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GPUデータベースの世界市場

GPU Database

出版日
ページ情報
英文 89 Pages
納期
即日から翌営業日
適宜更新あり
価格
価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=146.99円
GPUデータベースの世界市場
出版日: 2024年10月18日
発行: Global Industry Analysts, Inc.
ページ情報: 英文 89 Pages
納期: 即日から翌営業日
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  • 概要
  • 目次
概要

GPUデータベースの世界市場は2030年までに29億米ドルに達する見込み

2023年に8億590万米ドルと推定されるGPUデータベースの世界市場は、分析期間2023-2030年にCAGR 20.1％で成長し、2030年には29億米ドルに達すると予測されます。本レポートで分析しているセグメントの1つであるGPUデータベースツールは、CAGR 21.0％を記録し、分析期間終了時には21億米ドルに達すると予測されています。GPUデータベースサービス分野の成長率は、分析期間のCAGRで18.0％と推定されます。

米国市場は2億440万米ドルと推定、中国はCAGR 25.5％で成長予測

米国のGPUデータベース市場は、2023年に2億440万米ドルと推定されます。世界第2位の経済大国である中国は、分析期間2023-2030年のCAGR 25.5%を牽引し、2030年までに8億110万米ドルの市場規模に達すると予測されています。その他の注目すべき地域別市場としては、日本とカナダがあり、分析期間中のCAGRはそれぞれ14.0％と17.0％と予測されています。欧州では、ドイツがCAGR約15.5%で成長すると予測されています。

世界のGPUデータベース市場- 主要動向と促進要因のまとめ

GPUデータベースはビッグデータ分析にどのような革命をもたらすか？

GPUデータベースは、GPU（グラフィックス・プロセッシング・ユニット）の並列処理能力を活用し、クエリのパフォーマンスとデータ処理を高速化することで、ビッグデータ分析の状況を一変させています。従来のCPUベースのデータベースとは異なり、GPUデータベースは大量のデータをリアルタイムで処理できるため、人工知能（AI）、機械学習（ML）、ディープラーニングなどの高速分析を必要とするアプリケーションに最適です。非構造化データを含む複雑なクエリを処理できるGPUデータベースの能力は、迅速なデータ処理が意思決定に不可欠な金融、ヘルスケア、通信、自律走行車などの業界で特に重宝されています。データ量が指数関数的に増え続ける中、GPUデータベースは、ビッグデータをより効果的に活用しようとする企業にとって、次世代のソリューションとして台頭しつつあります。

GPUデータベース市場の主要セグメントとアプリケーションは？

GPUデータベースの種類には、オンプレミスとクラウドベースのソリューションがあり、その拡張性と柔軟性からクラウド導入が大きな支持を集めています。GPUデータベースの主なアプリケーションには、リアルタイム分析、予測モデリング、不正検出、自然言語処理などがあります。金融サービス、通信、ヘルスケア、自律システムなどの業界では、GPUデータベースを活用して複雑なクエリを高速処理しています。自動車分野では、GPUデータベースが自律走行車の開発に役立っており、複数のセンサーからのリアルタイムデータ分析を可能にしています。一方、通信業界では、ネットワークの最適化や顧客分析にGPUデータベースが活用されています。北米が市場をリードしているが、AIやデータ集約型産業の進歩により、アジア太平洋地域が急成長しています。

技術革新はどのようにGPUデータベースの能力を高めているのか？

技術革新は、特にインメモリ処理、並列コンピューティング、機械学習フレームワークとの統合の分野で、GPUデータベースの大幅な改善を促しています。インメモリGPUデータベースは、データをメモリに直接格納することで前例のないスピードを実現し、リアルタイムのクエリ実行を可能にしています。何千ものGPUコアが同時に動作する並列処理機能により、従来のデータベースが必要とする時間の数分の一で膨大なデータセットを処理することができます。さらに、GPUデータベースとTensorFlowやPyTorchなどの機械学習・AIプラットフォームとの統合により、データサイエンティストによる複雑な分析の実行や予測モデルの構築が容易になっています。こうした技術革新によってGPUデータベースの機能が拡張され、ビッグデータ時代のビジネスに不可欠なツールとなっています。

