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グラフ分析の世界市場

Graph Analytics

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=144.08円
グラフ分析の世界市場
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

グラフ分析の世界市場は2030年までに113億米ドルに達する見込み

2023年に18億米ドルと推定されるグラフ分析の世界市場は、2030年には113億米ドルに達し、分析期間2023-2030年のCAGRは30.4％で成長すると予測されます。本レポートで分析したセグメントの1つであるグラフ分析ソリューションは、CAGR 31.0％を記録し、分析期間終了時には85億米ドルに達すると予測されます。グラフ分析サービス分野の成長率は、分析期間中CAGR 28.6％と推定されます。

米国市場は4億4,400万米ドルと推定、中国はCAGR 37.6％で成長予測

米国のグラフ分析市場は、2023年に4億4,400万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、2030年までに34億米ドルの市場規模に達すると予測され、分析期間2023-2030年のCAGRは37.6%です。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23.1%と26.8%と予測されています。欧州では、ドイツがCAGR約25.2%で成長すると予測されています。

世界のグラフ分析市場- 主要動向と促進要因のまとめ

グラフ分析はデータ主導の意思決定の未来をどのように形成しているか？

グラフ分析は、複雑なデータセット内の関係や結びつきを分析する強力なツールとして台頭しており、企業は隠れたパターンや動向、洞察を明らかにすることができます。グラフ分析は、個々のデータポイントに注目する従来の分析手法とは異なり、データポイント同士がどのように関連しているかを検証するため、不正検知、ソーシャルネットワーク分析、レコメンデーションエンジンなどのアプリケーションに最適です。グラフ理論と機械学習アルゴリズムを活用することで、グラフ分析はリアルタイムでのデータ分析を可能にし、顧客行動、サプライチェーンダイナミクス、サイバーセキュリティの脅威に対するより深い洞察を提供します。データ主導の意思決定への依存が高まる中、グラフ分析ソリューションの需要は急速に拡大しています。

グラフ分析市場の主要セグメントとアプリケーションは？

グラフ分析市場は、ソフトウェアやサービスなどのタイプ別、オンプレミス型やクラウド型などの導入形態別に分類することができます。グラフ分析の用途は多岐に渡り、金融、ヘルスケア、通信、小売などの業界にまたがります。金融分野では、複雑な取引ネットワークを分析する能力が重要な不正検知やアンチマネーロンダリング（AML）にグラフ分析が使用されています。ヘルスケアでは、病気の診断や治療の最適化のための患者データの分析に役立ちます。ソーシャルネットワーク分析、レコメンデーションシステム、サイバーセキュリティも、グラフ分析が人気を集めている重要な分野です。クラウドベースの導入は、その拡張性と使いやすさから人気が高まっていますが、オンプレミスのソリューションは、厳しいデータセキュリティ要件を持つ組織に好まれています。

技術革新はグラフ分析の機能をどのように拡張していますか？

技術の進歩は、特にスケーラビリティ、処理速度、他の高度な分析ツールとの統合という点で、グラフ分析の能力を大幅に向上させています。並列処理と分散コンピューティングの台頭により、グラフ分析プラットフォームは膨大なデータセットを処理できるようになり、企業は大規模なグラフをリアルタイムで分析できるようになりました。また、人工知能（AI）と機械学習（ML）の統合により、グラフ分析が複雑なパターンを特定し、将来の結果を予測する能力が向上しています。さらに、Neo4jやTigerGraphなどのグラフデータベースの進歩により、グラフ構造データの保存とクエリをより効率的に行えるようになっています。このような技術革新により、グラフ分析は現代のデータサイエンスおよびビジネスインテリジェンス戦略にとって重要な要素となっています。

グラフ分析市場の成長を促進する要因は？

グラフ分析市場の成長は、リアルタイムの洞察に対する需要の高まりや、現代のビジネス環境におけるデータ関係の複雑化など、いくつかの要因によってもたらされています。ソーシャルメディア、IoTデバイス、顧客とのやり取りなどのソースから、組織がより多くの相互接続データを生成するにつれて、これらの接続を分析できるツールの必要性が高まっています。複雑なデータ関係を分析する必要のあるAIや機械学習アプリケーションの台頭は、グラフ分析の需要をさらに押し上げています。さらに、サイバーセキュリティ、不正検知、サプライチェーン最適化への関心の高まりが、グラフ分析ソリューションの採用を促進しています。スケーラブルで費用対効果の高いグラフ分析機能を提供するクラウドベースのプラットフォームの拡大も、市場の成長に寄与しています。

