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全球人工智慧資料管理市場：按產品（平台、軟體工具、服務）、按資料類型、按技術（ML、NLP、電腦視覺、上下文感知）、按應用（流程自動化、資料增強）、按行業、按地區單獨 - 預測至 2028 年
市場調查報告書
商品編碼
1415817

全球人工智慧資料管理市場：按產品（平台、軟體工具、服務）、按資料類型、按技術（ML、NLP、電腦視覺、上下文感知）、按應用（流程自動化、資料增強）、按行業、按地區單獨 - 預測至 2028 年

AI Data Management Market by Offering (Platform, Software tools, and Services), Data Type, Technology (ML, NLP, Computer Vision, Context Awareness), Application (Process Automation, Data Augmentation), Vertical and Region - Global Forecast to 2028
出版日期: | 出版商: MarketsandMarkets | 英文 424 Pages | 訂單完成後即時交付

價格
簡介目錄
調查範圍
調查年份 2017-2028
基準年 2022年
預測期 2023-2028
考慮單位 美元（十億美元）
按細分市場 按產品、按資料類型、按技術、按應用、按行業、按地區
目標區域 北美、歐洲、亞太地區、中東/非洲、拉丁美洲

2023年，全球人工智慧資料管理市場規模將達251億美元，預計2028年將達到702億美元，預測期內複合年成長率為22.8%。

雲端運算的出現和普及重新定義了組織儲存、處理和存取資料的方式。雲端技術提供了一個可擴展、靈活的基礎，使企業能夠有效管理不斷成長的資料，而不受傳統本地基礎設施的限制。向雲端基礎的平台的轉變在推動人工智慧資料管理解決方案的需求方面發揮關鍵作用。雲端環境提供了適應動態業務需求所需的敏捷性，使企業能夠無縫擴展其資料管理能力。專為雲端設計的人工智慧主導的資料管理工具本質上是擴充性的，使企業能夠有效地處理不同的資料集和不斷成長的工作負載。隨著資料的數量和種類持續呈指數級成長，這種擴充性尤其重要。

人工智慧資料管理平台是一個綜合的生態系統，利用人工智慧技術促進資料的收集、儲存、處理、分析和利用。這些平台整合了各種工具、演算法和功能，使組織能夠有效管理資料並獲得可行的見解。它們通常包括用於資料攝取、清理和轉換的元件，以及人工智慧主導的分析和視覺化工具，可幫助從複雜的資料集集中提取有價值的模式和趨勢。

文字資料的人工智慧資料管理涉及利用人工智慧技術對非結構化文字資訊進行結構化組織、分析和利用。由於文字資料的非結構化性質、格式的多樣性和語言的細微差別，文字資料帶來了獨特的挑戰。基於人工智慧的自然語言處理 (NLP) 和文字分析在該領域至關重要，使系統能夠理解、分類、提取見解並從大量文本中獲取含義。情緒分析、命名實體識別、主題建模和語言翻譯等技術使您能夠從文字資料中提取有價值的資訊、情緒趨勢和上下文理解。人工智慧主導的文字資料管理可應用於客戶回饋分析、內容分類、文件摘要、聊天機器人、資訊搜尋系統等，幫助組織利用豐富的非結構化文字資訊做出資訊的決策。使用者體驗的方式。

該報告研究了全球人工智慧資料管理市場，包括按產品、資料類型、技術、應用、行業、地區和參與市場的公司概況分類的趨勢。

目錄

第1章簡介

第2章調查方法

第3章執行摘要

第 4 章重要考察

第5章市場概況及產業趨勢

  • 介紹
  • 市場動態
  • 人工智慧資料管理市場：架構
  • 人工智慧資料管理市場：演變
  • 供應鏈分析
  • 生態系/市場地圖
  • 案例研究分析
  • 關稅和監管狀況
  • 專利分析
  • AI資料管理軟體的貿易分析
  • 技術分析
  • 價格分析
  • 波特五力分析
  • 影響客戶業務的趨勢/干擾
  • 2023年至2025年重大會議及活動
  • 主要相關人員和採購標準
  • AI資料管理市場的技術藍圖
  • AI資料管理市場的最佳實踐
  • AI資料管理市場經營模式

第6章人工智慧資料管理市場，依產品分類

  • 介紹
  • 按類型
    • 平台
    • 軟體工具
    • 服務
  • 依部署方式
    • 雲
    • 本地

第7章人工智慧資料管理市場，依資料類型

  • 介紹
  • 音訊資料
  • 音訊資料
  • 影像資料
  • 文字資料
  • 視訊資料

第8章人工智慧資料管理市場（按技術）

  • 介紹
  • 機器學習
  • 自然語言處理
  • 電腦視覺
  • 情境意識

第9章人工智慧資料管理市場（按應用）

  • 介紹
  • 流程自動化
  • 資料檢驗和降噪
  • 資料增強
  • 探索性資料分析
  • 插補和預測建模
  • 資料匿名化和壓縮
  • 其他

第 10 章人工智慧資料管理市場（按行業）

  • 介紹
  • 銀行、金融服務和保險
  • 零售與電子商務
  • 電訊
  • 醫療保健和生命科學
  • 製造業
  • 資訊科技與資訊科技服務
  • 政府和國防
  • 媒體和娛樂
  • 能源和公共
  • 其他

第11章人工智慧資料管理市場（按地區）

  • 介紹
  • 北美洲
  • 歐洲
  • 亞太地區
  • 中東/非洲
  • 拉丁美洲

第12章競爭形勢

  • 概述
  • 主要參與企業的策略/秘密
  • 收益分析
  • 市場佔有率分析
  • 品牌/產品比較分析
  • 企業評價矩陣
  • Start-Ups/中小企業評估矩陣，2022 年
  • 競爭格局及趨勢
  • 關鍵供應商評估和財務指標
  • 主要供應商年初至今的價格總收益和 5 年股票貝塔值

第13章 公司簡介

  • 介紹
  • 主要參與企業
    • MICROSOFT
    • IBM
    • AWS
    • GOOGLE
    • ORACLE
    • SALESFORCE
    • SAP
    • SAS INSTITUTE
    • HPE
    • SNOWFLAKE
    • TERADATA
    • INFORMATICA
    • DATABRICKS
    • TIBCO SOFTWARE
    • QLIK
    • COLLIBRA
    • DATAIKU
    • ALTERYX
    • DATAMATICS BUSINESS SOLUTIONS
    • ACCENTURE
  • Start-Ups/小型企業
    • ATACCAMA CORPORATION
    • RELTIO
    • TAMR
    • THOUGHTSPOT
    • ATSCALE
    • ALATION
    • CLARIFAI
    • DDN STORAGE
    • DATALOOP AI
    • ASTERA SOFTWARE

第14章鄰近及相關市場

第15章附錄

簡介目錄
Product Code: TC 8905

Report Description

Scope of the Report
Years Considered for the Study2017-2028
Base Year2022
Forecast Period2023-2028
Units ConsideredUSD (Billion)
SegmentsBy Offering by Type Offering by Deployment mode, Data Type, Technology, Application, Vertical, and Region.
Regions coveredNorth America, Europe, Asia Pacific, Middle East & Africa, and Latin America

The global AI data management market is valued at USD 25.1 billion in 2023 and is estimated to reach USD 70.2 billion by 2028, registering a CAGR of 22.8% during the forecast period. The advent and widespread adoption of cloud computing have redefined the way organizations store, process, and access data. Cloud technologies provide a scalable and flexible foundation, enabling businesses to efficiently manage their ever-growing volumes of data without the constraints of traditional on-premises infrastructure. The shift towards cloud-based platforms is instrumental in driving the demand for AI data management solutions. Cloud environments offer the agility required to adapt to dynamic business needs, allowing organizations to scale their data management capabilities seamlessly. AI-driven data management tools designed for the cloud are inherently more scalable, enabling businesses to handle diverse datasets and increasing workloads effectively. This scalability is particularly crucial as the sheer volume and variety of data continue to expand exponentially.

"By offering, the platform segment is projected to hold the largest market size during the forecast period."