GPUデータベース市場の成長を促進する要因は？

GPUデータベース市場の成長は、リアルタイム分析に対する需要の高まりや、データ駆動型アプリケーションの複雑化など、いくつかの要因によってもたらされています。企業がIoTデバイス、ソーシャルメディア、eコマース・プラットフォームからより多くのデータを生成するにつれて、より高速で効率的なデータ処理の必要性が重要になっています。GPUデータベースは、クエリ性能を劇的に高速化することで解決策を提供します。これは、迅速な意思決定が重大な影響を及ぼす可能性がある金融やヘルスケアなどの業界で特に重要です。膨大な量のデータをリアルタイムで処理する必要があるAIや機械学習アプリケーションの拡大も、GPUデータベースの採用を後押ししています。さらに、クラウドベースのソリューションへのシフトが進み、ビッグデータのニーズを管理するための拡張性とコスト効率の高い方法を求める企業が増えていることも、市場の成長に拍車をかけています。

調査対象企業の例（全34件）

  • Anaconda
  • Blazegraph
  • Blazingdb
  • Brytlyt
  • Fastdata.Io
  • Fuzzy Logix
  • Graphistry
  • H2o.Ai
  • Heterodb
  • Jedox
  • Kinetica
  • Neo4j
  • Nvidia
  • Omnisci
  • Sqream
  • Zilliz

目次

第1章 調査手法

第2章 エグゼクティブサマリー

  • 市場概要
  • 主要企業
  • 市場動向と促進要因
  • 世界市場の見通し

第3章 市場分析

  • 米国
  • カナダ
  • 日本
  • 中国
  • 欧州
  • フランス
  • ドイツ
  • イタリア
  • 英国
  • スペイン
  • ロシア
  • その他欧州
  • アジア太平洋
  • オーストラリア
  • インド
  • 韓国
  • その他アジア太平洋地域
  • ラテンアメリカ
  • アルゼンチン
  • ブラジル
  • メキシコ
  • その他ラテンアメリカ
  • 中東
  • イラン
  • イスラエル
  • サウジアラビア
  • アラブ首長国連邦
  • その他中東
  • アフリカ

第4章 競合

目次
Product Code: MCP21897

Global GPU Database Market to Reach US$2.9 Billion by 2030

The global market for GPU Database estimated at US$805.9 Million in the year 2023, is expected to reach US$2.9 Billion by 2030, growing at a CAGR of 20.1% over the analysis period 2023-2030. GPU Database Tools, one of the segments analyzed in the report, is expected to record a 21.0% CAGR and reach US$2.1 Billion by the end of the analysis period. Growth in the GPU Database Services segment is estimated at 18.0% CAGR over the analysis period.

The U.S. Market is Estimated at US$204.4 Million While China is Forecast to Grow at 25.5% CAGR

The GPU Database market in the U.S. is estimated at US$204.4 Million in the year 2023. China, the world's second largest economy, is forecast to reach a projected market size of US$801.1 Million by the year 2030 trailing a CAGR of 25.5% over the analysis period 2023-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 14.0% and 17.0% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 15.5% CAGR.

Global GPU Database Market - Key Trends and Drivers Summarized

How Are GPU Databases Revolutionizing Big Data Analytics?

GPU databases are transforming the landscape of big data analytics by leveraging the parallel processing power of Graphics Processing Units (GPUs) to accelerate query performance and data processing. Unlike traditional CPU-based databases, GPU databases can process massive volumes of data in real-time, making them ideal for applications that require high-speed analytics, such as artificial intelligence (AI), machine learning (ML), and deep learning. The ability of GPU databases to handle complex queries, including those involving unstructured data, is particularly valuable in industries like finance, healthcare, telecommunications, and autonomous vehicles, where rapid data processing is critical for decision-making. As data volumes continue to grow exponentially, GPU databases are emerging as the next-generation solution for businesses seeking to harness big data more effectively.

