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市場調查報告書
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1650717

全球異常檢測市場

Anomaly Detection
出版日期: | 出版商: Global Industry Analysts, Inc. | 英文 512 Pages | 商品交期: 最快1-2個工作天內

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簡介目錄

預計到 2030 年全球異常檢測市場規模將達到 168 億美元

2024 年全球異常檢測市場規模估計為 74 億美元，預計到 2030 年將達到 168 億美元，2024 年至 2030 年的複合年成長率為 14.8%。異常檢測解決方案是報告中分析的細分市場之一，預計到分析期結束時複合年成長率將達到 15.3%，達到 127 億美元。在分析期內，異常檢測服務部分預計將以 13.2% 的複合年成長率成長。

美國市場預計將達到 29 億美元，中國市場年複合成長率將達到 15.4%

預計 2024 年美國異常檢測市場價值將達到 29 億美元。中國是世界第二大經濟體，預計到 2030 年市場規模將達到 18 億美元，2024-2030 年分析期間的複合年成長率為 15.4%。其他值得注意的區域市場包括日本和加拿大，預計在分析期間的複合年成長率分別為 13.8% 和 13.6%。在歐洲，預計德國的複合年成長率約為 14.7%。

全球異常檢測市場 - 主要趨勢和促進因素摘要

異常檢測是資料分析中的重要過程，涉及識別與常態有顯著偏差的資料模式。這項技術對於各種應用至關重要，包括詐欺檢測、網路安全以及工業系統中的故障檢測和健康監測。異常值，也稱為異常，可以表示需要立即關注的異常行為，例如網路攻擊、金融詐騙企圖、機器故障或醫療狀況。用於異常檢測的技術範圍從 Z 分數和格魯布斯檢定等統計方法到叢集、神經網路和支援向量機等機器學習技術。這些技術分析歷史資料以建立正常行為的基準，然後將新的資料點與該基線進行比較以檢測異常。

隨著機器學習和人工智慧的進步，異常檢測實現已經有了顯著的發展。傳統的統計方法雖然對於簡單的資料集有效，但在處理大型、複雜、高維度資料時往往顯得不足。機器學習模型，尤其是基於監督、無監督和半監督學習的模型，已被證明能夠更有效地識別此類場景中的異常。 K 均值叢集和自動編碼器等無監督學習模型特別有用，因為它們不需要標記的訓練資料。卷積類神經網路(CNN) 和循環神經網路 (RNN) 等深度學習技術透過學習資料中的複雜模式和時間依賴性進一步提高了我們檢測細微和複雜異常的能力。這些先進的模型擴大被整合到即時系統中，以在各個領域提供即時檢測和響應能力。

異常檢測市場的成長受到多種因素的推動，例如資料量和複雜性的增加、網路威脅發生率的上升以及人工智慧和機器學習技術的進步。隨著組織產生並依賴大量資料，確保這些資料的完整性和安全性變得至關重要。異常檢測系統對於保護敏感資訊和透過即時識別和減輕潛在威脅來維持業務連續性至關重要。物聯網設備的廣泛採用和數位基礎設施的擴展進一步增加了對強大異常檢測解決方案的需求。人工智慧和機器學習的技術進步顯著提高了異常檢測系統的準確性和效率，使其更易於各種規模的企業存取和擴充性。此外，監管要求和行業標準要求資料安全和隱私合規，正在推動先進異常檢測技術的採用。隨著這些趨勢的持續，異常檢測市場預計將經歷顯著成長，因為對主動和複雜的資料監控和安全解決方案的持續需求。

部分

組件（解決方案、服務）；技術（巨量資料分析、資料探勘和商業智慧、機器學習和人工智慧）；最終用戶（BFSI、IT 和電信、政府和國防、製造業、醫療保健和其他最終用戶）

調查企業範例（共94家企業）

  • Cisco Systems, Inc.
  • Broadcom Inc.
  • Accenture PLC
  • Analog Devices, Inc.
  • Amazon Web Services, Inc.
  • Aims Innovation
  • BigML, Inc.
  • Arundo Analytics, Inc.
  • Aquant
  • C3.ai, Inc.
  • Adacotech
  • Avenga
  • Aqueduct Technologies, Inc.
  • Alexis Networks, Inc.
  • Acerta Analytics Solutions, Inc.