Platforms in AI data management serve as comprehensive ecosystems that facilitate the collection, storage, processing, analysis, and utilization of data using artificial intelligence technologies. These platforms integrate various tools, algorithms, and functionalities that enable organizations to manage their data efficiently and derive actionable insights. They often feature components for data ingestion, cleansing, and transformation, along with AI-driven analytics and visualization tools that help in extracting valuable patterns and trends from complex datasets.

"By data type, Text Data segment is registered to grow at the highest CAGR during the forecast period."

AI data management for text data involves the structured organization, analysis, and utilization of unstructured textual information using artificial intelligence techniques. Text data presents unique challenges due to its unstructured nature, varying formats, and nuances in language. AI-based natural language processing (NLP) and text analytics are pivotal in this domain, allowing systems to comprehend, categorize, extract insights, and derive meaning from vast volumes of text. Techniques like sentiment analysis, named entity recognition, topic modeling, and language translation enable the extraction of valuable information, sentiment trends, and contextual understanding from text data. AI-driven text data management finds applications in customer feedback analysis, content categorization, document summarization, chatbots, and information retrieval systems, revolutionizing how organizations harness the wealth of unstructured textual information to make informed decisions and enhance user experiences.

"Asia Pacific is projected to witness the highest CAGR during the forecast period."

Asia Pacific region has witnessed remarkable growth and evolution in AI data management. With a surge in technological advancements, increased digitalization, and a burgeoning tech ecosystem, countries within the APAC region have been actively embracing AI-driven data management solutions. Countries like China, India, Japan, South Korea, and Singapore have emerged as key players in advancing AI technologies for data management. China, for instance, has heavily invested in AI research and development, fostering innovation in data-driven technologies. India, known for its IT expertise, has been rapidly adopting AI in various sectors, especially in data-intensive industries like finance, healthcare, and e-commerce. Japan and South Korea have been focusing on leveraging AI for precision manufacturing and robotics, while Singapore has been actively promoting itself as a hub for AI development and deployment in the region. The diverse economies and industries across the APAC region have driven a growing demand for AI data management solutions.

Breakdown of primaries

In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the AI data management market.

  • By Company: Tier I: 35%, Tier II: 45%, and Tier III: 20%
  • By Designation: C-Level Executives: 35%, Directors: 25%, and Others: 40%
  • By Region: North America: 45%, Europe: 20%, Asia Pacific: 30%, RoW: 5%

Major vendors offering AI data management platform, software/tools and services across the globe are Microsoft (US), AWS (US), IBM (US), Google (US), Oracle (US), Salesforce (US), SAP (Germany), SAS Institute (US), HPE (US), Snowflake (US), Teradata (US), Informatica (US), Databricks (US), TIBCO Software (US), Qlik (US), Collibra (US), Dataiku (US), Alteryx (US), Datamatics Business Solutions (US), Accenture (Ireland), Ataccama (Canada), Reltio (US), Tamr (US), ThoughtSpot (US), AtScale (US), Alation (US), Clarifai (US), DDN Storage (US), Dataloop AI (US) Astera Software (US).

Research Coverage

The market study covers AI data management across segments. It aims at estimating the market size and the growth potential across different segments, such as offering by type, offering by deployment mode, data type, application, technology, vertical, and region. It includes an in-depth competitive analysis of the key players in the market, along with their company profiles, key observations related to product and business offerings, recent developments, and key market strategies.

Key Benefits of Buying the Report

The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall market for AI data management and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.

The report provides insights on the following pointers:

  • Analysis of key drivers (AI-powered data fabric solutions and automated integration fueling market expansion, the evolution in cloud technology to drive the AI Data Management market growth, Rapid advancements in AI and ML to propel the adoption of transformative data management solutions), restraints (Issues related to data availability and quality and susceptibility to bias and inaccuracies), opportunities (Automated data cleaning to revolutionize data preparation for better insights, enhanced predictive analytics to empower businesses to anticipate future trends, personalized and adaptive systems to emerge as a significant opportunity in the market), and challenges (Training AI on large and diverse datasets to enhance data quality poses market challenges, acquiring skilled AI experts in data management to challenge the market, limitations in bridging the educational gap for a skilled workforce) influencing the growth of the AI data management market
  • Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the AI data management market.
  • Market Development: Comprehensive information about lucrative markets - the report analyses the AI data management market across varied regions.
  • Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in AI data management market strategies; the report also helps stakeholders understand the pulse of the AI data management market and provides them with information on key market drivers, restraints, challenges, and opportunities.
  • Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players such as Microsoft (US), IBM (US), AWS (US), Google (US), Oracle (US) among others in the AI data management market.

TABLE OF CONTENTS

1 INTRODUCTION

  • 1.1 STUDY OBJECTIVES
  • 1.2 MARKET DEFINITION
  • 1.3 MARKET SCOPE
    • 1.3.1 MARKET SEGMENTATION
    • 1.3.2 INCLUSIONS AND EXCLUSIONS
    • 1.3.3 REGIONS COVERED
  • 1.4 YEARS CONSIDERED
  • 1.5 CURRENCY CONSIDERED
  • 1.6 STAKEHOLDERS

2 RESEARCH METHODOLOGY

  • 2.1 RESEARCH DATA
    • FIGURE 1 AI DATA MANAGEMENT MARKET: RESEARCH DESIGN
    • 2.1.1 SECONDARY DATA
    • 2.1.2 PRIMARY DATA
    • TABLE 1 AI DATA MANAGEMENT MARKET: PRIMARY INTERVIEWS
      • 2.1.2.1 Breakup of primary profiles
      • 2.1.2.2 Key insights from industry experts
  • 2.2 DATA TRIANGULATION AND MARKET BREAKUP
    • FIGURE 2 AI DATA MANAGEMENT MARKET: DATA TRIANGULATION
  • 2.3 MARKET SIZE ESTIMATION
    • FIGURE 3 AI DATA MANAGEMENT MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
    • 2.3.1 TOP-DOWN APPROACH
    • 2.3.2 BOTTOM-UP APPROACH
    • FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY SIDE): REVENUE FROM AI DATA MANAGEMENT/SERVICES
    • FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM ALL AI DATA MANAGEMENT/SERVICE COMPANIES
    • FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY SIDE): REVENUES OF TOP PLAYERS AND SOURCES OF DATA
    • FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND SIDE): SHARE OF OVERALL AI DATA MANAGEMENT SPENDING
  • 2.4 MARKET FORECAST
    • TABLE 2 FACTOR ANALYSIS
  • 2.5 ASSUMPTIONS
  • 2.6 LIMITATIONS
  • 2.7 IMPACT OF RECESSION
    • TABLE 3 IMPACT OF RECESSION ON GLOBAL AI DATA MANAGEMENT MARKET

3 EXECUTIVE SUMMARY

    • TABLE 4 AI DATA MANAGEMENT MARKET SIZE AND GROWTH RATE, 2017-2022 (USD MILLION, Y-O-Y)
    • TABLE 5 AI DATA MANAGEMENT MARKET SIZE AND GROWTH RATE, 2023-2028 (USD MILLION, Y-O-Y)
    • FIGURE 8 PLATFORM SEGMENT TO HOLD LARGEST MARKET DURING FORECAST PERIOD
    • FIGURE 9 DATA WAREHOUSING SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
    • FIGURE 10 CLOUD DEPLOYMENT MODE TO ACCOUNT FOR LARGER MARKET SHARE DURING FORECAST PERIOD
    • FIGURE 11 DATA INTEGRATION & ETL SOFTWARE TOOLS SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
    • FIGURE 12 CONSULTING SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
    • FIGURE 13 IMAGE DATA SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
    • FIGURE 14 MACHINE LEARNING TECHNOLOGY SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
    • FIGURE 15 PROCESS AUTOMATION SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
    • FIGURE 16 BFSI VERTICAL TO ACCOUNT FOR LARGEST MARKET SHARE DURING FORECAST PERIOD
    • FIGURE 17 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD

