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市場調查報告書
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1776726

2032 年零信任安全市場預測:按組件、解決方案類型、身份驗證類型、部署模式、組織規模、最終用戶和地區進行的全球分析

Zero Trust Security Market Forecasts to 2032 - Global Analysis By Component, Solution Type, Authentication Type, Deployment Mode, Organization Size, End User and By Geography

出版日期: | 出版商: Stratistics Market Research Consulting | 英文 200+ Pages | 商品交期: 2-3個工作天內

價格

根據 Stratistics MRC 的數據,全球零信任安全市場預計在 2025 年達到 432 億美元,到 2032 年將達到 1,428 億美元,預測期內的複合年成長率為 18.6%。

零信任安全是一種基於「永不信任,始終檢驗」原則的網路安全框架。零信任並非假設組織網路中的一切都安全無虞,而是將每個使用者、裝置和應用程式視為潛在威脅。它強制執行嚴格的身份驗證、最小權限訪問,並持續監控網路上所有互動(包括內部和外部)。透過最大限度地減少攻擊面並防止橫向移動,零信任增強了對資料外洩和網路攻擊的防護。這種方法也適用於雲端運算和遠端辦公等現代 IT 環境,無論位置、設備或網路來源如何,都能確保安全。

根據查核點 Software Technologies的調查,2022年第三季全球網路攻擊比2021年增加了28%。

網路威脅日益增多

網路威脅的激增引發了零信任安全市場的快速擴張。隨著攻擊日益複雜,企業正在採用「永不信任,始終檢驗」的模式來保護其關鍵資產。這種轉變正在加速對身分驗證、端點保護和微分段的投資。監管壓力和遠距辦公趨勢進一步增加了需求,使得零信任不僅僅是一個安全框架,更是企業尋求最小化風險和確保韌性的策略必要事項。

實施成本高

高昂的實施成本,尤其對於中小型企業而言,嚴重阻礙了零信任安全市場的成長。對先進工具、熟練人員和基礎設施升級的需求構成了經濟壁壘,阻礙了其應用。這些前期投資往往超過短期收益,導致企業投資謹慎。結果,許多企業推遲或縮減了零信任部署,減緩了市場擴張,並阻礙了零信任安全優勢的廣泛應用。

雲端採用和遠端工作

雲端技術的採用和遠端辦公的興起是零信任安全市場的主要驅動力。隨著企業轉向混合環境,保護分散式存取變得至關重要。零信任基於身分、特定於存取的架構非常適合跨雲端平台和遠端端點保護資料。這一趨勢推動了對持續身份驗證、設備監控和安全存取控制的需求。工作文化的轉變與數位轉型相結合,使零信任成為無邊界企業環境中安全、敏捷營運的關鍵推動因素。

舊有系統整合

舊有系統整合是零信任安全應用的主要障礙,因為過時的基礎架構不支援多因素身分驗證和動態存取控制等現代通訊協定。這些系統通常依賴基於靜態邊界的防禦,這使得微分段和持續監控變得困難。整合挑戰增加了部署成本和複雜性,從而減緩了市場成長。組織難以將零信任原則融入僵化的遺留環境中,這阻礙了擴充性,並延遲了全面的安全現代化。

COVID-19的影響

新冠疫情導致遠距辦公激增,傳統網路邊界瓦解,顯著加速了零信任安全的採用。隨著企業面臨日益成長的網路威脅,並迅速轉向雲端基礎營運,對持續身份驗證和嚴格存取控制的需求也隨之成長。零信任框架在保護終端、協作工具和敏感資料方面日益流行,推動了市場成長。這種轉變再形成了網路安全戰略,使零信任成為後疫情時代數位環境中的基本方法。

安全分析領域預計將成為預測期內最大的領域

透過利用人工智慧和機器學習,安全分析可以深入了解使用者行為、網路異常和潛在漏洞。這使得企業能夠即時做出數據驅動的存取決策,並與零信任原則無縫銜接。隨著網路攻擊日益複雜,對智慧自適應安全解決方案的需求也日益成長,這使得安全分析成為企業防禦創新和信任的關鍵驅動力。