調査対象企業の例（全34件）

  • AWS
  • Cray
  • Dataiku
  • DataStax
  • Franz
  • Graphistry
  • IBM
  • Linkurious
  • Lynx Analytics
  • Microsoft
  • Neo4j
  • Oracle
  • Teradata
  • TIBCO Software
  • TigerGraph

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: MCP21900

Global Graph Analytics Market to Reach US$11.3 Billion by 2030

The global market for Graph Analytics estimated at US$1.8 Billion in the year 2023, is expected to reach US$11.3 Billion by 2030, growing at a CAGR of 30.4% over the analysis period 2023-2030. Graph Analytics Solutions, one of the segments analyzed in the report, is expected to record a 31.0% CAGR and reach US$8.5 Billion by the end of the analysis period. Growth in the Graph Analytics Services segment is estimated at 28.6% CAGR over the analysis period.

The U.S. Market is Estimated at US$444.0 Million While China is Forecast to Grow at 37.6% CAGR

The Graph Analytics market in the U.S. is estimated at US$444.0 Million in the year 2023. China, the world's second largest economy, is forecast to reach a projected market size of US$3.4 Billion by the year 2030 trailing a CAGR of 37.6% over the analysis period 2023-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 23.1% and 26.8% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 25.2% CAGR.

Global Graph Analytics Market - Key Trends and Drivers Summarized

How Is Graph Analytics Shaping the Future of Data-Driven Decision-Making?

Graph analytics is emerging as a powerful tool for analyzing relationships and connections within complex data sets, enabling organizations to uncover hidden patterns, trends, and insights. Unlike traditional analytics methods, which focus on individual data points, graph analytics examines how data points are related to each other, making it ideal for applications such as fraud detection, social network analysis, and recommendation engines. By leveraging graph theory and machine learning algorithms, graph analytics allows businesses to analyze data in real time, providing deeper insights into customer behavior, supply chain dynamics, and cybersecurity threats. As organizations increasingly rely on data-driven decision-making, the demand for graph analytics solutions is rapidly expanding.

What Are the Key Segments and Applications of the Graph Analytics Market?

The graph analytics market can be segmented by type, including software and services, and by deployment, such as on-premise and cloud-based solutions. Applications of graph analytics are diverse, spanning industries such as finance, healthcare, telecommunications, and retail. In finance, graph analytics is used for fraud detection and anti-money laundering (AML), where the ability to analyze complex networks of transactions is critical. In healthcare, it helps in analyzing patient data for disease diagnosis and treatment optimization. Social network analysis, recommendation systems, and cybersecurity are other key areas where graph analytics is gaining traction. Cloud-based deployments are becoming more popular due to their scalability and ease of use, while on-premise solutions are preferred by organizations with stringent data security requirements.

How Are Technological Innovations Expanding the Capabilities of Graph Analytics?

Technological advancements are significantly enhancing the capabilities of graph analytics, particularly in terms of scalability, processing speed, and integration with other advanced analytics tools. The rise of parallel processing and distributed computing is enabling graph analytics platforms to handle massive datasets, allowing businesses to analyze large-scale graphs in real time. The integration of artificial intelligence (AI) and machine learning (ML) is also improving the ability of graph analytics to identify complex patterns and predict future outcomes. Moreover, advancements in graph databases, such as Neo4j and TigerGraph, are providing more efficient ways to store and query graph-structured data. These innovations are making graph analytics a critical component of modern data science and business intelligence strategies.

What Factors Are Driving the Growth in the Graph Analytics Market?

The growth in the graph analytics market is driven by several factors, including the increasing demand for real-time insights and the growing complexity of data relationships in modern business environments. As organizations generate more interconnected data from sources such as social media, IoT devices, and customer interactions, the need for tools that can analyze these connections is becoming more critical. The rise of AI and machine learning applications, which often require complex data relationships to be analyzed, is further propelling the demand for graph analytics. Additionally, the growing focus on cybersecurity, fraud detection, and supply chain optimization is driving the adoption of graph analytics solutions. The expansion of cloud-based platforms, which offer scalable and cost-effective graph analytics capabilities, is also contributing to market growth.

