREAMING ANALYTICS MARKET SIZE, BY APPLICATION, 2020–2025 (USD MILLION)
                    TABLE 426 NORTH AMERICA: STREAMING ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION)
                    TABLE 427 NORTH AMERICA: STREAMING ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2020–2025 (USD MILLION)
                    TABLE 428 NORTH AMERICA: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 429 NORTH AMERICA: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 430 NORTH AMERICA: STREAMING ANALYTICS MARKET SIZE, BY CLOUD TYPE, 2014–2019 (USD MILLION)
                    TABLE 431 NORTH AMERICA: STREAMING ANALYTICS MARKET SIZE, BY CLOUD TYPE, 2020–2025 (USD MILLION)
                    TABLE 432 NORTH AMERICA: STREAMING ANALYTICS MARKET SIZE, BY INDUSTRY VERTICAL, 2014–2019 (USD MILLION)
                    TABLE 433 NORTH AMERICA: STREAMING ANALYTICS MARKET SIZE, BY INDUSTRY VERTICAL, 2020–2025 (USD MILLION)
                    TABLE 434 NORTH AMERICA: STREAMING ANALYTICS MARKET SIZE, BY COUNTRY, 2014–2019 (USD MILLION)
                    TABLE 435 NORTH AMERICA: STREAMING ANALYTICS MARKET SIZE, BY COUNTRY, 2020–2025 (USD MILLION)
                    TABLE 436 UNITED STATES: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 437 UNITED STATES: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION)
                    TABLE 438 UNITED STATES: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 439 UNITED STATES: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 440 CANADA: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 441 CANADA: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION)
                    TABLE 442 CANADA: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 443 CANADA: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 444 EUROPE: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 445 EUROPE: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION)
                    TABLE 446 EUROPE: STREAMING ANALYTICS MARKET SIZE, BY SERVICE, 2014–2019 (USD MILLION)
                    TABLE 447 EUROPE: STREAMING ANALYTICS MARKET SIZE, BY SERVICE, 2020–2025 (USD MILLION)
                    TABLE 448 EUROPE: STREAMING ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2014–2019 (USD MILLION)
                    TABLE 449 EUROPE: STREAMING ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2020–2025 (USD MILLION)
                    TABLE 450 EUROPE: STREAMING ANALYTICS MARKET SIZE, BY APPLICATION, 2014–2019 (USD MILLION)
                    TABLE 451 EUROPE: STREAMING ANALYTICS MARKET SIZE, BY APPLICATION, 2020–2025 (USD MILLION)
                    TABLE 452 EUROPE: STREAMING ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION)
                    TABLE 453 EUROPE: STREAMING ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2020–2025 (USD MILLION)
                    TABLE 454 EUROPE: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 455 EUROPE: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 456 EUROPE: STREAMING ANALYTICS MARKET SIZE, BY CLOUD TYPE,   2014–2019 (USD MILLION)
                    TABLE 457 EUROPE: STREAMING ANALYTICS MARKET SIZE, BY CLOUD TYPE, 2020–2025 (USD MILLION)
                    TABLE 458 EUROPE: STREAMING ANALYTICS MARKET SIZE, BY INDUSTRY VERTICAL, 2014–2019 (USD MILLION)
                    TABLE 459 EUROPE: STREAMING ANALYTICS MARKET SIZE, BY INDUSTRY VERTICAL, 2020–2025 (USD MILLION)
                    TABLE 460 EUROPE: STREAMING ANALYTICS MARKET SIZE, BY COUNTRY, 2014–2019 (USD MILLION)
                    TABLE 461 EUROPE: STREAMING ANALYTICS MARKET SIZE, BY COUNTRY, 2020–2025 (USD MILLION)
                    TABLE 462 UNITED KINGDOM: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 463 UNITED KINGDOM: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION)
                    TABLE 464 UNITED KINGDOM: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 465 UNITED KINGDOM: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 466 GERMANY: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 467 GERMANY: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION)
                    TABLE 468 GERMANY: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 469 GERMANY: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 470 FRANCE: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 471 FRANCE: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT,   2020–2025 (USD MILLION)
                    TABLE 472 FRANCE: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 473 FRANCE: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 474 SPAIN: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 475 SPAIN: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT,   2020–2025 (USD MILLION)
                    TABLE 476 SPAIN: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 477 SPAIN: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 478 REST OF EUROPE: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 479 REST OF EUROPE: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION)
                    TABLE 480 REST OF EUROPE: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 481 REST OF EUROPE: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 482 ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 483 ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION)
                    TABLE 484 ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY SERVICE,   2014–2019 (USD MILLION)
                    TABLE 485 ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY SERVICE, 2020–2025 (USD MILLION)
                    TABLE 486 ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2014–2019 (USD MILLION)
                    TABLE 487 ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2020–2025 (USD MILLION)
                    TABLE 488 ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY APPLICATION, 2014–2019 (USD MILLION)
                    TABLE 489 ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY APPLICATION, 2020–2025 (USD MILLION)
                    TABLE 490 ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION)
                    TABLE 491 ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2020–2025 (USD MILLION)
                    TABLE 492 ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 493 ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 494 ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY CLOUD TYPE, 2014–2019 (USD MILLION)
                    TABLE 495 ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY CLOUD TYPE, 2020–2025 (USD MILLION)
                    TABLE 496 ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY INDUSTRY VERTICAL, 2014–2019 (USD MILLION)
                    TABLE 497 ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY INDUSTRY VERTICAL, 2020–2025 (USD MILLION)
                    TABLE 498 ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY COUNTRY, 2014–2019 (USD MILLION)
                    TABLE 499 ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY COUNTRY, 2020–2025 (USD MILLION)