4 PREMIUM INSIGHTS

  • 4.1 ATTRACTIVE OPPORTUNITIES FOR KEY PLAYERS IN AI DATA MANAGEMENT MARKET
    • FIGURE 18 EXPONENTIAL GROWTH OF DIVERSE AND VOLUMINOUS DATASETS TO FUEL ACCURATE MODEL TRAINING AND ENHANCE ALGORITHMIC PERFORMANCE
  • 4.2 AI DATA MANAGEMENT MARKET, BY APPLICATION
    • FIGURE 19 PROCESS AUTOMATION SEGMENT TO HOLD LARGEST MARKET SHARE DURING FORECAST PERIOD
  • 4.3 AI DATA MANAGEMENT MARKET, BY OFFERING & KEY VERTICAL
    • FIGURE 20 PLATFORM SEGMENT AND BFSI VERTICAL TO ACCOUNT FOR LARGEST SHARES IN 2023
  • 4.4 AI DATA MANAGEMENT MARKET, BY REGION
    • FIGURE 21 NORTH AMERICA TO ACCOUNT FOR LARGEST SHARE IN 2023

5 MARKET OVERVIEW AND INDUSTRY TRENDS

  • 5.1 INTRODUCTION
  • 5.2 MARKET DYNAMICS
    • FIGURE 22 AI DATA MANAGEMENT MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
    • 5.2.1 DRIVERS
      • 5.2.1.1 Adoption of AI-powered data fabric solutions and automated integration
      • 5.2.1.2 Emergence and widespread adoption of cloud computing and evolution in cloud technology
      • 5.2.1.3 Rapid advancements in AI and ML and adoption of transformative data management solutions
    • 5.2.2 RESTRAINTS
      • 5.2.2.1 Scarcity of relevant, comprehensive, and high-quality data
      • 5.2.2.2 Susceptibility to biases and inaccuracies
    • 5.2.3 OPPORTUNITIES
      • 5.2.3.1 Automated data cleaning to revolutionize data preparation for better insights
      • 5.2.3.2 Enhanced predictive analytics to empower businesses to anticipate future trends
      • 5.2.3.3 Rise of personalized and adaptive systems
    • 5.2.4 CHALLENGES
      • 5.2.4.1 Acquiring and curating large datasets leading to need for substantial resources
      • 5.2.4.2 Lack of professional knowledge and scarcity of skilled AI experts
      • 5.2.4.3 Limited access to specialized education and training programs tailored to AI data management
  • 5.3 AI DATA MANAGEMENT MARKET: ARCHITECTURE
    • FIGURE 23 ARCHITECTURE OF AI DATA MANAGEMENT SOLUTIONS
  • 5.4 AI DATA MANAGEMENT MARKET: EVOLUTION
    • FIGURE 24 EVOLUTION OF AI DATA MANAGEMENT SOLUTIONS
  • 5.5 SUPPLY CHAIN ANALYSIS
    • FIGURE 25 AI DATA MANAGEMENT MARKET: SUPPLY CHAIN ANALYSIS
  • 5.6 ECOSYSTEM/MARKET MAP
    • FIGURE 26 KEY PLAYERS IN AI DATA MANAGEMENT MARKET ECOSYSTEM
    • TABLE 6 AI DATA MANAGEMENT MARKET: ECOSYSTEM
    • 5.6.1 PLATFORM PROVIDERS
    • 5.6.2 SOFTWARE PROVIDERS
    • 5.6.3 SERVICE PROVIDERS
    • 5.6.4 REGULATORY BODIES
  • 5.7 CASE STUDY ANALYSIS
    • 5.7.1 CASE STUDY 1: TAMR'S HEALTHCARE PROVIDERS DATA PRODUCT UNIFIED VAST DATA SOURCES AND CREATED RELIABLE RECORDS FOR P360
    • 5.7.2 CASE STUDY 2: ALATION EMPOWERED AUSTRALIAN ENERGY COMPANY'S DIGITAL TRANSFORMATION THROUGH DATA GOVERNANCE AND CURATED INSIGHTS
    • 5.7.3 CASE STUDY 3: VIACOM18 DEPLOYED AZURE DATABRICKS TO ACCELERATE VIEWER PERSONALIZATION, BOOST PRODUCTIVITY, AND ENHANCE INSIGHTS
    • 5.7.4 CASE STUDY 4: CNP ASSURANCES DEPLOYED INFORMATICA MDM TO FACILITATE REAL-TIME AND BATCH-PROCESSING UPDATES TO MANAGE EVOLVING RISK PROFILES EFFECTIVELY
    • 5.7.5 CASE STUDY 5: COGNIWARE ADOPTED ARGOS PLATFORM INTEGRATED WITH IBM WATSONX.DATA TO STREAMLINE DATA COLLECTION PROCESS AND EMPOWER USERS TO VISUALIZE CONNECTIONS
  • 5.8 TARIFF AND REGULATORY LANDSCAPE
    • TABLE 7 TARIFF RELATED TO AI DATA MANAGEMENT SOFTWARE AS A SERVICE SOLUTIONS
    • 5.8.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 8 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 9 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 10 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 11 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 12 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • 5.8.2 NORTH AMERICA
      • 5.8.2.1 US
      • 5.8.2.2 Canada
    • 5.8.3 EUROPE
    • 5.8.4 ASIA PACIFIC
      • 5.8.4.1 South Korea
      • 5.8.4.2 China
      • 5.8.4.3 India
    • 5.8.5 MIDDLE EAST & AFRICA
      • 5.8.5.1 UAE
      • 5.8.5.2 KSA
      • 5.8.5.3 Bahrain
    • 5.8.6 LATIN AMERICA
      • 5.8.6.1 Brazil
      • 5.8.6.2 Mexico
  • 5.9 PATENT ANALYSIS
    • 5.9.1 METHODOLOGY
    • 5.9.2 PATENTS FILED, BY DOCUMENT TYPE
    • TABLE 13 PATENTS FILED, 2013-2023
    • 5.9.3 INNOVATION AND PATENT APPLICATIONS
    • FIGURE 27 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2013-2023
      • 5.9.3.1 Top 10 applicants in AI data management market
    • FIGURE 28 TOP APPLICANTS IN AI DATA MANAGEMENT MARKET, 2013-2023
    • FIGURE 29 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013-2023
    • TABLE 14 TOP 20 PATENT OWNERS IN AI DATA MANAGEMENT MARKET, 2013-2023
    • TABLE 15 LIST OF PATENTS GRANTED IN AI DATA MANAGEMENT MARKET, 2023
  • 5.10 TRADE ANALYSIS FOR AI DATA MANAGEMENT SOFTWARE
    • 5.10.1 IMPORT SCENARIO OF COMPUTER SOFTWARE
    • FIGURE 30 COMPUTER SOFTWARE IMPORTS, BY KEY COUNTRY, 2015-2022 (USD BILLION)
    • 5.10.2 EXPORT SCENARIO OF COMPUTER SOFTWARE
    • FIGURE 31 COMPUTER SOFTWARE EXPORTS, BY KEY COUNTRY, 2015-2022 (USD BILLION)
  • 5.11 TECHNOLOGY ANALYSIS
    • 5.11.1 AI DATA MANAGEMENT MARKET: TECHNOLOGY ANALYSIS
      • 5.11.1.1 Key Technologies
        • 5.11.1.1.1 ML
        • 5.11.1.1.2 NLP
        • 5.11.1.1.3 Computer Vision
        • 5.11.1.1.4 Edge AI
      • 5.11.1.2 Complementary Technologies
        • 5.11.1.2.1 Big Data
        • 5.11.1.2.2 Cloud Computing
        • 5.11.1.2.3 5G
        • 5.11.1.2.4 Predictive Analytics
      • 5.11.1.3 Adjacent Technologies
        • 5.11.1.3.1 IoT
        • 5.11.1.3.2 Edge Computing
        • 5.11.1.3.3 Blockchain
        • 5.11.1.3.4 Digital Twins
  • 5.12 PRICING ANALYSIS
    • 5.12.1 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, TOP 3 SOFTWARE TOOLS
    • FIGURE 32 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, TOP 3 SOFTWARE TOOLS
    • 5.12.2 INDICATIVE PRICING ANALYSIS OF AI DATA MANAGEMENT, BY OFFERING
    • TABLE 16 INDICATIVE PRICING LEVELS OF AI DATA MANAGEMENT SOLUTIONS, BY OFFERING
  • 5.13 PORTER'S FIVE FORCES ANALYSIS
    • FIGURE 33 AI DATA MANAGEMENT MARKET: PORTER'S FIVE FORCES ANALYSIS
    • TABLE 17 IMPACT OF PORTER'S FIVE FORCES ON AI DATA MANAGEMENT MARKET
    • 5.13.1 THREAT OF NEW ENTRANTS
    • 5.13.2 THREAT OF SUBSTITUTES
    • 5.13.3 BARGAINING POWER OF SUPPLIERS
    • 5.13.4 BARGAINING POWER OF BUYERS
    • 5.13.5 INTENSITY OF COMPETITIVE RIVALRY
  • 5.14 TRENDS/DISRUPTIONS IMPACTING CUSTOMER'S BUSINESS
    • FIGURE 34 REVENUE SHIFT FOR AI DATA MANAGEMENT MARKET
  • 5.15 KEY CONFERENCES & EVENTS, 2023-2025
    • TABLE 18 AI DATA MANAGEMENT MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2023-2025
  • 5.16 KEY STAKEHOLDERS & BUYING CRITERIA
    • 5.16.1 KEY STAKEHOLDERS IN BUYING PROCESS
    • FIGURE 35 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS
    • TABLE 19 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS
    • 5.16.2 BUYING CRITERIA
    • FIGURE 36 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
    • TABLE 20 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
  • 5.17 TECHNOLOGY ROADMAP OF AI DATA MANAGEMENT MARKET
    • TABLE 21 SHORT-TERM ROADMAP, 2023-2025
    • TABLE 22 MID-TERM ROADMAP, 2026-2028
    • TABLE 23 LONG-TERM ROADMAP, 2029-2030
  • 5.18 BEST PRACTICES IN AI DATA MANAGEMENT MARKET
  • 5.19 BUSINESS MODELS OF AI DATA MANAGEMENT MARKET
    • 5.19.1 DATA AS A SERVICE (DAAS)
    • 5.19.2 AI-POWERED ANALYTICS AND INSIGHTS
    • 5.19.3 DATA GOVERNANCE AND COMPLIANCE SOLUTIONS
    • 5.19.4 PERSONALIZATION AND RECOMMENDATION ENGINES
    • 5.19.5 AI INFRASTRUCTURE AND TOOLING