目錄

第1章調查方法

第 2 章執行摘要

  • 市場概況
  • 主要企業
  • 市場趨勢和促進因素
  • 全球市場展望

第3章 市場分析

  • 美國
  • 加拿大
  • 日本
  • 中國
  • 歐洲
  • 法國
  • 德國
  • 義大利
  • 英國
  • 其他歐洲國家
  • 亞太地區
  • 其他地區

第4章 競賽

簡介目錄
Product Code: MCP10297

Global Anomaly Detection Market to Reach US$16.8 Billion by 2030

The global market for Anomaly Detection estimated at US$7.4 Billion in the year 2024, is expected to reach US$16.8 Billion by 2030, growing at a CAGR of 14.8% over the analysis period 2024-2030. Anomaly Detection Solutions, one of the segments analyzed in the report, is expected to record a 15.3% CAGR and reach US$12.7 Billion by the end of the analysis period. Growth in the Anomaly Detection Services segment is estimated at 13.2% CAGR over the analysis period.

The U.S. Market is Estimated at US$2.9 Billion While China is Forecast to Grow at 15.4% CAGR

The Anomaly Detection market in the U.S. is estimated at US$2.9 Billion in the year 2024. China, the world's second largest economy, is forecast to reach a projected market size of US$1.8 Billion by the year 2030 trailing a CAGR of 15.4% over the analysis period 2024-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 13.8% and 13.6% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 14.7% CAGR.

Global Anomaly Detection Market - Key Trends & Drivers Summarized

Anomaly detection is a critical process in data analysis, which involves identifying patterns in data that deviate significantly from the norm. This technique is essential for various applications, including fraud detection, network security, fault detection in industrial systems, and health monitoring. Anomalies, also known as outliers, can indicate unusual behavior that may require immediate attention, such as a cyberattack, a financial fraud attempt, a malfunctioning machine, or a medical condition. The methods used for anomaly detection range from statistical approaches, such as Z-scores and Grubbs' test, to machine learning techniques like clustering, neural networks, and support vector machines. These methods analyze historical data to establish a baseline of normal behavior, against which new data points are compared to detect anomalies.

The implementation of anomaly detection has evolved significantly with advancements in machine learning and artificial intelligence. Traditional statistical methods, while effective for simpler datasets, often fall short in handling large, complex, and high-dimensional data. Machine learning models, particularly those based on supervised, unsupervised, and semi-supervised learning, have proven to be more effective in identifying anomalies in such scenarios. Unsupervised learning models, like k-means clustering and autoencoders, are particularly useful as they do not require labeled training data. Deep learning techniques, such as convolutional neural networks (CNNs) and recurrent neural networks (RNNs), have further enhanced the ability to detect subtle and complex anomalies by learning intricate patterns and temporal dependencies within the data. These advanced models are increasingly integrated into real-time systems, providing immediate detection and response capabilities across various domains.

The growth in the anomaly detection market is driven by several factors, including the increasing volume and complexity of data, the rising incidence of cyber threats, and the advancement of artificial intelligence and machine learning technologies. As organizations generate and rely on vast amounts of data, the need to ensure the integrity and security of this data becomes paramount. Anomaly detection systems are crucial for identifying and mitigating potential threats in real-time, thereby protecting sensitive information and maintaining operational continuity. The proliferation of IoT devices and the expansion of digital infrastructures have further intensified the demand for robust anomaly detection solutions. Technological advancements in AI and machine learning have significantly improved the accuracy and efficiency of anomaly detection systems, making them more accessible and scalable for businesses of all sizes. Additionally, regulatory requirements and industry standards mandating data security and privacy compliance are encouraging the adoption of advanced anomaly detection technologies. As these trends continue, the anomaly detection market is expected to experience substantial growth, driven by the ongoing need for proactive and sophisticated data monitoring and security solutions.

