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市場調查報告書
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1642055

異常檢測:市場佔有率分析、產業趨勢與統計、成長預測(2025-2030)

Anomaly Detection - Market Share Analysis, Industry Trends & Statistics, Growth Forecasts (2025 - 2030)

出版日期: | 出版商: Mordor Intelligence | 英文 120 Pages | 商品交期: 2-3個工作天內

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簡介目錄

預測期內,異常檢測市場預計將以 16.22% 的複合年成長率成長。

異常檢測-市場-IMG1

傳統統計方法正在被生成對抗網路 (GAN)、變分自動編碼器 (Vaes) 和循環神經網路 (RNN) 等現代技術所取代,這些技術增強了各種系統中異常的識別能力。此外,對大規模資料儲存設施和即時分析的需求不斷成長,推動了異常檢測系統的採用。

主要亮點

  • 異常檢測涉及識別表明業務或流程發生異常變化的異常,而不是遵循可預測的資料或模式。除了詐欺偵測、系統健康監控和入侵偵測之外,異常偵測還可用於其他目的。
  • 隨著連網裝置數量的快速成長,它們產生的資料量非常龐大,管理這些資訊已成為一項重大挑戰。異常檢測可能會克服這一差距並在預測期內促進市場成長。
  • 資料外洩通常意味著消費者身分被盜。一旦受到攻擊,詐騙就可以進行詐欺購買、更改清單資訊、建立虛假評論、更改帳戶資料以及向銀行帳戶付款。
  • 由於這種成長,異常檢測市場預計將在預測期內成長,多種連網設備將用於銀行和金融服務、醫療保健、製造業、IT 和通訊、國防和政府等領域。
  • 預測期內異常檢測成長面臨的主要挑戰是成本上升和來自開放原始碼替代品的競爭,這可能會使組織難以採用這些工具和解決方案。

異常檢測市場趨勢

BFSI 預計將佔據大部分市場佔有率

  • 由於廣泛的網路框架和敏感的客戶訊息,BFSI 行業面臨多次資料外洩和網路攻擊。因此,行業內的公司正在尋找替代解決方案,這可能會在預測期內加強異常檢測市場。
  • 業務涉及銀行員工、客戶和海外代理商進行的廣泛活動和交易。鑑於這些活動的複雜性,需要持續監控以確保銀行及其最終客戶不會受到此類惡意活動的嚴重打擊。基於這些原因,組織正在開發解決方案和服務來檢測異常。
  • 業務涉及銀行員工、客戶和獨立機構所進行的一系列常規和非常規活動和交易。這些活動的性質很難描述。需要持續監控以避免各種可能對銀行及其客戶造成不利影響的不適當和不規則活動。因此,在該領域提供解決方案和服務的公司有巨大的機會緩解這些異常現象。
  • 此外,數位化程度的提高使銀行和金融機構能夠透過線上入口網站更有效率地提供銀行服務,從而提供更好的客戶服務。因此,產生了大量資料,安全地處理這些關鍵資訊變得至關重要。

北美佔最大市場佔有率

  • 美國聯邦貿易委員會(FTC)指出,與付款和銀行服務相關的身份盜竊在美國十分普遍,這可能導致更廣泛地採用異常檢測解決方案和服務。
  • 北美率先推行自帶裝置 (BYOD) 文化,推動了 BYOD 的廣泛採用。因此,主要企業開始尋找能夠確保業務相關資訊安全的解決方案和服務,這可能會導致該地區異常檢測市場的擴大。
  • 區域性公司為其客戶提供異常檢測領域更廣泛的解決方案,提供更先進的功能和特性。
  • 此外,該全部區域互聯設備數量的不斷增加,加上詐騙和網路攻擊的發生率不斷上升,推動了對異常檢測的需求,加速了該領域的市場成長。
  • 線上演算法、學習增量方法、滑動技術等異常檢測系統的採用是各個領域用於高效傳輸資料的最新基於批次視窗的異常檢測技術,並且受到對大容量資料儲存單元和即時資料分析的需求的推動。

異常檢測行業概況

Cisco、WSO2 和微軟等主要企業主導著異常檢測市場競爭。整體來看,一個產業內競爭對手之間的敵意比較高。透過策略聯盟、合併和收購,市場參與者可以立足於為客戶提供更好的解決方案和產品。

今年 6 月,思科宣布了「思科網路雲端」的願景,這是一個支援內部部署和雲端營運模式的整合管理平台。這些創新包括 SSO、API 金鑰交換/儲存庫、永續資料中心網路解決方案以及透過 Cisco ThousandEyes 擴展的網路保證。思科網路雲端透過更靈活的思科 Catalyst 交換器堆疊、增強的資料中心電力和能源消耗可視性以及可提高網路營運商效能和視覺性的新 AI資料中心藍圖,大大簡化了 IT。