6 AI DATA MANAGEMENT MARKET, BY OFFERING

  • 6.1 INTRODUCTION
    • 6.1.1 OFFERING: AI DATA MANAGEMENT MARKET DRIVERS
    • FIGURE 37 SERVICES SEGMENT TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD
    • TABLE 24 AI DATA MANAGEMENT MARKET, BY OFFERING, 2017-2022 (USD MILLION)
    • TABLE 25 AI DATA MANAGEMENT MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • 6.2 OFFERING, BY TYPE
    • 6.2.1 PLATFORM
      • 6.2.1.1 AI data management platforms to provide end-to-end solutions that streamline data handling across AI lifecycle
    • FIGURE 38 DATA WAREHOUSING SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
    • TABLE 26 AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017-2022 (USD MILLION)
    • TABLE 27 AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023-2028 (USD MILLION)
    • TABLE 28 PLATFORM: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 29 PLATFORM: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 6.2.1.2 Data collection & ingestion
      • 6.2.1.3 Data preparation & processing
      • 6.2.1.4 Data warehousing
      • 6.2.1.5 Data analytics
      • 6.2.1.6 Data governance
      • 6.2.1.7 Data quality management
      • 6.2.1.8 Data lifecycle management
      • 6.2.1.9 Other platforms
    • 6.2.2 SOFTWARE TOOLS
      • 6.2.2.1 AI data management software tools to streamline data handling and analysis within AI ecosystems
    • FIGURE 39 DATA INTEGRATION & ETL SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
    • TABLE 30 AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017-2022 (USD MILLION)
    • TABLE 31 AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023-2028 (USD MILLION)
    • TABLE 32 SOFTWARE TOOLS: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 33 SOFTWARE TOOLS: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 6.2.2.2 Data integration & ETL
      • 6.2.2.3 Data visualization & reporting
      • 6.2.2.4 Data modeling
      • 6.2.2.5 Data security & privacy
      • 6.2.2.6 Data labeling & annotation
      • 6.2.2.7 Data cleaning & normalization
      • 6.2.2.8 Data versioning
    • 6.2.3 SERVICES
      • 6.2.3.1 Need for expertise in data governance, data quality, and AI-driven analytics to drive demand for AI data management services
    • FIGURE 40 CONSULTING SERVICES SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
    • TABLE 34 AI DATA MANAGEMENT MARKET, BY SERVICE, 2017-2022 (USD MILLION)
    • TABLE 35 AI DATA MANAGEMENT MARKET, BY SERVICE, 2023-2028 (USD MILLION)
      • 6.2.3.2 Consulting
      • 6.2.3.3 System integration & implementation
      • 6.2.3.4 Support & maintenance
      • 6.2.3.5 Data migration
      • 6.2.3.6 AI change management & adoption
      • 6.2.3.7 AI platform administration
  • 6.3 OFFERING, BY DEPLOYMENT MODE
    • FIGURE 41 CLOUD DEPLOYMENT MODE TO WITNESS HIGHER CAGR DURING FORECAST PERIOD
    • TABLE 36 AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017-2022 (USD MILLION)
    • TABLE 37 AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION)
    • 6.3.1 CLOUD
      • 6.3.1.1 Scalability and accessibility of cloud-based AI data management solutions to fuel its demand
    • TABLE 38 CLOUD: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 39 CLOUD: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 6.3.2 ON-PREMISES
      • 6.3.2.1 Stringent data governance and security requirements to propel demand for on-premises AI data management solutions
    • TABLE 40 ON-PREMISES: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 41 ON-PREMISES: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)

7 AI DATA MANAGEMENT MARKET, BY DATA TYPE

  • 7.1 INTRODUCTION
    • 7.1.1 DATA TYPE: AI DATA MANAGEMENT MARKET DRIVERS
    • FIGURE 42 TEXT DATA SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
    • TABLE 42 AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017-2022 (USD MILLION)
    • TABLE 43 AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023-2028 (USD MILLION)
  • 7.2 AUDIO DATA
    • 7.2.1 RISING ADOPTION OF VOICE-ENABLED DEVICES AND PERSONALIZED AUDIO EXPERIENCES TO PROPEL MARKET
    • TABLE 44 AUDIO DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 45 AUDIO DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 7.3 SPEECH & VOICE DATA
    • 7.3.1 RISE OF VOICE-CONTROLLED DEVICES AND DEMAND FOR SEAMLESS SPEECH RECOGNITION TECHNOLOGIES TO DRIVE MARKET
    • TABLE 46 SPEECH & VOICE DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 47 SPEECH & VOICE DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 7.4 IMAGE DATA
    • 7.4.1 NEED FOR IMAGE RECOGNITION TECHNOLOGIES ACROSS INDUSTRIES TO BOOST DEMAND FOR AI DATA MANAGEMENT FOR IMAGE DATA
    • TABLE 48 IMAGE DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 49 IMAGE DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 7.5 TEXT DATA
    • 7.5.1 REQUIREMENT FOR SENTIMENT ANALYSIS AND LANGUAGE PROCESSING TECHNOLOGIES TO DRIVE MARKET
    • TABLE 50 TEXT DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 51 TEXT DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 7.6 VIDEO DATA
    • 7.6.1 NEED FOR VIDEO ANALYTICS IN VARIOUS VERTICALS TO FUEL GROWTH OF AI DATA MANAGEMENT FOR VIDEO DATA
    • TABLE 52 VIDEO DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 53 VIDEO DATA: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)