SCOPE OF STUDY:

The report analyzes the Anomaly Detection market in terms of units by the following Segments, and Geographic Regions/Countries:

Segments:

Component (Solutions, Services); Technology (Big Data Analytics, Data Mining & Business Intelligence, Machine Learning & Artificial Intelligence); End-Use (BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare, Other End-Uses)

Geographic Regions/Countries:

World; USA; Canada; Japan; China; Europe; France; Germany; Italy; UK; Rest of Europe; Asia-Pacific; Rest of World.

Select Competitors (Total 94 Featured) -

  • Cisco Systems, Inc.
  • Broadcom Inc.
  • Accenture PLC
  • Analog Devices, Inc.
  • Amazon Web Services, Inc.
  • Aims Innovation
  • BigML, Inc.
  • Arundo Analytics, Inc.
  • Aquant
  • C3.ai, Inc.
  • Adacotech
  • Avenga
  • Aqueduct Technologies, Inc.
  • Alexis Networks, Inc.
  • Acerta Analytics Solutions, Inc.

TABLE OF CONTENTS

I. METHODOLOGY

II. EXECUTIVE SUMMARY

  • 1. MARKET OVERVIEW
    • Competitive Scenario
    • Anomaly Detection - Global Key Competitors Percentage Market Share in 2024 (E)
    • Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2024 (E)
    • Global Market Prospects & Outlook
    • Emerging Threat Landscape Augurs Well for Global Anomaly Detection Market
    • Anomaly Detection Goes Common with Favorable Trends & Drivers
    • With IMF's Upward Revision of Global GDP Forecasts, Most Companies are Bullish about an Economic Comeback Despite a Continuing Pandemic
    • Analysis by Technology
    • Analysis by End-Use
    • Regional Analysis
    • An Introduction to Anomaly Detection
    • Technique Categories
    • Anomaly Detection Settings
    • Time-Series Anomalies: Types & Detection Methods
    • Benefits and Use Cases of Anomaly Detection
    • Applications
    • Recent Market Activity
    • Select Global Brands
    • Emphasis on Technology Adoption Elicits AI Implementation in Manufacturing Industry
  • 2. FOCUS ON SELECT PLAYERS
  • 3. MARKET TRENDS & DRIVERS
    • The Pace of Digital Transformation to Determine Pace of Demand for Anomaly Detection
    • Anomaly Detection Emerges as Future-Proof Strategy for Businesses
    • Anomaly Detection, Analytics & Cognitive Intelligence
    • Real-Time Anomaly Detection & Analytics Get Intertwined with Cognitive Intelligence
    • Real-Time Anomaly Detection in Clusters
    • Trends in Big Data to Shape Future of AI and Anomaly Detection
    • Edge Computing Critical to IoT Anomaly Detection
    • Hosting at Edge to Drive Growth
    • Global Edge Computing Market in US$ Billion: 2020, 2024, and 2026
    • Convergence of AI and IoT to Bring in Efficiencies
    • Global Breakdown of Investments in Manufacturing IoT (in US$ Billion) for the Years 2016, 2018, 2020 and 2025
    • ML-based Anomaly Detection
    • Machine Learning and AI-Assisted Platforms Personalize Customer Experiences in Marketing Applications Leading to Demand Growth of Anomaly Detection
    • MLAD Holds Potential to Identify Anomalies
    • Anomaly Detection: Real Opportunities to Identify Time-Series Data Anomalies
    • Anomalous Data Detection with Self-Supervised Learning: A Review
    • Anomaly Detection Emerges as Hot Trend in Ad Tech Landscape
    • Financial Sector: AI and ML Offer Numerous Gains for Anomaly Detection
    • Anomaly Detection through AI Technology Steps into Manufacturing Space to Transform Diverse Aspects
    • Industrial AI to Influence Manufacturing in a Major Way
    • Industrial IoT, Robotics and Big Data to Stimulate Anomaly Detection
    • Global Investments on Industry 4.0 Technologies (in US$ Billion) for the Years 2017, 2020, & 2023
    • Global Predictive Maintenance by Market in US$ Billion for Years 2020, 2022, 2024, and 2026
    • Challenges in Anomaly Detection
    • Ad Fraud: The Implications & Anomaly Detection
  • 4. GLOBAL MARKET PERSPECTIVE
    • TABLE 1: World Recent Past, Current & Future Analysis for Anomaly Detection by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 2: World Historic Review for Anomaly Detection by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 3: World 15-Year Perspective for Anomaly Detection by Geographic Region - Percentage Breakdown of Value Revenues for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets for Years 2015, 2025 & 2030
    • TABLE 4: World Recent Past, Current & Future Analysis for Solutions by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 5: World Historic Review for Solutions by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 6: World 15-Year Perspective for Solutions by Geographic Region - Percentage Breakdown of Value Revenues for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 7: World Recent Past, Current & Future Analysis for Services by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 8: World Historic Review for Services by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 9: World 15-Year Perspective for Services by Geographic Region - Percentage Breakdown of Value Revenues for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 10: World Recent Past, Current & Future Analysis for Big Data Analytics by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 