                    TABLE 500 CHINA: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 501 CHINA: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION)
                    TABLE 502 CHINA: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 503 CHINA: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 504 INDIA: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 505 INDIA: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION)
                    TABLE 506 INDIA: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 507 INDIA: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 508 SINGAPORE: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 509 SINGAPORE: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION)
                    TABLE 510 SINGAPORE: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 511 SINGAPORE: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 512 JAPAN: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 513 JAPAN: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION)
                    TABLE 514 JAPAN: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 515 JAPAN: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 516 REST OF ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 517 REST OF ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION)
                    TABLE 518 REST OF ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 519 REST OF ASIA PACIFIC: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 520 MIDDLE EAST AND AFRICA: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 521 MIDDLE EAST AND AFRICA: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION)
                    TABLE 522 MIDDLE EAST AND AFRICA: STREAMING ANALYTICS MARKET SIZE, BY SERVICE, 2014–2019 (USD MILLION)
                    TABLE 523 MIDDLE EAST AND AFRICA: STREAMING ANALYTICS MARKET SIZE, BY SERVICE, 2020–2025 (USD MILLION)
                    TABLE 524 MIDDLE EAST AND AFRICA: STREAMING ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2014–2019 (USD MILLION)
                    TABLE 525 MIDDLE EAST AND AFRICA: STREAMING ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2020–2025 (USD MILLION)
                    TABLE 526 MIDDLE EAST AND AFRICA: STREAMING ANALYTICS MARKET SIZE, BY APPLICATION, 2014–2019 (USD MILLION)
                    TABLE 527 MIDDLE EAST AND AFRICA: STREAMING ANALYTICS MARKET SIZE, BY APPLICATION, 2020–2025 (USD MILLION)
                    TABLE 528 MIDDLE EAST AND AFRICA: STREAMING ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION)
                    TABLE 529 MIDDLE EAST AND AFRICA: STREAMING ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2020–2025 (USD MILLION)
                    TABLE 530 MIDDLE EAST AND AFRICA: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 531 MIDDLE EAST AND AFRICA: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 532 MIDDLE EAST AND AFRICA: STREAMING ANALYTICS MARKET SIZE, BY CLOUD TYPE, 2014–2019 (USD MILLION)
                    TABLE 533 MIDDLE EAST AND AFRICA: STREAMING ANALYTICS MARKET SIZE, BY CLOUD TYPE, 2020–2025 (USD MILLION)
                    TABLE 534 MIDDLE EAST AND AFRICA: STREAMING ANALYTICS MARKET SIZE, BY INDUSTRY VERTICAL, 2014–2019 (USD MILLION)
                    TABLE 535 MIDDLE EAST AND AFRICA: STREAMING ANALYTICS MARKET SIZE, BY INDUSTRY VERTICAL, 2020–2025 (USD MILLION)
                    TABLE 536 MIDDLE EAST AND AFRICA: STREAMING ANALYTICS MARKET SIZE, BY COUNTRY, 2014–2019 (USD MILLION)
                    TABLE 537 MIDDLE EAST AND AFRICA: STREAMING ANALYTICS MARKET SIZE, BY COUNTRY, 2020–2025 (USD MILLION)
                    TABLE 538 MIDDLE EAST: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 539 MIDDLE EAST: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION)
                    TABLE 540 MIDDLE EAST: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 541 MIDDLE EAST: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 542 AFRICA: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 543 AFRICA: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION)
                    TABLE 544 AFRICA: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 545 AFRICA: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 546 LATIN AMERICA: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 547 LATIN AMERICA: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION)
                    TABLE 548 LATIN AMERICA: STREAMING ANALYTICS MARKET SIZE, BY SERVICE, 2014–2019 (USD MILLION)
                    TABLE 549 LATIN AMERICA: STREAMING ANALYTICS MARKET SIZE, BY SERVICE,   2020–2025 (USD MILLION)
                    TABLE 550 LATIN AMERICA: STREAMING ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2014–2019 (USD MILLION)
                    TABLE 551 LATIN AMERICA: STREAMING ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2020–2025 (USD MILLION)
                    TABLE 552 LATIN AMERICA: STREAMING ANALYTICS MARKET SIZE, BY APPLICATION, 2014–2019 (USD MILLION)
                    TABLE 553 LATIN AMERICA: STREAMING ANALYTICS MARKET SIZE, BY APPLICATION, 2020–2025 (USD MILLION)
                    TABLE 554 LATIN AMERICA: STREAMING ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION)
                    TABLE 555 LATIN AMERICA: STREAMING ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2020–2025 (USD MILLION)
                    TABLE 556 LATIN AMERICA: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 557 LATIN AMERICA: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 558 LATIN AMERICA: STREAMING ANALYTICS MARKET SIZE, BY CLOUD TYPE, 2014–2019 (USD MILLION)
                    TABLE 559 LATIN AMERICA: STREAMING ANALYTICS MARKET SIZE, BY CLOUD TYPE, 2020–2025 (USD MILLION)
                    TABLE 560 LATIN AMERICA: STREAMING ANALYTICS MARKET SIZE, BY INDUSTRY VERTICAL, 2014–2019 (USD MILLION)
                    TABLE 561 LATIN AMERICA: STREAMING ANALYTICS MARKET SIZE, BY INDUSTRY VERTICAL, 2020–2025 (USD MILLION)
                    TABLE 562 LATIN AMERICA: STREAMING ANALYTICS MARKET SIZE, BY COUNTRY, 2014–2019 (USD MILLION)
                    TABLE 563 LATIN AMERICA: STREAMING ANALYTICS MARKET SIZE, BY COUNTRY, 2020–2025 (USD MILLION)
                    TABLE 564 BRAZIL: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 565 BRAZIL: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION)
                    TABLE 566 BRAZIL: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 567 BRAZIL: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
                    TABLE 568 MEXICO: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)
                    TABLE 569 MEXICO: STREAMING ANALYTICS MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION)
                    TABLE 570 MEXICO: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)
                    TABLE 571 MEXICO: STREAMING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION)
     15.2 DISCUSSION GUIDE
     15.3 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
     15.4 AVAILABLE CUSTOMIZATIONS
     15.5 RELATED REPORTS
     15.6 AUTHOR DETAILS