8 AI DATA MANAGEMENT MARKET, BY TECHNOLOGY

  • 8.1 INTRODUCTION
    • 8.1.1 TECHNOLOGY: AI DATA MANAGEMENT MARKET DRIVERS
    • FIGURE 43 MACHINE LEARNING TECHNOLOGY SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
    • TABLE 54 AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
    • TABLE 55 AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
  • 8.2 MACHINE LEARNING
    • 8.2.1 NEED FOR ACCURATE AND PREDICTIVE MACHINE LEARNING MODELS TO FUEL DEMAND FOR ROBUST AI DATA MANAGEMENT
    • TABLE 56 MACHINE LEARNING: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 57 MACHINE LEARNING: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 8.2.2 DEEP LEARNING
      • 8.2.2.1 CNNs
      • 8.2.2.2 RNNs
      • 8.2.2.3 Generative AI
  • 8.3 NATURAL LANGUAGE PROCESSING
    • 8.3.1 INCREASING DEMAND FOR ADVANCED LANGUAGE UNDERSTANDING AND COMMUNICATION CAPABILITIES TO DRIVE MARKET
    • TABLE 58 NATURAL LANGUAGE PROCESSING: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 59 NATURAL LANGUAGE PROCESSING: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 8.4 COMPUTER VISION
    • 8.4.1 GROWING NEED FOR ACCURATE IMAGE AND VIDEO ANALYSIS ACROSS INDUSTRIES TO PROPEL DEMAND FOR COMPUTER VISION TECHNOLOGY
    • TABLE 60 COMPUTER VISION: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 61 COMPUTER VISION: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 8.5 CONTEXT AWARENESS
    • 8.5.1 CONTEXT AWARENESS IN AI DATA MANAGEMENT TO DELIVER TAILORED EXPERIENCES, OPTIMIZE DECISION-MAKING, AND PERSONALIZE INTERACTIONS
    • TABLE 62 CONTEXT AWARENESS: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 63 CONTEXT AWARENESS: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)

9 AI DATA MANAGEMENT MARKET, BY APPLICATION

  • 9.1 INTRODUCTION
    • 9.1.1 APPLICATION: AI DATA MANAGEMENT MARKET DRIVERS
    • FIGURE 44 IMPUTATION PREDICTIVE MODELING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
    • TABLE 64 AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017-2022 (USD MILLION)
    • TABLE 65 AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
  • 9.2 PROCESS AUTOMATION
    • 9.2.1 INCREASED OPERATIONAL EFFICIENCY AND REDUCED MANUAL INTERVENTION TO FUEL DEMAND FOR PROCESS AUTOMATION
    • TABLE 66 PROCESS AUTOMATION: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 67 PROCESS AUTOMATION: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 9.3 DATA VALIDATION & NOISE REDUCTION
    • 9.3.1 NEED TO ENSURE DATA ACCURACY AND RELIABILITY AND REDUCE UNWANTED DISTORTIONS TO PROPEL MARKET
    • TABLE 68 DATA VALIDATION & NOISE REDUCTION: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 69 DATA VALIDATION & NOISE REDUCTION: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 9.4 DATA AUGMENTATION
    • 9.4.1 NEED TO ENHANCE MODEL GENERALIZATION AND PERFORMANCE BY ARTIFICIALLY EXPANDING DATASETS TO DRIVE MARKET
    • TABLE 70 DATA AUGMENTATION: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 71 DATA AUGMENTATION: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 9.5 EXPLORATORY DATA ANALYSIS
    • 9.5.1 NECESSITY OF UNCOVERING VALUABLE INSIGHTS, UNDERSTANDING DATA DISTRIBUTIONS, AND PREPARING DATA FOR SUBSEQUENT MODELING OR ANALYSIS TO DRIVE MARKET
    • TABLE 72 EXPLORATORY DATA ANALYSIS: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 73 EXPLORATORY DATA ANALYSIS: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 9.6 IMPUTATION & PREDICTIVE MODELING
    • 9.6.1 NEED TO HANDLE MISSING DATA EFFECTIVELY AND GENERATE ACCURATE PREDICTIONS TO PROPEL MARKET
    • TABLE 74 IMPUTATION & PREDICTIVE MODELING: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 75 IMPUTATION & PREDICTIVE MODELING: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 9.7 DATA ANONYMIZATION & COMPRESSION
    • 9.7.1 NEED TO ENSURE PRIVACY, REDUCE STORAGE REQUIREMENTS, AND OPTIMIZE DATA PROCESSING TO DRIVE MARKET
    • TABLE 76 DATA ANONYMIZATION & COMPRESSION: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 77 DATA ANONYMIZATION & COMPRESSION: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 9.8 OTHER APPLICATIONS
    • TABLE 78 OTHER APPLICATIONS: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 79 OTHER APPLICATIONS: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)

10 AI DATA MANAGEMENT MARKET, BY VERTICAL

  • 10.1 INTRODUCTION
    • 10.1.1 VERTICAL: AI DATA MANAGEMENT MARKET DRIVERS
    • FIGURE 45 BFSI VERTICAL TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
    • TABLE 80 AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
    • TABLE 81 AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
  • 10.2 BANKING, FINANCIAL SERVICES, AND INSURANCE
    • TABLE 82 BFSI: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 83 BFSI: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.2.1 FRAUD DETECTION
    • 10.2.2 CUSTOMER CHURN PREDICTION
    • 10.2.3 CREDIT RISK ASSESSMENT
    • 10.2.4 ANTI-MONEY LAUNDERING (AML) COMPLIANCE
    • 10.2.5 OTHER BFSI APPLICATION TYPES
  • 10.3 RETAIL & ECOMMERCE
    • TABLE 84 RETAIL & ECOMMERCE: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 85 RETAIL & ECOMMERCE: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.3.1 PERSONALIZED PRODUCT RECOMMENDATION
    • 10.3.2 INVENTORY MANAGEMENT
    • 10.3.3 DYNAMIC PRICING
    • 10.3.4 CUSTOMER SENTIMENT ANALYSIS
    • 10.3.5 OTHER RETAIL & ECOMMERCE APPLICATION TYPES
  • 10.4 TELECOMMUNICATIONS
    • TABLE 86 TELECOMMUNICATIONS: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 87 TELECOMMUNICATIONS: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.4.1 NETWORK PERFORMANCE OPTIMIZATION
    • 10.4.2 NETWORK SECURITY
    • 10.4.3 QUALITY OF SERVICE MONITORING
    • 10.4.4 CUSTOMER SUPPORT CHATBOTS
    • 10.4.5 OTHER TELECOMMUNICATIONS APPLICATION TYPES
  • 10.5 HEALTHCARE & LIFE SCIENCES
    • TABLE 88 HEALTHCARE & LIFE SCIENCES: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 89 HEALTHCARE & LIFE SCIENCES: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.5.1 DISEASE DIAGNOSIS
    • 10.5.2 DRUG DISCOVERY
    • 10.5.3 PATIENT MONITORING
    • 10.5.4 CLINICAL TRAILS OPTIMIZATION
    • 10.5.5 OTHER HEALTHCARE & LIFE SCIENCES APPLICATION TYPES
  • 10.6 MANUFACTURING
    • TABLE 90 MANUFACTURING: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 91 MANUFACTURING: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.6.1 QUALITY CONTROL
    • 10.6.2 ROBOTIC PROCESS AUTOMATION
    • 10.6.3 DEMAND FORECASTING
    • 10.6.4 PRODUCTION OPTIMIZATION
    • 10.6.5 OTHER MANUFACTURING APPLICATION TYPES
  • 10.7 IT & ITES
    • TABLE 92 IT & ITES: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 93 IT & ITES: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.7.1 IT SERVICE MANAGEMENT
    • 10.7.2 PREDICTIVE MAINTENANCE
    • 10.7.3 CAPACITY PLANNING
    • 10.7.4 DATA BACKUP RECOVERY
    • 10.7.5 OTHER IT & ITES APPLICATION TYPES
  • 10.8 GOVERNMENT & DEFENSE
    • TABLE 94 GOVERNMENT & DEFENSE: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 95 GOVERNMENT & DEFENSE: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.8.1 NATURAL DISASTER RESPONSE
    • 10.8.2 PREDICTIVE POLICING
    • 10.8.3 BORDER CONTROL & IMMIGRATION
    • 10.8.4 PUBLIC HEALTH MONITORING
    • 10.8.5 OTHER GOVERNMENT & DEFENSE APPLICATION TYPES
  • 10.9 MEDIA & ENTERTAINMENT
    • TABLE 96 MEDIA & ENTERTAINMENT: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 97 MEDIA & ENTERTAINMENT: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.9.1 CONTENT RECOMMENDATION
    • 10.9.2 CONTENT CREATION
    • 10.9.3 AUDIENCE ENGAGEMENT ANALYSIS
    • 10.9.4 REAL-TIME STREAMING OPTIMIZATION
    • 10.9.5 OTHER MEDIA & ENTERTAINMENT APPLICATION TYPES
  • 10.10 ENERGY & UTILITIES
    • TABLE 98 ENERGY & UTILITIES: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 99 ENERGY & UTILITIES: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.10.1 GRID MANAGEMENT
    • 10.10.2 ENERGY CONSUMPTION ANALYSIS
    • 10.10.3 RENEWABLE ENERGY FORECASTING
    • 10.10.4 ENVIRONMENTAL IMPACT ASSESSMENT
    • 10.10.5 OTHER ENERGY & UTILITIES APPLICATION TYPES
  • 10.11 OTHER VERTICALS
    • TABLE 100 OTHER VERTICALS: AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 101 OTHER VERTICALS: AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)

