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異常検知の世界市場

Anomaly Detection

出版日
ページ情報
英文 512 Pages
納期
即日から翌営業日
適宜更新あり
価格
価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=146.82円
異常検知の世界市場
出版日: 2025年02月06日
発行: Global Industry Analysts, Inc.
ページ情報: 英文 512 Pages
納期: 即日から翌営業日
GIIご利用のメリット
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  • 概要
  • 目次
概要

異常検知の世界市場は2030年までに168億米ドルに達する見込み

2024年に74億米ドルと推定される異常検知の世界市場は、2024年から2030年にかけて14.8%のCAGRで成長し、2030年には168億米ドルに達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つである異常検知ソリューションは、CAGR 15.3％を記録し、分析期間終了時には127億米ドルに達すると予測されます。異常検知サービス分野の成長率は、分析期間のCAGRで13.2％と推定されます。

米国市場は29億米ドル、中国はCAGR 15.4％で成長すると予測

米国の異常検知市場は2024年に29億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18億米ドルの市場規模に達すると予測され、分析期間2024-2030年のCAGRは15.4%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13.8％と13.6％と予測されています。欧州では、ドイツがCAGR約14.7%で成長すると予測されています。

世界の異常検知市場- 主要動向と促進要因まとめ

異常検知はデータ分析における重要なプロセスであり、標準から大きく逸脱したデータ内のパターンを特定することを含みます。この技術は、不正検知、ネットワークセキュリティ、産業システムの障害検知、ヘルスモニタリングなど、さまざまなアプリケーションに不可欠です。異常値は異常値とも呼ばれ、サイバー攻撃、金融詐欺の試み、機械の誤動作、医療状態など、早急な対応が必要な異常な動作を示すことがあります。異常検知に使用される手法は、ZスコアやGrubbsのテストなどの統計的アプローチから、クラスタリング、ニューラルネットワーク、サポートベクターマシンなどの機械学習テクニックまで多岐にわたります。これらの手法では、過去のデータを分析して正常な動作のベースラインを確立し、それに対して新しいデータポイントを比較して異常を検出します。

異常検知の実装は、機械学習と人工知能の進歩とともに大きく進化してきました。伝統的な統計的手法は、単純なデータセットには効果的ですが、大規模で複雑な高次元データの処理には不十分なことがよくあります。機械学習モデル、特に教師あり学習、教師なし学習、半教師あり学習に基づくモデルは、このようなシナリオにおける異常の特定においてより効果的であることが証明されています。k-meansクラスタリングやオートエンコーダのような教師なし学習モデルは、ラベル付けされた学習データを必要としないため、特に有用です。畳み込みニューラルネットワーク（CNN）やリカレントニューラルネットワーク（RNN）などのディープラーニング技術は、データ内の複雑なパターンや時間的依存関係を学習することで、微妙で複雑な異常を検出する能力をさらに高めています。これらの高度なモデルは、リアルタイム・システムにますます統合され、さまざまな領域で即時の検知と対応能力を提供しています。

異常検知市場の成長は、データ量の増大と複雑化、サイバー脅威の発生率の上昇、人工知能と機械学習技術の進歩など、いくつかの要因によって牽引されています。組織が膨大な量のデータを生成し、それに依存するようになると、このデータの完全性とセキュリティを確保する必要性が最も重要になります。異常検知システムは、潜在的な脅威をリアルタイムで特定し、緩和することで、機密情報を保護し、業務の継続性を維持するために極めて重要です。IoTデバイスの普及とデジタルインフラの拡大により、堅牢な異常検知ソリューションの需要はさらに高まっています。AIと機械学習における技術の進歩は、異常検知システムの精度と効率を大幅に向上させ、あらゆる規模の企業にとってより利用しやすく、拡張性の高いものとなっています。さらに、データセキュリティとプライバシーコンプライアンスを義務付ける規制要件や業界標準が、高度な異常検知テクノロジーの採用を後押ししています。このような動向が続く中、異常検知市場は、プロアクティブで洗練されたデータモニタリングとセキュリティソリューションへの継続的なニーズにより、大幅な成長が見込まれています。

セグメント

コンポーネント（ソリューション、サービス）;テクノロジー（ビッグデータ分析、データマイニング＆ビジネスインテリジェンス、機械学習＆人工知能）;エンドユーザー（BFSI、IT＆テレコム、政府＆防衛、製造、ヘルスケア、その他エンドユーザー）

調査対象企業の例（全94社）

  • 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
  • その他欧州
  • アジア太平洋
  • その他の地域

第4章 競合

目次
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