11: World Historic Review for Big Data Analytics by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 12: World 15-Year Perspective for Big Data Analytics by Geographic Region - Percentage Breakdown of Value Revenues for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 13: World Recent Past, Current & Future Analysis for Data Mining & Business Intelligence by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 14: World Historic Review for Data Mining & Business Intelligence by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 15: World 15-Year Perspective for Data Mining & Business Intelligence by Geographic Region - Percentage Breakdown of Value Revenues for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 16: World Recent Past, Current & Future Analysis for Machine Learning & Artificial Intelligence by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 17: World Historic Review for Machine Learning & Artificial Intelligence by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 18: World 15-Year Perspective for Machine Learning & Artificial Intelligence by Geographic Region - Percentage Breakdown of Value Revenues for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 19: World Recent Past, Current & Future Analysis for BFSI by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 20: World Historic Review for BFSI by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 21: World 15-Year Perspective for BFSI by Geographic Region - Percentage Breakdown of Value Revenues for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 22: World Recent Past, Current & Future Analysis for IT & Telecom by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 23: World Historic Review for IT & Telecom by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 24: World 15-Year Perspective for IT & Telecom by Geographic Region - Percentage Breakdown of Value Revenues for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 25: World Recent Past, Current & Future Analysis for Government & Defense by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 26: World Historic Review for Government & Defense by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 27: World 15-Year Perspective for Government & Defense by Geographic Region - Percentage Breakdown of Value Revenues for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 28: World Recent Past, Current & Future Analysis for Manufacturing by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 29: World Historic Review for Manufacturing by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 30: World 15-Year Perspective for Manufacturing by Geographic Region - Percentage Breakdown of Value Revenues for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 31: World Recent Past, Current & Future Analysis for Healthcare by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 32: World Historic Review for Healthcare by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 33: World 15-Year Perspective for Healthcare by Geographic Region - Percentage Breakdown of Value Revenues for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 34: World Recent Past, Current & Future Analysis for Other End-Uses by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 35: World Historic Review for Other End-Uses by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 36: World 15-Year Perspective for Other End-Uses by Geographic Region - Percentage Breakdown of Value Revenues for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2015, 2025 & 2030
    • TABLE 37: World Anomaly Detection Market Analysis of Annual Sales in US$ Million for Years 2015 through 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • Anomaly Detection Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2025 (E)
    • TABLE 38: USA Recent Past, Current & Future Analysis for Anomaly Detection by Component - Solutions and Services - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 39: USA Historic Review for Anomaly Detection by Component - Solutions and Services Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 40: USA 15-Year Perspective for Anomaly Detection by Component - Percentage Breakdown of Value Revenues for Solutions and Services for the Years 2015, 2025 & 2030
    • TABLE 41: USA Recent Past, Current & Future Analysis for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 42: USA Historic Review for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 43: USA 15-Year Perspective for Anomaly Detection by Technology - Percentage Breakdown of Value Revenues for Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence for the Years 2015, 2025 & 2030
    • TABLE 44: USA Recent Past, Current & Future Analysis for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 45: USA Historic Review for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 46: USA 15-Year Perspective for Anomaly Detection by End-Use - Percentage Breakdown of Value Revenues for BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses for the Years 2015, 2025 & 2030
  • CANADA
    • Anomaly Detection Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Canada for 2022 (E)