11 AI DATA MANAGEMENT MARKET, BY REGION

  • 11.1 INTRODUCTION
    • FIGURE 46 SOUTH AFRICA TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD
    • FIGURE 47 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
    • TABLE 102 AI DATA MANAGEMENT MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 103 AI DATA MANAGEMENT MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 11.2 NORTH AMERICA
    • 11.2.1 NORTH AMERICA: AI DATA MANAGEMENT MARKET DRIVERS
    • 11.2.2 NORTH AMERICA: RECESSION IMPACT ANALYSIS
    • FIGURE 48 NORTH AMERICA: MARKET SNAPSHOT
    • TABLE 104 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2017-2022 (USD MILLION)
    • TABLE 105 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • TABLE 106 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2017-2022 (USD MILLION)
    • TABLE 107 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 108 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017-2022 (USD MILLION)
    • TABLE 109 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023-2028 (USD MILLION)
    • TABLE 110 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017-2022 (USD MILLION)
    • TABLE 111 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023-2028 (USD MILLION)
    • TABLE 112 NORTH AMERICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017-2022 (USD MILLION)
    • TABLE 113 NORTH AMERICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION)
    • TABLE 114 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2017-2022 (USD MILLION)
    • TABLE 115 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 116 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017-2022 (USD MILLION)
    • TABLE 117 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023-2028 (USD MILLION)
    • TABLE 118 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
    • TABLE 119 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
    • TABLE 120 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017-2022 (USD MILLION)
    • TABLE 121 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 122 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
    • TABLE 123 NORTH AMERICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
    • 11.2.3 US
      • 11.2.3.1 Robust innovation ecosystem, collaborative efforts, and government initiatives to drive market
    • 11.2.4 CANADA
      • 11.2.4.1 Demand for tech infrastructure, skilled workforce, well-established ecosystems, and National AI Strategy to propel market
  • 11.3 EUROPE
    • 11.3.1 EUROPE: AI DATA MANAGEMENT MARKET DRIVERS
    • 11.3.2 EUROPE: RECESSION IMPACT ANALYSIS
    • TABLE 124 EUROPE: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2017-2022 (USD MILLION)
    • TABLE 125 EUROPE: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • TABLE 126 EUROPE: AI DATA MANAGEMENT MARKET, BY OFFERING, 2017-2022 (USD MILLION)
    • TABLE 127 EUROPE: AI DATA MANAGEMENT MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 128 EUROPE: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017-2022 (USD MILLION)
    • TABLE 129 EUROPE: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023-2028 (USD MILLION)
    • TABLE 130 EUROPE: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017-2022 (USD MILLION)
    • TABLE 131 EUROPE: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023-2028 (USD MILLION)
    • TABLE 132 EUROPE: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017-2022 (USD MILLION)
    • TABLE 133 EUROPE: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION)
    • TABLE 134 EUROPE: AI DATA MANAGEMENT MARKET, BY SERVICE, 2017-2022 (USD MILLION)
    • TABLE 135 EUROPE: AI DATA MANAGEMENT MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 136 EUROPE: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017-2022 (USD MILLION)
    • TABLE 137 EUROPE: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023-2028 (USD MILLION)
    • TABLE 138 EUROPE: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
    • TABLE 139 EUROPE: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
    • TABLE 140 EUROPE: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017-2022 (USD MILLION)
    • TABLE 141 EUROPE: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 142 EUROPE: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
    • TABLE 143 EUROPE: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
    • 11.3.3 UK
      • 11.3.3.1 Need for diverse and talented workforce, thriving ecosystem, and strategic initiatives taken by government to drive market
    • 11.3.4 GERMANY
      • 11.3.4.1 Rising focus on AI research and implementation and skilled labor force to propel market
    • 11.3.5 FRANCE
      • 11.3.5.1 Strategic focus on open-source AI initiatives to transform AI data management market
    • 11.3.6 SPAIN
      • 11.3.6.1 Spanish government's active support and initiatives to accelerate growth of AI to boost demand for AI data management market
    • 11.3.7 ITALY
      • 11.3.7.1 Well-established technology industry and strategic government initiatives to fuel demand for AI data management solutions
    • 11.3.8 REST OF EUROPE
  • 11.4 ASIA PACIFIC
    • 11.4.1 ASIA PACIFIC: AI DATA MANAGEMENT MARKET DRIVERS
    • 11.4.2 ASIA PACIFIC: RECESSION IMPACT ANALYSIS
    • FIGURE 49 ASIA PACIFIC: MARKET SNAPSHOT
    • TABLE 144 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY COUNTRY/REGION, 2017-2022 (USD MILLION)
    • TABLE 145 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY COUNTRY/REGION, 2023-2028 (USD MILLION)
    • TABLE 146 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY OFFERING, 2017-2022 (USD MILLION)
    • TABLE 147 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 148 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017-2022 (USD MILLION)
    • TABLE 149 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023-2028 (USD MILLION)
    • TABLE 150 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017-2022 (USD MILLION)
    • TABLE 151 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023-2028 (USD MILLION)
    • TABLE 152 ASIA PACIFIC: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017-2022 (USD MILLION)
    • TABLE 153 ASIA PACIFIC: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION)
    • TABLE 154 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY SERVICE, 2017-2022 (USD MILLION)
    • TABLE 155 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 156 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017-2022 (USD MILLION)
    • TABLE 157 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023-2028 (USD MILLION)
    • TABLE 158 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
    • TABLE 159 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
    • TABLE 160 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017-2022 (USD MILLION)
    • TABLE 161 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 162 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
    • TABLE 163 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
    • TABLE 164 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2017-2022 (USD MILLION)
    • TABLE 165 ASIA PACIFIC: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • 11.4.3 CHINA
      • 11.4.3.1 Substantial investments in AI research and development and rising government initiatives for R&D to drive market
    • 11.4.4 JAPAN
      • 11.4.4.1 AI-driven healthcare industry and strategic government support to fuel demand for AI data management solutions
    • 11.4.5 INDIA
      • 11.4.5.1 Increasing investment in AI-driven R&D and establishment of National Program on AI to propel market
    • 11.4.6 SOUTH KOREA
      • 11.4.6.1 Robust ICT industry, high production of semiconductors, and AI patent dominance to accelerate market
    • 11.4.7 AUSTRALIA & NEW ZEALAND
      • 11.4.7.1 Increasing reliance on software solutions and rising awareness regarding strategic value of AI to propel market
    • 11.4.8 REST OF ASIA PACIFIC
  • 11.5 MIDDLE EAST & AFRICA
    • 11.5.1 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET DRIVERS
    • 11.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT ANALYSIS
    • TABLE 166 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2017-2022 (USD MILLION)
    • TABLE 167 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 168 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017-2022 (USD MILLION)
    • TABLE 169 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023-2028 (USD MILLION)
    • TABLE 170 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017-2022 (USD MILLION)
    • TABLE 171 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023-2028 (USD MILLION)
    • TABLE 172 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017-2022 (USD MILLION)
    • TABLE 173 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION)
    • TABLE 174 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2017-2022 (USD MILLION)
    • TABLE 175 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 176 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017-2022 (USD MILLION)
    • TABLE 177 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023-2028 (USD MILLION)
    • TABLE 178 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
    • TABLE 179 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
    • TABLE 180 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017-2022 (USD MILLION)
    • TABLE 181 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 182 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
    • TABLE 183 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
    • TABLE 184 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2017-2022 (USD MILLION)
    • TABLE 185 MIDDLE EAST & AFRICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • 11.5.3 UAE
      • 11.5.3.1 Implementation of National Artificial Intelligence Strategy 2031 and investment in innovative technologies to propel market
    • 11.5.4 KSA
      • 11.5.4.1 Saudi Arabia's Vision 2030 commitment to AI to fuel demand for AI data management solutions
    • 11.5.5 SOUTH AFRICA
      • 11.5.5.1 Growing ICT sector and adoption of AI technologies to fuel demand for diverse AI-driven solutions
    • 11.5.6 TURKEY
      • 11.5.6.1 Rapid growth of cloud and online services driving demand for high-speed data delivery to propel market
    • 11.5.7 REST OF MIDDLE EAST & AFRICA
  • 11.6 LATIN AMERICA
    • 11.6.1 LATIN AMERICA: AI DATA MANAGEMENT MARKET DRIVERS
    • 11.6.2 LATIN AMERICA: RECESSION IMPACT ANALYSIS
    • TABLE 186 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2017-2022 (USD MILLION)
    • TABLE 187 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 188 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2017-2022 (USD MILLION)
    • TABLE 189 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY PLATFORM, 2023-2028 (USD MILLION)
    • TABLE 190 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2017-2022 (USD MILLION)
    • TABLE 191 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY SOFTWARE TOOL, 2023-2028 (USD MILLION)
    • TABLE 192 LATIN AMERICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2017-2022 (USD MILLION)
    • TABLE 193 LATIN AMERICA: AI DATA MANAGEMENT OFFERING MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION)
    • TABLE 194 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2017-2022 (USD MILLION)
    • TABLE 195 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 196 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2017-2022 (USD MILLION)
    • TABLE 197 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY DATA TYPE, 2023-2028 (USD MILLION)
    • TABLE 198 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
    • TABLE 199 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
    • TABLE 200 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2017-2022 (USD MILLION)
    • TABLE 201 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 202 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
    • TABLE 203 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
    • TABLE 204 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2017-2022 (USD MILLION)
    • TABLE 205 LATIN AMERICA: AI DATA MANAGEMENT MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • 11.6.3 BRAZIL
      • 11.6.3.1 Robust software development and implementation of stringent regulations to create favorable environment for AI data management to drive market
    • 11.6.4 MEXICO
      • 11.6.4.1 Burgeoning IT industry and adoption of comprehensive national AI strategy to drive market
    • 11.6.5 ARGENTINA
      • 11.6.5.1 Increasing tech-savvy population, significant broadband penetration rates, and rising development of new technologies to propel market
    • 11.6.6 REST OF LATIN AMERICA