This comprehensive research study on the IMC market involved the use of extensive secondary sources, directories, as well as several journals and magazines, such as European Journal of Information Systems, International Journal of Data Science and Analytics, and IMC magazines to identify and collect relevant information. The primary sources were mainly industry experts from the core and related industries, preferred IMC solution providers, third-party service providers, consulting service providers, end users, and other commercial enterprises. In-depth interviews were conducted with various primary respondents, including key industry participants and subject matter experts, to obtain and verify critical qualitative and quantitative information, as well as assess the prospects.

Secondary Research

The market size of companies globally offering IMC solutions and services was arrived at based on the secondary data available through paid and unpaid sources. It was also arrived at by analyzing the product portfolios of major companies and rating companies based on their performance and quality.

In the secondary research process, various sources were referred to for identifying and collecting information for this study. The secondary sources included annual reports, press releases, and investor presentations of companies; white papers, journals, and certified publications; and articles from recognized authors, directories, and databases. The data was also collected from secondary sources such as IMC conferences and related magazines. The overall spending in IMC solutions by various countries was extracted from reliable sources. Secondary research was mainly used to obtain key information about the industry’s value chain and supply chain. This helped identify the key players by solution, service, market classifications, and segmentation based on their offerings; industry trends related to solutions, applications, verticals, and regions; and key developments from both market- and technology-oriented perspectives.