預計醫療保健產業在預測期內將實現最高複合年成長率

由於資料保護和合規性需求的不斷成長,預計醫療保健領域將在預測期內實現最高成長率。隨著互聯醫療設備和敏感患者資料的激增,零信任技術能夠提供精細的存取控制和持續監控,這對於保障醫療保健生態系統的安全至關重要。針對醫院和數位醫療平台的網路攻擊日益增多,進一步刺激了這項需求。隨著醫療保健提供者對其基礎設施進行現代化升級並採用遠端醫療,零信任已成為確保患者隱私、信任和系統彈性的基本策略。

比最大的地區

在預測期內,由於數位轉型的快速發展、日益成長的網路威脅以及雲端基礎設施的不斷擴張,亞太地區預計將佔據最大的市場佔有率。印度、日本和澳洲等國家正在採用零信任技術,以滿足嚴格的監管標準並保護其遠距辦公員工。該地區多元化的經濟和日益增強的資料保護意識,正在推動對基於身分的自適應安全框架的需求。隨著企業對其IT系統進行現代化升級,零信任正逐漸成為建構具有彈性、合規且面向未來的網路安全架構的戰略支柱。

複合年成長率最高的地區:

預計北美地區在預測期內的複合年成長率最高。這歸因於先進的數位基礎設施和日益加劇的網路威脅。積極主動的網路安全措施,尤其是在金融、醫療保健和政府機構等領域,正在加速零信任的採用。備受矚目的資料外洩事件和遠端辦公趨勢進一步凸顯了以身分為中心的持續檢驗模型的必要性。在人工智慧主導的安全和雲端轉型方面的大力投資,使北美將零信任定位為現代企業韌性和合規性的基石。

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目錄

第1章執行摘要

第2章 前言

  • 概述
  • 相關利益者
  • 調查範圍
  • 調查方法
    • 資料探勘
    • 數據分析
    • 數據檢驗
    • 研究途徑
  • 研究材料
    • 主要研究資料
    • 次級研究資訊來源
    • 先決條件

第3章市場走勢分析

  • 驅動程式
  • 抑制因素
  • 機會
  • 威脅
  • 最終用戶分析
  • 新興市場
  • COVID-19的影響

第4章 波特五力分析

  • 供應商的議價能力
  • 買家的議價能力
  • 替代品的威脅
  • 新進入者的威脅
  • 競爭對手之間的競爭

5. 全球零信任安全市場(按組件)

  • 解決方案
  • 服務

6. 全球零信任安全市場(按解決方案類型)

  • 網路安全
  • 資料安全
  • 端點安全
  • 安全分析
  • 身分和存取管理 (IAM)
  • 其他解決方案類型

7. 全球零信任安全市場(依身分驗證類型)

  • 單因素身份驗證
  • 多因素身份驗證

8. 全球零信任安全市場(依部署模式)

  • 本地

9. 全球零信任安全市場(依組織規模)

  • 小型企業
  • 主要企業

第 10 章。全球零信任安全市場(按最終用戶)

  • IT 和物品
  • BFSI
  • 衛生保健
  • 零售
  • 政府和國防
  • 能源與公共產業
  • 製造業
  • 其他最終用戶

第 11 章:全球零信任安全市場(按地區)

  • 北美洲
    • 美國
    • 加拿大
    • 墨西哥
  • 歐洲
    • 德國
    • 英國
    • 義大利
    • 法國
    • 西班牙
    • 其他歐洲國家
  • 亞太地區
    • 日本
    • 中國
    • 印度
    • 澳洲
    • 紐西蘭
    • 韓國
    • 其他亞太地區
  • 南美洲
    • 阿根廷
    • 巴西
    • 智利
    • 南美洲其他地區
  • 中東和非洲
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 卡達
    • 南非
    • 其他中東和非洲地區

第12章 重大進展

  • 協議、夥伴關係、合作和合資企業
  • 收購與合併
  • 新產品發布
  • 業務擴展
  • 其他關鍵策略

第13章:企業概況

  • Cisco Systems, Inc.
  • Palo Alto Networks, Inc.
  • IBM Corporation
  • Microsoft Corporation
  • Zscaler, Inc.
  • Akamai Technologies, Inc.
  • Okta, Inc.
  • Fortinet, Inc.
  • Broadcom Inc.
  • VMware, Inc.
  • Trend Micro Incorporated
  • Check Point Software Technologies Ltd.
  • McAfee, LLC
  • CrowdStrike Holdings, Inc.
  • Illumio, Inc.
  • Forcepoint LLC
  • Google LLC
  • RSA Security LLC
  • Citrix Systems, Inc.
Product Code: SMRC30057