What Are the Key Segments and Applications of the GPU Database Market?

Types of GPU databases include on-premise and cloud-based solutions, with cloud deployments gaining significant traction due to their scalability and flexibility. Key applications of GPU databases include real-time analytics, predictive modeling, fraud detection, and natural language processing. Industries such as financial services, telecommunications, healthcare, and autonomous systems are among the largest adopters, leveraging GPU databases to process complex queries at lightning speed. In the automotive sector, GPU databases are instrumental in the development of autonomous vehicles, enabling real-time data analysis from multiple sensors. Meanwhile, the telecommunications industry relies on these databases for network optimization and customer analytics. North America leads the market, but the Asia-Pacific region is seeing rapid growth due to advancements in AI and data-intensive industries.

How Are Technological Innovations Enhancing GPU Database Capabilities?

Technological advancements are driving significant improvements in GPU databases, particularly in the areas of in-memory processing, parallel computing, and integration with machine learning frameworks. In-memory GPU databases are delivering unprecedented speed by storing data directly in memory, which allows for real-time query execution. Parallel processing capabilities, where thousands of GPU cores work simultaneously, enable the handling of massive datasets in a fraction of the time required by traditional databases. Furthermore, the integration of GPU databases with machine learning and AI platforms, such as TensorFlow and PyTorch, is making it easier for data scientists to perform complex analytics and build predictive models. These innovations are expanding the capabilities of GPU databases, making them an essential tool for businesses in the era of big data.

What Factors Are Driving the Growth in the GPU Database Market?

The growth in the GPU database market is driven by several factors, including the rising demand for real-time analytics and the increasing complexity of data-driven applications. As businesses generate more data from IoT devices, social media, and e-commerce platforms, the need for faster and more efficient data processing has become critical. GPU databases offer a solution by dramatically accelerating query performance, which is particularly important in industries such as finance and healthcare, where rapid decision-making can have significant impacts. The expansion of AI and machine learning applications, which require vast amounts of data to be processed in real-time, is also driving the adoption of GPU databases. Additionally, the growing shift towards cloud-based solutions is fueling market growth, as more businesses look for scalable, cost-effective ways to manage their big data needs.

Select Competitors (Total 34 Featured) -

  • Anaconda
  • Blazegraph
  • Blazingdb
  • Brytlyt
  • Fastdata.Io
  • Fuzzy Logix
  • Graphistry
  • H2o.Ai
  • Heterodb
  • Jedox
  • Kinetica
  • Neo4j
  • Nvidia
  • Omnisci
  • Sqream
  • Zilliz