12 COMPETITIVE LANDSCAPE

  • 12.1 OVERVIEW
  • 12.2 KEY PLAYER STRATEGIES/RIGHT TO WIN
    • TABLE 206 OVERVIEW OF STRATEGIES ADOPTED BY KEY AI DATA MANAGEMENT VENDORS
  • 12.3 REVENUE ANALYSIS
    • FIGURE 50 TOP 5 PLAYERS TO DOMINATE MARKET IN LAST 5 YEARS
  • 12.4 MARKET SHARE ANALYSIS
    • FIGURE 51 MARKET SHARE ANALYSIS FOR KEY PLAYERS, 2022
    • TABLE 207 AI DATA MANAGEMENT MARKET: DEGREE OF COMPETITION
  • 12.5 BRAND/PRODUCT COMPARATIVE ANALYSIS
    • FIGURE 52 AI DATA MANAGEMENT MARKET: BRAND/PRODUCT COMPARATIVE ANALYSIS
  • 12.6 COMPANY EVALUATION MATRIX
    • 12.6.1 STARS
    • 12.6.2 EMERGING LEADERS
    • 12.6.3 PERVASIVE PLAYERS
    • 12.6.4 PARTICIPANTS
    • FIGURE 53 AI DATA MANAGEMENT MARKET: COMPANY EVALUATION MATRIX, 2022
    • 12.6.5 COMPANY FOOTPRINT OF KEY PLAYERS
    • TABLE 208 PRODUCT FOOTPRINT (20 COMPANIES)
    • TABLE 209 VERTICAL FOOTPRINT (20 COMPANIES)
    • TABLE 210 REGION FOOTPRINT (20 COMPANIES)
    • TABLE 211 OVERALL COMPANY FOOTPRINT (20 COMPANIES)
  • 12.7 START-UP/SME EVALUATION MATRIX, 2022
    • 12.7.1 PROGRESSIVE COMPANIES
    • 12.7.2 RESPONSIVE COMPANIES
    • 12.7.3 DYNAMIC COMPANIES
    • 12.7.4 STARTING BLOCKS
    • FIGURE 54 AI DATA MANAGEMENT MARKET: START-UP/SME EVALUATION MATRIX, 2022
    • 12.7.5 COMPETITIVE BENCHMARKING
    • TABLE 212 AI DATA MANAGEMENT MARKET: DETAILED LIST OF KEY START-UPS/SMES
    • TABLE 213 AI DATA MANAGEMENT MARKET: COMPETITIVE BENCHMARKING OF KEY START-UPS/SMES
  • 12.8 COMPETITIVE SCENARIO AND TRENDS
    • 12.8.1 PRODUCT LAUNCHES
    • TABLE 214 AI DATA MANAGEMENT MARKET: PRODUCT LAUNCHES, MAY 2021-DECEMBER 2023
    • 12.8.2 DEALS
    • TABLE 215 AI DATA MANAGEMENT MARKET: DEALS, FEBRUARY 2021-NOVEMBER 2023
    • 12.8.3 OTHERS
    • TABLE 216 AI DATA MANAGEMENT MARKET: OTHERS, JULY 2021-NOVEMBER 2023
  • 12.9 VALUATION AND FINANCIAL METRICS OF KEY VENDORS
    • FIGURE 55 VALUATION AND FINANCIAL METRICS OF KEY VENDORS
  • 12.10 YTD PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS
    • FIGURE 56 YTD PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS

13 COMPANY PROFILES

  • 13.1 INTRODUCTION
  • (Business overview, Products/Solutions/Services offered, Recent developments & MnM View)**
  • 13.2 KEY PLAYERS
    • 13.2.1 MICROSOFT
    • FIGURE 57 MICROSOFT: COMPANY SNAPSHOT
    • TABLE 218 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 219 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 220 MICROSOFT: DEALS
    • 13.2.2 IBM
    • TABLE 222 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 223 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 224 IBM: DEALS
    • TABLE 225 IBM: OTHERS
    • 13.2.3 AWS
    • TABLE 226 AWS: COMPANY OVERVIEW
    • FIGURE 59 AWS: COMPANY SNAPSHOT
    • TABLE 230 AWS: OTHERS
    • 13.2.4 GOOGLE
    • FIGURE 60 GOOGLE: COMPANY SNAPSHOT
    • 13.2.5 ORACLE
    • TABLE 237 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 239 ORACLE: DEALS
    • 13.2.6 SALESFORCE
    • TABLE 240 SALESFORCE: COMPANY OVERVIEW
    • FIGURE 62 SALESFORCE: COMPANY SNAPSHOT
    • TABLE 241 SALESFORCE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 242 SALESFORCE: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 243 SALESFORCE: DEALS
    • 13.2.7 SAP
    • TABLE 244 SAP: COMPANY OVERVIEW
    • FIGURE 63 SAP: COMPANY SNAPSHOT
    • TABLE 245 SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 246 SAP: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 247 SAP: DEALS
    • TABLE 248 SAP: OTHERS
    • 13.2.8 SAS INSTITUTE
    • 13.2.9 HPE
    • TABLE 253 HPE: COMPANY OVERVIEW
    • FIGURE 64 HPE: COMPANY SNAPSHOT
    • TABLE 254 HPE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 255 HPE: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 256 HPE: DEALS
    • 13.2.10 SNOWFLAKE
    • TABLE 257 SNOWFLAKE: COMPANY OVERVIEW
    • FIGURE 65 SNOWFLAKE: COMPANY SNAPSHOT
    • TABLE 258 SNOWFLAKE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 259 SNOWFLAKE: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 260 SNOWFLAKE: DEALS
    • TABLE 261 SNOWFLAKE: OTHERS
    • 13.2.11 TERADATA
    • TABLE 262 TERADATA: COMPANY OVERVIEW
    • FIGURE 66 TERADATA: COMPANY SNAPSHOT
    • TABLE 263 TERADATA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 264 TERADATA: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 265 TERADATA: DEALS
    • TABLE 266 TERADATA: OTHERS
    • 13.2.12 INFORMATICA
    • TABLE 267 INFORMATICA: COMPANY OVERVIEW
    • FIGURE 67 INFORMATICA: COMPANY SNAPSHOT
    • TABLE 268 INFORMATICA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 269 INFORMATICA: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 270 INFORMATICA: DEALS
    • TABLE 271 INFORMATICA: OTHERS
    • 13.2.13 DATABRICKS
    • 13.2.14 TIBCO SOFTWARE
    • 13.2.15 QLIK
    • TABLE 285 QLIK: OTHERS
    • 13.2.16 COLLIBRA
    • 13.2.17 DATAIKU
    • 13.2.18 ALTERYX
    • 13.2.19 DATAMATICS BUSINESS SOLUTIONS
    • 13.2.20 ACCENTURE
  • *Details on Business overview, Products/Solutions/Services offered, Recent developments & MnM View might not be captured in case of unlisted companies.
  • 13.3 START-UPS/SMES
    • 13.3.1 ATACCAMA CORPORATION
    • 13.3.2 RELTIO
    • 13.3.3 TAMR
    • 13.3.4 THOUGHTSPOT
    • 13.3.5 ATSCALE
    • 13.3.6 ALATION
    • 13.3.7 CLARIFAI
    • 13.3.8 DDN STORAGE
    • 13.3.9 DATALOOP AI
    • 13.3.10 ASTERA SOFTWARE

14 ADJACENT AND RELATED MARKETS

  • 14.1 INTRODUCTION
  • 14.2 MASTER DATA MANAGEMENT MARKET
    • 14.2.1 MARKET DEFINITION
    • 14.2.2 MARKET OVERVIEW
    • TABLE 286 MASTER DATA MANAGEMENT MARKET SIZE AND GROWTH RATE, 2016-2021 (USD MILLION, Y-O-Y %)
    • TABLE 287 MASTER DATA MANAGEMENT MARKET SIZE AND GROWTH RATE, 2022-2027 (USD MILLION, Y-O-Y %)
      • 14.2.2.1 Master data management market, by component
    • TABLE 288 MASTER DATA MANAGEMENT MARKET, BY COMPONENT, 2016-2021 (USD MILLION)
    • TABLE 289 MASTER DATA MANAGEMENT MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
      • 14.2.2.2 Master data management market, by deployment type
    • TABLE 290 MASTER DATA MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2016-2021 (USD MILLION)
    • TABLE 291 MASTER DATA MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION)
      • 14.2.2.3 Master data management market, by organization size
    • TABLE 292 MASTER DATA MANAGEMENT MARKET, BY ORGANIZATION SIZE, 2016-2021 (USD MILLION)
    • TABLE 293 MASTER DATA MANAGEMENT MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
      • 14.2.2.4 Master data management market, by vertical
    • TABLE 294 MASTER DATA MANAGEMENT MARKET, BY VERTICAL, 2016-2021 (USD MILLION)
    • TABLE 295 MASTER DATA MANAGEMENT MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
      • 14.2.2.5 Master data management market, by region
    • TABLE 296 MASTER DATA MANAGEMENT MARKET, BY REGION, 2016-2021 (USD MILLION)
    • TABLE 297 MASTER DATA MANAGEMENT MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 14.3 METADATA MANAGEMENT TOOLS MARKET
    • 14.3.1 MARKET DEFINITION
    • 14.3.2 MARKET OVERVIEW
    • TABLE 298 GLOBAL METADATA MANAGEMENT TOOLS MARKET SIZE AND GROWTH RATE, 2015-2020 (USD MILLION, Y-O-Y%)
    • TABLE 299 GLOBAL METADATA MANAGEMENT TOOLS MARKET SIZE AND GROWTH RATE, 2021-2026 (USD MILLION, Y-O-Y%)
      • 14.3.2.1 Metadata management tools market, by application
    • TABLE 300 METADATA MANAGEMENT TOOLS MARKET, BY APPLICATION, 2015-2020 (USD MILLION)
    • TABLE 301 METADATA MANAGEMENT TOOLS MARKET, BY APPLICATION, 2021-2026 (USD MILLION)
      • 14.3.2.2 Metadata management tools market, by business function
    • TABLE 302 METADATA MANAGEMENT TOOLS MARKET, BY BUSINESS FUNCTION, 2015-2020 (USD MILLION)
    • TABLE 303 METADATA MANAGEMENT TOOLS MARKET, BY BUSINESS FUNCTION, 2021-2026 (USD MILLION)
      • 14.3.2.3 Metadata management tools market, by organization size
    • TABLE 304 METADATA MANAGEMENT TOOLS MARKET, BY ORGANIZATION SIZE, 2015-2020 (USD MILLION)
    • TABLE 305 METADATA MANAGEMENT TOOLS MARKET, BY ORGANIZATION SIZE, 2021-2026 (USD MILLION)
      • 14.3.2.4 Metadata management tools market, by vertical
    • TABLE 306 METADATA MANAGEMENT TOOLS MARKET, BY VERTICAL, 2015-2020 (USD MILLION)
    • TABLE 307 METADATA MANAGEMENT TOOLS MARKET, BY VERTICAL, 2021-2026 (USD MILLION)
      • 14.3.2.5 Metadata management tools market, by component
    • TABLE 308 METADATA MANAGEMENT TOOLS MARKET, BY COMPONENT, 2015-2020 (USD MILLION)
    • TABLE 309 METADATA MANAGEMENT TOOLS MARKET, BY COMPONENT, 2021-2026 (USD MILLION)
      • 14.3.2.6 Metadata management tools market, by metadata type
    • TABLE 310 METADATA MANAGEMENT TOOLS MARKET, BY METADATA TYPE, 2015-2020 (USD MILLION)
    • TABLE 311 METADATA MANAGEMENT TOOLS MARKET, BY METADATA TYPE, 2021-2026 (USD MILLION)
      • 14.3.2.7 Metadata management tools market, by deployment mode
    • TABLE 312 METADATA MANAGEMENT TOOLS MARKET, BY DEPLOYMENT MODE, 2015-2020 (USD MILLION)
    • TABLE 313 METADATA MANAGEMENT TOOLS MARKET, BY DEPLOYMENT MODE, 2021-2026 (USD MILLION)
      • 14.3.2.8 Metadata management tools market, by region
    • TABLE 314 METADATA MANAGEMENT MARKET, BY REGION, 2015-2020 (USD MILLION)
    • TABLE 315 METADATA MANAGEMENT MARKET, BY REGION, 2021-2026 (USD MILLION)

15 APPENDIX

  • 15.1 DISCUSSION GUIDE
  • 15.2 KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
  • 15.3 CUSTOMIZATION OPTIONS
  • 15.4 RELATED REPORTS
  • 15.5 AUTHOR DETAILS