Select Competitors (Total 34 Featured) -

  • AWS
  • Cray
  • Dataiku
  • DataStax
  • Franz
  • Graphistry
  • IBM
  • Linkurious
  • Lynx Analytics
  • Microsoft
  • Neo4j
  • Oracle
  • Teradata
  • TIBCO Software
  • TigerGraph

TABLE OF CONTENTS

I. METHODOLOGY

II. EXECUTIVE SUMMARY

  • 1. MARKET OVERVIEW
    • Influencer Market Insights
    • World Market Trajectories
    • Global Economic Update
    • Graph Analytics - 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 Adoption of Graph Analytics in Fraud Detection and Prevention Spurs Market Growth
    • Rising Use of Graph Analytics in Social Network Analysis Expands Addressable Market
    • Growing Focus on Real-Time Analytics and Data Visualization Drives Adoption of Graph Analytics
    • Rising Demand for Advanced Analytics in Cybersecurity Strengthens Business Case for Graph Analytics
    • Increasing Use of Graph Databases in Knowledge Management and Recommendation Systems Expands Market Opportunities
    • Growing Applications of Graph Analytics in Supply Chain Management Drives Demand
    • Rising Integration of Graph Analytics with AI for Predictive and Prescriptive Analytics Propels Market Growth
    • Growing Use of Graph Analytics in Healthcare for Drug Discovery and Genomics Accelerates Market Adoption
    • Expansion of Graph Analytics in Telecom and Network Management Drives Growth
    • Increasing Application of Graph Analytics in Financial Services for Risk Management Fuels Demand
    • Technological Innovations in Graph Querying and Parallel Processing Enhance Graph Analytics Capabilities
    • Rising Demand for Graph Analytics in Marketing and Customer Relationship Management (CRM) Expands Market
    • Growing Use of Graph Analytics in Smart Cities and IoT Applications Generates New Opportunities
  • 4. GLOBAL MARKET PERSPECTIVE
    • TABLE 1: World Recent Past, Current & Future Analysis for Graph Analytics 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 Graph Analytics 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 Solutions 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 Solutions 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 Customer Analytics 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 Customer Analytics 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 Risk & Compliance Management 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 Risk & Compliance Management 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 Recommendation Engines 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 Recommendation Engines 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 Route Optimization 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 Route Optimization 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 Fraud Detection 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 Fraud Detection 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 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 18: 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 19: World Graph Analytics Market Analysis of Annual Sales in US$ Thousand for Years 2014 through 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • Graph Analytics Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2024 (E)
    • TABLE 20: USA Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 21: USA 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 22: USA Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 23: USA 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • CANADA
    • TABLE 24: Canada Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 25: Canada 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 26: Canada Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 27: Canada 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • JAPAN
    • Graph Analytics Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2024 (E)
    • TABLE 28: Japan Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 29: Japan 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 30: Japan Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 31: Japan 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • CHINA
    • Graph Analytics Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2024 (E)
    • TABLE 32: China Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 33: China 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 34: China Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 35: China 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • EUROPE
    • Graph Analytics Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2024 (E)
    • TABLE 36: Europe Recent Past, Current & Future Analysis for Graph Analytics 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 37: Europe 7-Year Perspective for Graph Analytics 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 38: Europe Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 39: Europe 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 40: Europe Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 41: Europe 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • FRANCE
    • Graph Analytics Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2024 (E)
    • TABLE 42: France Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 43: France 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 44: France Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 45: France 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • GERMANY
    • Graph Analytics Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2024 (E)
    • TABLE 46: Germany Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 47: Germany 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 48: Germany Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 49: Germany 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • ITALY
    • TABLE 50: Italy Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 51: Italy 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 52: Italy Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 53: Italy 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • UNITED KINGDOM
    • Graph Analytics Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2024 (E)
    • TABLE 54: UK Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 55: UK 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 56: UK Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 57: UK 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • SPAIN
    • TABLE 58: Spain Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 59: Spain 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 60: Spain Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 61: Spain 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • RUSSIA
    • TABLE 62: Russia Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 63: Russia 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 64: Russia Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 65: Russia 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • REST OF EUROPE
    • TABLE 66: Rest of Europe Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 67: Rest of Europe 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 68: Rest of Europe Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - 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 Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • ASIA-PACIFIC