    • TABLE 47: Canada Recent Past, Current & Future Analysis for Anomaly Detection by Component - Solutions and Services - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 48: Canada Historic Review for Anomaly Detection by Component - Solutions and Services Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 49: Canada 15-Year Perspective for Anomaly Detection by Component - Percentage Breakdown of Value Revenues for Solutions and Services for the Years 2015, 2025 & 2030
    • TABLE 50: Canada Recent Past, Current & Future Analysis for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 51: Canada Historic Review for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 52: Canada 15-Year Perspective for Anomaly Detection by Technology - Percentage Breakdown of Value Revenues for Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence for the Years 2015, 2025 & 2030
    • TABLE 53: Canada Recent Past, Current & Future Analysis for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 54: Canada Historic Review for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 55: Canada 15-Year Perspective for Anomaly Detection by End-Use - Percentage Breakdown of Value Revenues for BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses for the Years 2015, 2025 & 2030
  • JAPAN
    • Anomaly Detection Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2025 (E)
    • TABLE 56: Japan Recent Past, Current & Future Analysis for Anomaly Detection by Component - Solutions and Services - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 57: Japan Historic Review for Anomaly Detection by Component - Solutions and Services Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 58: Japan 15-Year Perspective for Anomaly Detection by Component - Percentage Breakdown of Value Revenues for Solutions and Services for the Years 2015, 2025 & 2030
    • TABLE 59: Japan Recent Past, Current & Future Analysis for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 60: Japan Historic Review for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 61: Japan 15-Year Perspective for Anomaly Detection by Technology - Percentage Breakdown of Value Revenues for Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence for the Years 2015, 2025 & 2030
    • TABLE 62: Japan Recent Past, Current & Future Analysis for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 63: Japan Historic Review for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 64: Japan 15-Year Perspective for Anomaly Detection by End-Use - Percentage Breakdown of Value Revenues for BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses for the Years 2015, 2025 & 2030
  • CHINA
    • TABLE 65: China Recent Past, Current & Future Analysis for Anomaly Detection by Component - Solutions and Services - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 66: China Historic Review for Anomaly Detection by Component - Solutions and Services Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 67: China 15-Year Perspective for Anomaly Detection by Component - Percentage Breakdown of Value Revenues for Solutions and Services for the Years 2015, 2025 & 2030
    • TABLE 68: China Recent Past, Current & Future Analysis for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 69: China Historic Review for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 70: China 15-Year Perspective for Anomaly Detection by Technology - Percentage Breakdown of Value Revenues for Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence for the Years 2015, 2025 & 2030
    • TABLE 71: China Recent Past, Current & Future Analysis for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 72: China Historic Review for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 73: China 15-Year Perspective for Anomaly Detection by End-Use - Percentage Breakdown of Value Revenues for BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses for the Years 2015, 2025 & 2030
  • EUROPE
    • Anomaly Detection Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2025 (E)
    • TABLE 74: Europe Recent Past, Current & Future Analysis for Anomaly Detection by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 75: Europe Historic Review for Anomaly Detection by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 76: Europe 15-Year Perspective for Anomaly Detection by Geographic Region - Percentage Breakdown of Value Revenues for France, Germany, Italy, UK and Rest of Europe Markets for Years 2015, 2025 & 2030
    • TABLE 77: Europe Recent Past, Current & Future Analysis for Anomaly Detection by Component - Solutions and Services - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 78: Europe Historic Review for Anomaly Detection by Component - Solutions and Services Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 79: Europe 15-Year Perspective for Anomaly Detection by Component - Percentage Breakdown of Value Revenues for Solutions and Services for the Years 2015, 2025 & 2030
    • TABLE 80: Europe Recent Past, Current & Future Analysis for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 81: Europe Historic Review for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 82: Europe 15-Year Perspective for Anomaly Detection by Technology - Percentage Breakdown of Value Revenues for Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence for the Years 2015, 2025 & 2030