兩家公司於 3 月宣布擴大夥伴關係,透過將 Google Cloud Contact Center AI 與 Verint 的客戶參與平台結合,協助提高客服中心的效能。 Verint 的客戶經驗自動化解決方案與 Google Cloud 的 Contact Center AICCAI 平台的結合非常無縫,Verint 平台獨特的開放式架構也是如此。透過此次合作,企業可以使用 Verint 解決方案透過 CX 自動化來縮小參與能力差距。這種強大的跨平台方法為尋求最佳解決方案的組織提供了必要的功能。

其他福利:

  • Excel 格式的市場預測 (ME) 表
  • 3 個月的分析師支持

目錄

第 1 章 簡介

  • 研究假設和市場定義
  • 研究範圍

第2章調查方法

第3章執行摘要

第4章 市場洞察

  • 市場概況
  • 產業吸引力-波特五力分析
    • 供應商的議價能力
    • 購買者/消費者的議價能力
    • 新進入者的威脅
    • 替代品的威脅
    • 競爭對手之間的競爭

第5章 市場動態

  • 市場促進因素
    • 網路犯罪的興起
    • 軟體測試中擴大採用異常檢測解決方案
  • 市場限制
    • 開放原始碼替代品構成威脅

第6章 市場細分

  • 按類型
    • 解決方案
    • 服務
  • 按最終用戶產業
    • BFSI
    • 製造業
    • 衛生保健
    • 資訊科技/通訊
    • 其他最終用戶產業
  • 按部署
    • 本地
  • 按地區
    • 北美洲
      • 美國
      • 加拿大
    • 歐洲
      • 英國
      • 德國
      • 法國
    • 亞洲
      • 澳洲
      • 日本
      • 印度
    • 拉丁美洲
    • 中東和非洲

第7章 競爭格局

  • 公司簡介
    • Verint Systems Inc.
    • Broadcom Inc.(Symantec Corporation)
    • WSO2 Inc.
    • Microsoft Corporation
    • Cisco Systems Inc.
    • IBM Corporation
    • Wipro Limited
    • Trend Micro Incorporated
    • SAS Institute Inc.
    • Happiest Minds Technologies Pvt. Ltd
    • Guardian Analytics Inc.

第8章投資分析

第9章 市場機會與未來趨勢

簡介目錄
Product Code: 66411

The Anomaly Detection Market is expected to register a CAGR of 16.22% during the forecast period.

Anomaly Detection - Market - IMG1

The traditional statistical approaches are being replaced with modern methods, such as Generative Adversarial Networks (GAN), variational autoencoders (Vaes), and Recurrent Neural Networks (RNNs), thereby enhancing the identification of anomalies across various systems. In addition, the adoption of anomaly detection systems has been increased by a growing demand for significant data storage devices and real-time analysis.

Key Highlights

  • Anomaly detection is the identification of anomalies that indicate unusual shifts in operations and processes rather than following predictable data or patterns. In addition to fraud detection, system health monitoring, and intrusion detection, anomaly detection can be used for other purposes.
  • As the number of connected devices increases rapidly, the amount of data generated by these devices is enormous, making it a critical task to manage this information, which could lead to the loss of valuable information. Anomaly detection could overcome this gap, increasing market growth during the forecast period.
  • The breach of data usually means identity theft to the consumer. Fraudsters can make fraudulent purchases, modify listing information, create false reviews, or change account data to take payments into their bank accounts once compromised.
  • The market for anomaly detection As a result of this increase, it is expected to grow during the forecast period, and several connected devices are in sectors such as banking, financial services, health care, manufacturing, information technology, telecommunications, defense, and government.
  • The main challenges to the growth of anomaly detection during that period are expected to be rising costs and competition from opensource alternatives, which would make it more difficult for organizations to adopt tools and solutions while there is also a lack of qualified workers in areas such as solution development and incidence of asymmetrical faults within Open Source models.

Anomaly Detection Market Trends

BFSI is Expected to Hold a Significant Part of the Market Share

  • It faces several data breaches and cyber attacks due to its extensive network framework and essential customer information in the BFSI sector. Consequently, companies within the industry have been looking for alternate solutions that will likely strengthen the anomaly detection market during the forecast period.
  • The banking operation includes various activities and transactions carried out by staff, customers, and foreign agents. Given the complexities of these activities, continuous monitoring is required to ensure that a bank or its end customers are hit significantly by any such malicious activity. For these reasons, solutions and services for detecting anomalies are being developed by organizations.
  • Several periodic and occasional activities and transactions carried out by staff, clients, and independent agencies shall be included in banking operations. It is very difficult to describe the nature of these activities. It calls for continuous monitoring to avoid an adverse effect on the bank or its customers due to various inappropriate and random actions. Therefore, firms offering solutions and services in this area have a huge opportunity to mitigate these anomalies.
  • In addition, the increase in digitization has enabled banks and financial institutions to offer banking services more efficiently through online portals, allowing them to provide better customer service. This has led to the development of large quantities of data, making it vital that critical information be handled safely and securely.