    • Graph Analytics Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2024 (E)
    • TABLE 70: Asia-Pacific Recent Past, Current & Future Analysis for Graph Analytics 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 71: Asia-Pacific 7-Year Perspective for Graph Analytics by Geographic Region - Percentage Breakdown of Value Sales for Australia, India, South Korea and Rest of Asia-Pacific Markets for Years 2024 & 2030
    • TABLE 72: Asia-Pacific Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 73: Asia-Pacific 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 74: Asia-Pacific Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 75: Asia-Pacific 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • AUSTRALIA
    • Graph Analytics Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Australia for 2024 (E)
    • TABLE 76: Australia Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 77: Australia 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 78: Australia Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 79: Australia 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • INDIA
    • Graph Analytics Market Presence - Strong/Active/Niche/Trivial - Key Competitors in India for 2024 (E)
    • TABLE 80: India Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 81: India 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 82: India Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 83: India 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • SOUTH KOREA
    • TABLE 84: South Korea Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 85: South Korea 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 86: South Korea Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 87: South Korea 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • REST OF ASIA-PACIFIC
    • TABLE 88: Rest of Asia-Pacific Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 89: Rest of Asia-Pacific 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 90: Rest of Asia-Pacific Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - 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 Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • LATIN AMERICA
    • Graph Analytics Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Latin America for 2024 (E)
    • TABLE 92: Latin America Recent Past, Current & Future Analysis for Graph Analytics 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 93: Latin America 7-Year Perspective for Graph Analytics by Geographic Region - Percentage Breakdown of Value Sales for Argentina, Brazil, Mexico and Rest of Latin America Markets for Years 2024 & 2030
    • TABLE 94: Latin America Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 95: Latin America 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 96: Latin America Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 97: Latin America 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • ARGENTINA
    • TABLE 98: Argentina Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 99: Argentina 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 100: Argentina Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 101: Argentina 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • BRAZIL
    • TABLE 102: Brazil Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 103: Brazil 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 104: Brazil Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 105: Brazil 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • MEXICO
    • TABLE 106: Mexico Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 107: Mexico 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 108: Mexico Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 109: Mexico 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • REST OF LATIN AMERICA
    • TABLE 110: Rest of Latin America Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 111: Rest of Latin America 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 112: Rest of Latin America Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - 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 Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • MIDDLE EAST
    • Graph Analytics Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Middle East for 2024 (E)
    • TABLE 114: Middle East Recent Past, Current & Future Analysis for Graph Analytics 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 115: Middle East 7-Year Perspective for Graph Analytics 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 116: Middle East Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 117: Middle East 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 118: Middle East Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 119: Middle East 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • IRAN
    • TABLE 120: Iran Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 121: Iran 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 122: Iran Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 123: Iran 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • ISRAEL
    • TABLE 124: Israel Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 125: Israel 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 126: Israel Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 127: Israel 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • SAUDI ARABIA
    • TABLE 128: Saudi Arabia Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 129: Saudi Arabia 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 130: Saudi Arabia Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 131: Saudi Arabia 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • UNITED ARAB EMIRATES
    • TABLE 132: UAE Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 133: UAE 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 134: UAE Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 135: UAE 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • REST OF MIDDLE EAST
    • TABLE 136: Rest of Middle East Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 137: Rest of Middle East 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 138: Rest of Middle East Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - 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 Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030
  • AFRICA
    • Graph Analytics Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Africa for 2024 (E)
    • TABLE 140: Africa Recent Past, Current & Future Analysis for Graph Analytics by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 141: Africa 7-Year Perspective for Graph Analytics by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2024 & 2030
    • TABLE 142: Africa Recent Past, Current & Future Analysis for Graph Analytics by Application - Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 143: Africa 7-Year Perspective for Graph Analytics by Application - Percentage Breakdown of Value Sales for Customer Analytics, Risk & Compliance Management, Recommendation Engines, Route Optimization, Fraud Detection and Other Applications for the Years 2024 & 2030

IV. COMPETITION