According to Stratistics MRC, the Global Zero Trust Security Market is accounted for $43.2 billion in 2025 and is expected to reach $142.8 billion by 2032 growing at a CAGR of 18.6% during the forecast period. Zero Trust Security is a cybersecurity framework based on the principle "never trust, always verify." Instead of assuming everything inside an organization's network is safe; Zero Trust treats every user, device, and application as a potential threat. It enforces strict identity verification, least-privilege access, and continuous monitoring of all interactions across networks, whether internal or external. By minimizing the attack surface and preventing lateral movement, Zero Trust strengthens protection against data breaches and cyberattacks. This approach adapts to modern IT environments like cloud computing and remote work, ensuring that security is maintained regardless of location, device, or network origin.

According to research by Check Point Software Technologies Ltd., global cyberattacks increased by 28% in the third quarter of 2022 compared to 2021.

Market Dynamics:

Driver:

Rising Cyber Threats

The surge in cyber threats has become a catalyst for the rapid expansion of the Zero Trust Security market. As attacks grow more sophisticated, organizations are increasingly adopting the "never trust, always verify" model to safeguard critical assets. This shift accelerates investments in identity verification, endpoint protection, and micro-segmentation. Regulatory pressures and remote work trends further fuel demand, making Zero Trust not just a security framework but a strategic imperative for enterprises aiming to minimize risk and ensure resilience.

Restraint:

High Implementation Costs

High implementation costs significantly hinder the growth of the Zero Trust Security market, especially for small and mid-sized enterprises. The need for advanced tools, skilled personnel, and infrastructure upgrades creates financial barriers that delay adoption. These upfront expenses often outweigh perceived short-term benefits, leading to cautious investment. As a result, many organizations postpone or scale back Zero Trust initiatives, slowing market expansion and limiting the widespread realization of its security advantages.

Opportunity:

Cloud Adoption & Remote Work

The rise of cloud adoption and remote work has significantly propelled the Zero Trust Security market. As organizations shift to hybrid environments, securing decentralized access becomes crucial. Zero Trust's identity-based, access-focused architecture is ideal for protecting data across cloud platforms and remote endpoints. This trend boosts demand for continuous authentication, device monitoring, and secure access controls. The shift in work culture, combined with digital transformation, positions Zero Trust as a vital enabler of secure and agile operations in a borderless enterprise world.

Threat:

Legacy System Integration

Legacy system integration poses a major obstacle to Zero Trust Security adoption, as outdated infrastructures lack support for modern protocols like multi-factor authentication and dynamic access controls. These systems often rely on static, perimeter-based defenses, making micro-segmentation and continuous monitoring difficult. Integration challenges increase implementation costs and complexity, slowing market growth. Organizations struggle to retrofit Zero Trust principles into rigid legacy environments, hindering scalability and delaying full security modernization.

Covid-19 Impact

The COVID-19 pandemic significantly accelerated the adoption of Zero Trust Security as remote work surged and traditional network perimeters dissolved. Organizations faced heightened cyber threats and rapidly shifted to cloud-based operations, prompting a need for continuous authentication and strict access controls. Zero Trust frameworks gained traction for securing endpoints, collaboration tools, and sensitive data, driving market growth. This shift reshaped cybersecurity strategies, making Zero Trust a foundational approach in the post-pandemic digital landscape.

The security analytics segment is expected to be the largest during the forecast period

The security analytics segment is expected to account for the largest market share during the forecast period as Leveraging AI and machine learning; security analytics provides deep visibility into user behavior, network anomalies, and potential breaches. This empowers organizations to make data-driven access decisions in real time, aligning seamlessly with Zero Trust principles. As cyberattacks become more sophisticated, the demand for intelligent, adaptive security solutions grows-positioning security analytics as a critical driver of innovation and trust within enterprise defenses.