TABLE OF CONTENTS

I. METHODOLOGY

II. EXECUTIVE SUMMARY

  • 1. MARKET OVERVIEW
    • Influencer Market Insights
    • World Market Trajectories
    • Global Economic Update
    • GPU Database - Global Key Competitors Percentage Market Share in 2024 (E)
    • Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2024 (E)
  • 2. FOCUS ON SELECT PLAYERS
  • 3. MARKET TRENDS & DRIVERS
    • Increasing Demand for Real-Time Analytics Propels Growth in GPU Database Adoption
    • Rising Use of GPU Databases in AI and Machine Learning Applications Expands Market Opportunities
    • Technological Advancements in GPU Hardware Strengthen Business Case for GPU Database Solutions
    • Growing Adoption of Big Data Analytics and Real-Time Data Processing Drives Demand for GPU Databases
    • Increasing Deployment of GPU Databases in Financial Services to Accelerate Complex Queries
    • Expansion of Cloud-Based GPU Database Platforms Drives Market Growth
    • Growing Demand for Edge Computing Solutions Fuels Adoption of GPU Databases
    • Increasing Adoption of GPU Databases in Autonomous Systems and Robotics Propels Market Demand
    • Rising Use of GPU Databases in Telecommunications and IoT Applications Expands Addressable Market
    • Technological Innovations in In-Memory Databases and Parallel Processing Enhance GPU Database Capabilities
    • Growing Use of GPU Databases in Genomics and Bioinformatics Accelerates Demand
    • Expanding Applications of GPU Databases in Supply Chain Optimization and Logistics Drive Growth
  • 4. GLOBAL MARKET PERSPECTIVE
    • TABLE 1: World Recent Past, Current & Future Analysis for GPU Database by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 2: World 7-Year Perspective for GPU Database by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets for Years 2024 & 2030
    • TABLE 3: World Recent Past, Current & Future Analysis for Tools by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 4: World 7-Year Perspective for Tools by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2024 & 2030
    • TABLE 5: World Recent Past, Current & Future Analysis for Services by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 6: World 7-Year Perspective for Services by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2024 & 2030
    • TABLE 7: World Recent Past, Current & Future Analysis for CEM by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 8: World 7-Year Perspective for CEM by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2024 & 2030
    • TABLE 9: World Recent Past, Current & Future Analysis for GRC by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 10: World 7-Year Perspective for GRC by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2024 & 2030
    • TABLE 11: World Recent Past, Current & Future Analysis for Threat Intelligence by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 12: World 7-Year Perspective for Threat Intelligence by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2024 & 2030
    • TABLE 13: World Recent Past, Current & Future Analysis for Fraud Detection & Prevention by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 14: World 7-Year Perspective for Fraud Detection & Prevention by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2024 & 2030
    • TABLE 15: World Recent Past, Current & Future Analysis for Predictive Maintenance by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 16: World 7-Year Perspective for Predictive Maintenance by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2024 & 2030
    • TABLE 17: World Recent Past, Current & Future Analysis for SCM by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 18: World 7-Year Perspective for SCM by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2024 & 2030
    • TABLE 19: World Recent Past, Current & Future Analysis for Other Applications by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 20: World 7-Year Perspective for Other Applications by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2024 & 2030
    • TABLE 21: World GPU Database Market Analysis of Annual Sales in US$ Thousand for Years 2014 through 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • GPU Database Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2024 (E)
    • TABLE 22: USA Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 23: USA 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 24: USA Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 25: USA 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • CANADA
    • TABLE 26: Canada Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 27: Canada 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 28: Canada Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 29: Canada 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • JAPAN
    • GPU Database Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2024 (E)
    • TABLE 30: Japan Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 31: Japan 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 32: Japan Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 33: Japan 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • CHINA
    • GPU Database Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2024 (E)
    • TABLE 34: China Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 35: China 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 36: China Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 37: China 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • EUROPE
    • GPU Database Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2024 (E)
    • TABLE 38: Europe Recent Past, Current & Future Analysis for GPU Database by Geographic Region - France, Germany, Italy, UK, Spain, Russia and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 39: Europe 7-Year Perspective for GPU Database by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK, Spain, Russia and Rest of Europe Markets for Years 2024 & 2030
    • TABLE 40: Europe Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 41: Europe 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 42: Europe Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 43: Europe 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • FRANCE
    • GPU Database Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2024 (E)
    • TABLE 44: France Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 45: France 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 46: France Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 47: France 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • GERMANY
    • GPU Database Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2024 (E)
    • TABLE 48: Germany Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 49: Germany 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 50: Germany Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 51: Germany 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • ITALY
    • TABLE 52: Italy Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 53: Italy 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 54: Italy Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 55: Italy 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • UNITED KINGDOM
    • GPU Database Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2024 (E)
    • TABLE 56: UK Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 57: UK 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 58: UK Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 59: UK 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • SPAIN
    • TABLE 60: Spain Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 61: Spain 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 62: Spain Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 63: Spain 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • RUSSIA