North America Holds the Largest Share in the Market

  • The Federal Trade Commission pointed out that identity theft related to payment and banking services in the United States is widespread, which could lead to increased adoption of Anomaly Detection Solutions and Services.
  • North America is a pioneer in the bring-your-own-device (BYOD) culture, which has resulted in its wide-scale adoption. In doing so, the companies have started searching for solutions and services that enable them to guarantee the security of information relating to business, which could lead to an increase in the area's Anomaly Detection Market.
  • Regional enterprises provide their clients with an extensive range of solutions in the area of anomaly detection and are providing more advanced features and functionalities.
  • In addition, there is also a strong demand for anomaly detection and an acceleration of market growth in this area due to the increasing number of interconnected devices and rising incidences of fraud and cyber-attacks throughout the region.
  • Adopting anomaly detection systems as online algorithms, learning incremental approaches, and sliding techniques are among the modern batch window-based anomaly detection techniques used by different sectors to stream data efficiently has been stimulated by the need for large data storage units and real-time data analysis.

Anomaly Detection Industry Overview

Some key players, such as Cisco Systems Inc., WSO2 Inc., Microsoft Corporation, etc., govern the anomaly detection market competition. Overall, the competitive rivalry within the industry is relatively high. Through strategic partnerships, mergers, and acquisitions, the companies in the market can maintain their foothold to provide better solutions and products to their customers.

Cisco announced its vision for Cisco Networking Cloud, an integrated management platform experience for both on-premise and cloud operating models, in June this year. These innovations include SSO, API key exchange/repository, sustainable data center networking solutions, and expanded network assurance with Cisco ThousandEyes.Cisco Networking Cloud will dramatically simplify IT with a more flexible Cisco Catalyst switch stack, improved visibility into data center power and energy consumption, and new AI data center blueprints to enhance performance and visibility for network operators.

Through Google Cloud Contact Center AI integration with Verint's customer engagement Platform, the two companies have announced an enhanced partnership to help improve contact center performance in March this year. Combining its customer experience automation solutions with Google Cloud's Contact Center AICCAI platform is as seamless as the Verint Platform's unique open architecture. Through this collaboration, organizations can use Verint's solutions to close the Engagement capacity gap with CX automation. This robust platform-to-platform approach offers essential capabilities for organizations seeking best-of-breed solutions.

Additional Benefits:

  • The market estimate (ME) sheet in Excel format
  • 3 months of analyst support

TABLE OF CONTENTS

1 INTRODUCTION

  • 1.1 Study Assumptions and Market Definition
  • 1.2 Scope of the Study

2 RESEARCH METHODOLOGY

3 EXECUTIVE SUMMARY

4 MARKET INSIGHTS

  • 4.1 Market Overview
  • 4.2 Industry Attractiveness - Porter's Five Forces Analysis
    • 4.2.1 Bargaining Power of Suppliers
    • 4.2.2 Bargaining Power of Buyers/Consumers
    • 4.2.3 Threat of New Entrants
    • 4.2.4 Threat of Substitute Products
    • 4.2.5 Intensity of Competitive Rivalry

5 MARKET DYNAMICS

  • 5.1 Market Drivers
    • 5.1.1 Increasing Number of Cyber Crimes
    • 5.1.2 Increasing Adoption of Anomaly Detection Solutions in Software Testing
  • 5.2 Market Restraints
    • 5.2.1 Open Source Alternatives Pose as a Threat

6 MARKET SEGMENTATION

  • 6.1 By Type
    • 6.1.1 Solutions
    • 6.1.2 Service
  • 6.2 By End-user Industry
    • 6.2.1 BFSI
    • 6.2.2 Manufacturing
    • 6.2.3 Healthcare
    • 6.2.4 IT and Telecommunications
    • 6.2.5 Other End-user Industries
  • 6.3 By Deployment
    • 6.3.1 On-premise
    • 6.3.2 Cloud
  • 6.4 By Geography
    • 6.4.1 North America
      • 6.4.1.1 United States
      • 6.4.1.2 Canada
    • 6.4.2 Europe
      • 6.4.2.1 United Kingdom
      • 6.4.2.2 Germany
      • 6.4.2.3 France
    • 6.4.3 Asia
      • 6.4.3.1 Australia
      • 6.4.3.2 Japan
      • 6.4.3.3 India
    • 6.4.4 Latin America
    • 6.4.5 Middle East and Africa

7 COMPETITIVE LANDSCAPE

  • 7.1 Company Profiles
    • 7.1.1 Verint Systems Inc.
    • 7.1.2 Broadcom Inc. (Symantec Corporation)
    • 7.1.3 WSO2 Inc.
    • 7.1.4 Microsoft Corporation
    • 7.1.5 Cisco Systems Inc.
    • 7.1.6 IBM Corporation
    • 7.1.7 Wipro Limited
    • 7.1.8 Trend Micro Incorporated
    • 7.1.9 SAS Institute Inc.
    • 7.1.10 Happiest Minds Technologies Pvt. Ltd
    • 7.1.11 Guardian Analytics Inc.

8 INVESTMENT ANALYSIS

9 MARKET OPPORTUNITIES AND FUTURE TRENDS