The healthcare segment is expected to have the highest CAGR during the forecast period

Over the forecast period, the healthcare segment is predicted to witness the highest growth rate, due to its heightened need for data protection and regulatory compliance. With the proliferation of connected medical devices and sensitive patient data, Zero Trust provides granular access controls and continuous monitoring-essential for safeguarding healthcare ecosystems. Rising cyberattacks on hospitals and digital health platforms further amplify demand. As healthcare providers modernize infrastructure and embrace telemedicine, Zero Trust emerges as a foundational strategy to ensure patient privacy, trust, and system resilience.

Region with largest share:

During the forecast period, the Asia Pacific region is expected to hold the largest market share due to rapid digital transformation, rising cyber threats, and expanding cloud infrastructure. Countries like India, Japan, and Australia are embracing Zero Trust to meet stringent regulatory standards and secure remote workforces. The region's diverse economies and growing awareness of data protection are fueling demand for identity-based, adaptive security frameworks. As organizations modernize IT systems, Zero Trust emerges as a strategic pillar for resilient, compliant, and future-ready cybersecurity architectures.

Region with highest CAGR:

Over the forecast period, the North America region is anticipated to exhibit the highest CAGR, owing to advanced digital infrastructure, and escalating cyber threats. The region's proactive stance on cybersecurity-especially in sectors like finance, healthcare, and government-has accelerated Zero Trust adoption. High-profile breaches and remote work trends have further underscored the need for identity-centric, continuous verification models. With strong investments in AI-driven security and cloud transformation, North America positions Zero Trust as a cornerstone of modern enterprise resilience and compliance.

Key players in the market

Some of the key players profiled in the Zero Trust Security Market include Cisco Systems, Inc., Palo Alto Networks, Inc., IBM Corporation, Microsoft Corporation, Zscaler, Inc., Akamai Technologies, Inc., Okta, Inc., Fortinet, Inc., Broadcom Inc., VMware, Inc., Trend Micro Incorporated, Check Point Software Technologies Ltd., McAfee, LLC, CrowdStrike Holdings, Inc., Illumio, Inc., Forcepoint LLC, Google LLC, RSA Security LLC and Citrix Systems, Inc.

Key Developments:

In May 2025, Finanz Informatik (FI), the central IT service provider and digitalization partner of the Sparkassen-Finanzgruppe and IBM have extended their successful collaboration with the signing of a new contract. The multi-year contract empowers Finanz Informatik to modernize its infrastructure using IBM's latest mainframe, Power, and storage systems, augmented by AI-enabled watsonx software, and cloud-native technologies like Red Hat OpenShift and IBM AIOps.

In January 2025, Telefonica Tech and IBM announced, a strategic collaboration to integrate IBM's quantum-safe cryptographic tools-including Guardium Quantum Safe, Key Lifecycle Manager, Quantum Safe Explorer, and Quantum Safe Remediator-into Telefonica Tech's cybersecurity services.

Components Covered:

  • Solutions
  • Services

Solution Types Covered:

  • Network Security
  • Data Security
  • Endpoint Security
  • Security Analytics
  • Identity & Access Management (IAM)
  • Other Solution Types

Authentication Types Covered:

  • Single-Factor Authentication
  • Multi-Factor Authentication

Deployment Modes Covered:

  • On-Premises
  • Cloud

Organization Sizes Covered:

  • Small & Medium Enterprises (SMEs)
  • Large Enterprises

End Users Covered:

  • IT & ITES
  • BFSI
  • Healthcare
  • Retail
  • Government & Defense
  • Energy & Utilities
  • Manufacturing
  • Other End Users

Regions Covered:

  • North America
    • US
    • Canada
    • Mexico
  • Europe
    • Germany
    • UK
    • Italy
    • France
    • Spain
    • Rest of Europe
  • Asia Pacific
    • Japan
    • China
    • India
    • Australia
    • New Zealand
    • South Korea
    • Rest of Asia Pacific
  • South America
    • Argentina
    • Brazil
    • Chile
    • Rest of South America
  • Middle East & Africa
    • Saudi Arabia
    • UAE
    • Qatar
    • South Africa
    • Rest of Middle East & Africa

What our report offers:

  • Market share assessments for the regional and country-level segments
  • Strategic recommendations for the new entrants
  • Covers Market data for the years 2022, 2023, 2024, 2026, and 2030
  • Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations)
  • Strategic recommendations in key business segments based on the market estimations
  • Competitive landscaping mapping the key common trends
  • Company profiling with detailed strategies, financials, and recent developments
  • Supply chain trends mapping the latest technological advancements