    • TABLE 64: Russia Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 65: Russia 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 66: Russia Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 67: Russia 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • REST OF EUROPE
    • TABLE 68: Rest of Europe Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 69: Rest of Europe 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 70: Rest of Europe Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 71: Rest of Europe 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • ASIA-PACIFIC
    • GPU Database Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2024 (E)
    • TABLE 72: Asia-Pacific Recent Past, Current & Future Analysis for GPU Database by Geographic Region - Australia, India, South Korea and Rest of Asia-Pacific Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 73: Asia-Pacific 7-Year Perspective for GPU Database by Geographic Region - Percentage Breakdown of Value Sales for Australia, India, South Korea and Rest of Asia-Pacific Markets for Years 2024 & 2030
    • TABLE 74: Asia-Pacific Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 75: Asia-Pacific 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 76: Asia-Pacific Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 77: Asia-Pacific 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • AUSTRALIA
    • GPU Database Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Australia for 2024 (E)
    • TABLE 78: Australia Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 79: Australia 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 80: Australia Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 81: Australia 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • INDIA
    • GPU Database Market Presence - Strong/Active/Niche/Trivial - Key Competitors in India for 2024 (E)
    • TABLE 82: India Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 83: India 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 84: India Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 85: India 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • SOUTH KOREA
    • TABLE 86: South Korea Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 87: South Korea 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 88: South Korea Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 89: South Korea 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • REST OF ASIA-PACIFIC
    • TABLE 90: Rest of Asia-Pacific Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 91: Rest of Asia-Pacific 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 92: Rest of Asia-Pacific Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 93: Rest of Asia-Pacific 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • LATIN AMERICA
    • GPU Database Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Latin America for 2024 (E)
    • TABLE 94: Latin America Recent Past, Current & Future Analysis for GPU Database by Geographic Region - Argentina, Brazil, Mexico and Rest of Latin America Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 95: Latin America 7-Year Perspective for GPU Database by Geographic Region - Percentage Breakdown of Value Sales for Argentina, Brazil, Mexico and Rest of Latin America Markets for Years 2024 & 2030
    • TABLE 96: Latin America Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 97: Latin America 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 98: Latin America Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 99: Latin America 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • ARGENTINA
    • TABLE 100: Argentina Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 101: Argentina 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 102: Argentina Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 103: Argentina 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • BRAZIL
    • TABLE 104: Brazil Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 105: Brazil 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 106: Brazil Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 107: Brazil 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • MEXICO
    • TABLE 108: Mexico Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 109: Mexico 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 110: Mexico Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 111: Mexico 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • REST OF LATIN AMERICA
    • TABLE 112: Rest of Latin America Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 113: Rest of Latin America 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 114: Rest of Latin America Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 115: Rest of Latin America 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • MIDDLE EAST
    • GPU Database Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Middle East for 2024 (E)
    • TABLE 116: Middle East Recent Past, Current & Future Analysis for GPU Database by Geographic Region - Iran, Israel, Saudi Arabia, UAE and Rest of Middle East Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 117: Middle East 7-Year Perspective for GPU Database by Geographic Region - Percentage Breakdown of Value Sales for Iran, Israel, Saudi Arabia, UAE and Rest of Middle East Markets for Years 2024 & 2030
    • TABLE 118: Middle East Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 119: Middle East 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 120: Middle East Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 121: Middle East 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • IRAN
    • TABLE 122: Iran Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 123: Iran 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 124: Iran Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 125: Iran 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • ISRAEL
    • TABLE 126: Israel Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 127: Israel 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 128: Israel Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 129: Israel 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • SAUDI ARABIA
    • TABLE 130: Saudi Arabia Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 131: Saudi Arabia 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 132: Saudi Arabia Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 133: Saudi Arabia 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • UNITED ARAB EMIRATES
    • TABLE 134: UAE Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 135: UAE 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 136: UAE Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 137: UAE 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • REST OF MIDDLE EAST
    • TABLE 138: Rest of Middle East Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 139: Rest of Middle East 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 140: Rest of Middle East Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 141: Rest of Middle East 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030
  • AFRICA
    • GPU Database Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Africa for 2024 (E)
    • TABLE 142: Africa Recent Past, Current & Future Analysis for GPU Database by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 143: Africa 7-Year Perspective for GPU Database by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 144: Africa Recent Past, Current & Future Analysis for GPU Database by Application - CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 145: Africa 7-Year Perspective for GPU Database by Application - Percentage Breakdown of Value Sales for CEM, GRC, Threat Intelligence, Fraud Detection & Prevention, Predictive Maintenance, SCM and Other Applications for the Years 2024 & 2030

IV. COMPETITION