Primary Research

In the primary research process, various primary sources from both supply and demand sides were interviewed to obtain qualitative and quantitative information on the market. The primary sources from the supply side included various industry experts, such as Chief Experience Officers (CXOs), Vice Presidents (VPs), directors from business development, marketing, product development/innovation teams, and related key executives from speech analytics solution vendors, SIs, professional service providers, industry associations, and key opinion leaders.

Primary interviews were conducted to gather insights such as market statistics, data of revenue collected from the solutions and services, market breakups, market size estimations, market forecasting, and data triangulation. Primary research also helped in understanding the various trends related to technology, application, deployment, and region. Stakeholders from the demand side, such as Chief Information Officers (CIOs), Chief Technology Officers (CTOs), and Chief Strategy Officers (CSOs), and installation teams of the governments/end users utilizing speech analytics solutions were interviewed. This helped to understand the buyers’ perspective on the suppliers, products, and service providers. It also revealed their current usage of IMC solutions and services, and its effect on the overall IMC market. The following is the breakup of the primary respondents’ profiles:

In-Memory Computing Market Size, and Share

To know about the assumptions considered for the study, download the pdf brochure

Market Size Estimation

For making market estimates and forecasting the IMC market and the other dependent submarkets, the top-down and bottom-up approaches were used. The bottom-up procedure was used to arrive at the overall market size of the global IMC market using the revenues and offerings of the key companies in the market. The research methodology used to estimate the market size includes the following:

The key players in the market were identified through extensive secondary research.
The market size, in terms of value, was determined through primary and secondary research processes.
All percentage shares, splits, and breakups were determined using secondary sources and verified through primary sources.

Data Triangulation

With data triangulation and validation through primary interviews, the exact value of the overall parent market size was determined and confirmed using this study. The overall market size was then used in the top-down procedure to estimate the size of other individual markets via percentage splits of the market segmentation.

Report Objectives

To define, describe, and forecast the in-memory computing (IMC) market by component, solution, service, application, deployment mode, organization size, vertical, and region
To provide detailed information about major factors (drivers, restraints, opportunities, and industry-specific challenges) influencing the market growth
To analyze opportunities in the market and provide details of the competitive landscape for stakeholders and market leaders
To forecast the market size of segments with respect to five main regions: North America, Europe, Asia Pacific (APAC), Middle East and Africa (MEA), and Latin America
To profile key players and comprehensively analyze their market rankings and core competencies
To analyze competitive developments, such as Mergers and Acquisitions (M&A), new product developments, and R&D activities, in the market
To analyze the impact of the COVID-19 pandemic on the in-memory computing market.

COVID-19 Impact

COVID-19 would have an impact on all the elements of the technology sector. The global ICT spending is estimated to decline by 4%–5% by the end of 2020. The hardware business is predicted to have the most impact in the IT industry. Due to the slowdown of hardware supply and reduced manufacturing capacity, IT infrastructure growth has slowed down. Businesses providing solutions and services are also expected to slow down for a short span of time. However, the adoption of collaborative applications, analytics, security solutions, and AI is set to increase in the remaining part of the year.

Available Customizations

With the given market data, MarketsandMarkets offers customizations as per the company’s specific requirements. The following customization options are available for the report:

Product Analysis

Product matrix provides detailed product information and comparisons

Geographic Analysis

Further breakup of the North American IMC market
Further breakup of the European IMC market
Further breakup of the APAC IMC market
Further breakup of the MEA IMC market
Further breakup of the Latin America IMC market

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In-Memory Computing Market

In-Memory Computing Market by Component (Solutions & Services), Solution (IMDB (OLTP & OLAP), IMDG, and Data Stream Processing), Service, Application (Risk Management & Fraud Detection, Predictive Analysis), Vertical, and Region - Global Forecast to 2025

In-Memory Computing (IMC) Market - Size, Share & Growth Report

In-Memory Computing Market Growth Dynamics

Driver: Exponential growth of big data to improve machine-driven decision-making

Restraint: Lack of skilled workforce and complexity involved in data extraction

Opportunity: Emergence of AI and ML based technologies to gain real-time actionable customer insights

Challenge: Incompetence to develop BI applications

By solution, the IMDB solutions segment is expected to account for the higher market share during the forecast period

By application, the risk management and fraud detection segment to record the higher CAGR during the forecast period

North America to account for the largest market size during the forecast period

Key Market Players

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Scope of the Report