Free Customization Offerings:

All the customers of this report will be entitled to receive one of the following free customization options:

  • Company Profiling
    • Comprehensive profiling of additional market players (up to 3)
    • SWOT Analysis of key players (up to 3)
  • Regional Segmentation
    • Market estimations, Forecasts and CAGR of any prominent country as per the client's interest (Note: Depends on feasibility check)
  • Competitive Benchmarking
    • Benchmarking of key players based on product portfolio, geographical presence, and strategic alliances

Table of Contents

1 Executive Summary

2 Preface

  • 2.1 Abstract
  • 2.2 Stake Holders
  • 2.3 Research Scope
  • 2.4 Research Methodology
    • 2.4.1 Data Mining
    • 2.4.2 Data Analysis
    • 2.4.3 Data Validation
    • 2.4.4 Research Approach
  • 2.5 Research Sources
    • 2.5.1 Primary Research Sources
    • 2.5.2 Secondary Research Sources
    • 2.5.3 Assumptions

3 Market Trend Analysis

  • 3.1 Introduction
  • 3.2 Drivers
  • 3.3 Restraints
  • 3.4 Opportunities
  • 3.5 Threats
  • 3.6 End User Analysis
  • 3.7 Emerging Markets
  • 3.8 Impact of Covid-19

4 Porters Five Force Analysis

  • 4.1 Bargaining power of suppliers
  • 4.2 Bargaining power of buyers
  • 4.3 Threat of substitutes
  • 4.4 Threat of new entrants
  • 4.5 Competitive rivalry

5 Global Zero Trust Security Market, By Component

  • 5.1 Introduction
  • 5.2 Solutions
  • 5.3 Services

6 Global Zero Trust Security Market, By Solution Type

  • 6.1 Introduction
  • 6.2 Network Security
  • 6.3 Data Security
  • 6.4 Endpoint Security
  • 6.5 Security Analytics
  • 6.6 Identity & Access Management (IAM)
  • 6.7 Other Solution Types

7 Global Zero Trust Security Market, By Authentication Type

  • 7.1 Introduction
  • 7.2 Single-Factor Authentication
  • 7.3 Multi-Factor Authentication

8 Global Zero Trust Security Market, By Deployment Mode

  • 8.1 Introduction
  • 8.2 On-Premises
  • 8.3 Cloud

9 Global Zero Trust Security Market, By Organization Size

  • 9.1 Introduction
  • 9.2 Small & Medium Enterprises (SMEs)
  • 9.3 Large Enterprises

10 Global Zero Trust Security Market, By End User

  • 10.1 Introduction
  • 10.2 IT & ITES
  • 10.3 BFSI
  • 10.4 Healthcare
  • 10.5 Retail
  • 10.6 Government & Defense
  • 10.7 Energy & Utilities
  • 10.8 Manufacturing
  • 10.9 Other End Users

11 Global Zero Trust Security Market, By Geography

  • 11.1 Introduction
  • 11.2 North America
    • 11.2.1 US
    • 11.2.2 Canada
    • 11.2.3 Mexico
  • 11.3 Europe
    • 11.3.1 Germany
    • 11.3.2 UK
    • 11.3.3 Italy
    • 11.3.4 France
    • 11.3.5 Spain
    • 11.3.6 Rest of Europe
  • 11.4 Asia Pacific
    • 11.4.1 Japan
    • 11.4.2 China
    • 11.4.3 India
    • 11.4.4 Australia
    • 11.4.5 New Zealand
    • 11.4.6 South Korea
    • 11.4.7 Rest of Asia Pacific
  • 11.5 South America
    • 11.5.1 Argentina
    • 11.5.2 Brazil
    • 11.5.3 Chile
    • 11.5.4 Rest of South America
  • 11.6 Middle East & Africa
    • 11.6.1 Saudi Arabia
    • 11.6.2 UAE
    • 11.6.3 Qatar
    • 11.6.4 South Africa
    • 11.6.5 Rest of Middle East & Africa

12 Key Developments

  • 12.1 Agreements, Partnerships, Collaborations and Joint Ventures
  • 12.2 Acquisitions & Mergers
  • 12.3 New Product Launch
  • 12.4 Expansions
  • 12.5 Other Key Strategies