    • TABLE 83: Europe Recent Past, Current & Future Analysis for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 84: Europe Historic Review for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 85: Europe 15-Year Perspective for Anomaly Detection by End-Use - Percentage Breakdown of Value Revenues for BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses for the Years 2015, 2025 & 2030
  • FRANCE
    • TABLE 86: France Recent Past, Current & Future Analysis for Anomaly Detection by Component - Solutions and Services - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 87: France Historic Review for Anomaly Detection by Component - Solutions and Services Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 88: France 15-Year Perspective for Anomaly Detection by Component - Percentage Breakdown of Value Revenues for Solutions and Services for the Years 2015, 2025 & 2030
    • TABLE 89: France Recent Past, Current & Future Analysis for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 90: France Historic Review for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 91: France 15-Year Perspective for Anomaly Detection by Technology - Percentage Breakdown of Value Revenues for Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence for the Years 2015, 2025 & 2030
    • TABLE 92: France Recent Past, Current & Future Analysis for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 93: France Historic Review for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 94: France 15-Year Perspective for Anomaly Detection by End-Use - Percentage Breakdown of Value Revenues for BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses for the Years 2015, 2025 & 2030
  • GERMANY
    • TABLE 95: Germany Recent Past, Current & Future Analysis for Anomaly Detection by Component - Solutions and Services - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 96: Germany Historic Review for Anomaly Detection by Component - Solutions and Services Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 97: Germany 15-Year Perspective for Anomaly Detection by Component - Percentage Breakdown of Value Revenues for Solutions and Services for the Years 2015, 2025 & 2030
    • TABLE 98: Germany Recent Past, Current & Future Analysis for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 99: Germany Historic Review for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 100: Germany 15-Year Perspective for Anomaly Detection by Technology - Percentage Breakdown of Value Revenues for Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence for the Years 2015, 2025 & 2030
    • TABLE 101: Germany Recent Past, Current & Future Analysis for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 102: Germany Historic Review for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 103: Germany 15-Year Perspective for Anomaly Detection by End-Use - Percentage Breakdown of Value Revenues for BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses for the Years 2015, 2025 & 2030
  • ITALY
    • TABLE 104: Italy Recent Past, Current & Future Analysis for Anomaly Detection by Component - Solutions and Services - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 105: Italy Historic Review for Anomaly Detection by Component - Solutions and Services Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 106: Italy 15-Year Perspective for Anomaly Detection by Component - Percentage Breakdown of Value Revenues for Solutions and Services for the Years 2015, 2025 & 2030
    • TABLE 107: Italy Recent Past, Current & Future Analysis for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 108: Italy Historic Review for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 109: Italy 15-Year Perspective for Anomaly Detection by Technology - Percentage Breakdown of Value Revenues for Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence for the Years 2015, 2025 & 2030
    • TABLE 110: Italy Recent Past, Current & Future Analysis for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 111: Italy Historic Review for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 112: Italy 15-Year Perspective for Anomaly Detection by End-Use - Percentage Breakdown of Value Revenues for BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses for the Years 2015, 2025 & 2030
  • UNITED KINGDOM
    • TABLE 113: UK Recent Past, Current & Future Analysis for Anomaly Detection by Component - Solutions and Services - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 114: UK Historic Review for Anomaly Detection by Component - Solutions and Services Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 115: UK 15-Year Perspective for Anomaly Detection by Component - Percentage Breakdown of Value Revenues for Solutions and Services for the Years 2015, 2025 & 2030
    • TABLE 116: UK Recent Past, Current & Future Analysis for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 117: UK Historic Review for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 118: UK 15-Year Perspective for Anomaly Detection by Technology - Percentage Breakdown of Value Revenues for Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence for the Years 2015, 2025 & 2030
    • TABLE 119: UK Recent Past, Current & Future Analysis for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 120: UK Historic Review for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 121: UK 15-Year Perspective for Anomaly Detection by End-Use - Percentage Breakdown of Value Revenues for BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses for the Years 2015, 2025 & 2030
  • REST OF EUROPE
    • TABLE 122: Rest of Europe Recent Past, Current & Future Analysis for Anomaly Detection by Component - Solutions and Services - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 123: Rest of Europe Historic Review for Anomaly Detection by Component - Solutions and Services Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 124: Rest of Europe 15-Year Perspective for Anomaly Detection by Component - Percentage Breakdown of Value Revenues for Solutions and Services for the Years 2015, 2025 & 2030
    • TABLE 125: Rest of Europe Recent Past, Current & Future Analysis for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 126: Rest of Europe Historic Review for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 127: Rest of Europe 15-Year Perspective for Anomaly Detection by Technology - Percentage Breakdown of Value Revenues for Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence for the Years 2015, 2025 & 2030
    • TABLE 128: Rest of Europe Recent Past, Current & Future Analysis for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 129: Rest of Europe Historic Review for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 130: Rest of Europe 15-Year Perspective for Anomaly Detection by End-Use - Percentage Breakdown of Value Revenues for BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses for the Years 2015, 2025 & 2030
  • ASIA-PACIFIC
    • Anomaly Detection Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2025 (E)
    • TABLE 131: Asia-Pacific Recent Past, Current & Future Analysis for Anomaly Detection by Component - Solutions and Services - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 132: Asia-Pacific Historic Review for Anomaly Detection by Component - Solutions and Services Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 133: Asia-Pacific 15-Year Perspective for Anomaly Detection by Component - Percentage Breakdown of Value Revenues for Solutions and Services for the Years 2015, 2025 & 2030
    • TABLE 134: Asia-Pacific Recent Past, Current & Future Analysis for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 135: Asia-Pacific Historic Review for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 136: Asia-Pacific 15-Year Perspective for Anomaly Detection by Technology - Percentage Breakdown of Value Revenues for Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence for the Years 2015, 2025 & 2030
    • TABLE 137: Asia-Pacific Recent Past, Current & Future Analysis for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 138: Asia-Pacific Historic Review for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 139: Asia-Pacific 15-Year Perspective for Anomaly Detection by End-Use - Percentage Breakdown of Value Revenues for BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses for the Years 2015, 2025 & 2030
  • REST OF WORLD
    • TABLE 140: Rest of World Recent Past, Current & Future Analysis for Anomaly Detection by Component - Solutions and Services - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 141: Rest of World Historic Review for Anomaly Detection by Component - Solutions and Services Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 142: Rest of World 15-Year Perspective for Anomaly Detection by Component - Percentage Breakdown of Value Revenues for Solutions and Services for the Years 2015, 2025 & 2030
    • TABLE 143: Rest of World Recent Past, Current & Future Analysis for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 144: Rest of World Historic Review for Anomaly Detection by Technology - Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 145: Rest of World 15-Year Perspective for Anomaly Detection by Technology - Percentage Breakdown of Value Revenues for Big Data Analytics, Data Mining & Business Intelligence and Machine Learning & Artificial Intelligence for the Years 2015, 2025 & 2030
    • TABLE 146: Rest of World Recent Past, Current & Future Analysis for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses - Independent Analysis of Annual Revenues in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 147: Rest of World Historic Review for Anomaly Detection by End-Use - BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses Markets - Independent Analysis of Annual Revenues in US$ Million for Years 2015 through 2023 and % CAGR
    • TABLE 148: Rest of World 15-Year Perspective for Anomaly Detection by End-Use - Percentage Breakdown of Value Revenues for BFSI, IT & Telecom, Government & Defense, Manufacturing, Healthcare and Other End-Uses for the Years 2015, 2025 & 2030

IV. COMPETITION