13 Company Profiling

  • 13.1 Cisco Systems, Inc.
  • 13.2 Palo Alto Networks, Inc.
  • 13.3 IBM Corporation
  • 13.4 Microsoft Corporation
  • 13.5 Zscaler, Inc.
  • 13.6 Akamai Technologies, Inc.
  • 13.7 Okta, Inc.
  • 13.8 Fortinet, Inc.
  • 13.9 Broadcom Inc.
  • 13.10 VMware, Inc.
  • 13.11 Trend Micro Incorporated
  • 13.12 Check Point Software Technologies Ltd.
  • 13.13 McAfee, LLC
  • 13.14 CrowdStrike Holdings, Inc.
  • 13.15 Illumio, Inc.
  • 13.16 Forcepoint LLC
  • 13.17 Google LLC
  • 13.18 RSA Security LLC
  • 13.19 Citrix Systems, Inc.

List of Tables

  • Table 1 Global Zero Trust Security Market Outlook, By Region (2024-2032) ($MN)
  • Table 2 Global Zero Trust Security Market Outlook, By Component (2024-2032) ($MN)
  • Table 3 Global Zero Trust Security Market Outlook, By Solutions (2024-2032) ($MN)
  • Table 4 Global Zero Trust Security Market Outlook, By Services (2024-2032) ($MN)
  • Table 5 Global Zero Trust Security Market Outlook, By Solution Type (2024-2032) ($MN)
  • Table 6 Global Zero Trust Security Market Outlook, By Network Security (2024-2032) ($MN)
  • Table 7 Global Zero Trust Security Market Outlook, By Data Security (2024-2032) ($MN)
  • Table 8 Global Zero Trust Security Market Outlook, By Endpoint Security (2024-2032) ($MN)
  • Table 9 Global Zero Trust Security Market Outlook, By Security Analytics (2024-2032) ($MN)
  • Table 10 Global Zero Trust Security Market Outlook, By Identity & Access Management (IAM) (2024-2032) ($MN)
  • Table 11 Global Zero Trust Security Market Outlook, By Other Solution Types (2024-2032) ($MN)
  • Table 12 Global Zero Trust Security Market Outlook, By Authentication Type (2024-2032) ($MN)
  • Table 13 Global Zero Trust Security Market Outlook, By Single-Factor Authentication (2024-2032) ($MN)
  • Table 14 Global Zero Trust Security Market Outlook, By Multi-Factor Authentication (2024-2032) ($MN)
  • Table 15 Global Zero Trust Security Market Outlook, By Deployment Mode (2024-2032) ($MN)
  • Table 16 Global Zero Trust Security Market Outlook, By On-Premises (2024-2032) ($MN)
  • Table 17 Global Zero Trust Security Market Outlook, By Cloud (2024-2032) ($MN)
  • Table 18 Global Zero Trust Security Market Outlook, By Organization Size (2024-2032) ($MN)
  • Table 19 Global Zero Trust Security Market Outlook, By Small & Medium Enterprises (SMEs) (2024-2032) ($MN)
  • Table 20 Global Zero Trust Security Market Outlook, By Large Enterprises (2024-2032) ($MN)
  • Table 21 Global Zero Trust Security Market Outlook, By End User (2024-2032) ($MN)
  • Table 22 Global Zero Trust Security Market Outlook, By IT & ITES (2024-2032) ($MN)
  • Table 23 Global Zero Trust Security Market Outlook, By BFSI (2024-2032) ($MN)
  • Table 24 Global Zero Trust Security Market Outlook, By Healthcare (2024-2032) ($MN)
  • Table 25 Global Zero Trust Security Market Outlook, By Retail (2024-2032) ($MN)
  • Table 26 Global Zero Trust Security Market Outlook, By Government & Defense (2024-2032) ($MN)
  • Table 27 Global Zero Trust Security Market Outlook, By Energy & Utilities (2024-2032) ($MN)
  • Table 28 Global Zero Trust Security Market Outlook, By Manufacturing (2024-2032) ($MN)
  • Table 29 Global Zero Trust Security Market Outlook, By Other End Users (2024-2032) ($MN)

Note: Tables for North America, Europe, APAC, South America, and Middle East & Africa Regions are also represented in the same manner as above.