Managed Network Threat Hunting Services Market Size & Share Analysis - Growth Trends and Forecast (2027 - 2032)

The Managed Network Threat Hunting Services Market Report is Segmented by Service Model (Fully Managed Threat Hunting, and More), Deployment (Cloud-Based, On-Premises, and More), Organization Size (Large Enterprises and SMEs), Network and Telemetry Scope (Physical Enterprise Networks, and More), Industry Vertical (BFSI, Government and Defense, and More), and Geography. The Market Forecasts are Provided in Terms of Value (USD).

Managed Network Threat Hunting Services Market Size and Share

Managed Network Threat Hunting Services Market Size
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Managed Network Threat Hunting Services Market Analysis by Mordor Intelligence

The managed network threat hunting services market size is valued at USD 3.44 billion in 2026 and is projected to reach USD 6.43 billion by 2032, expanding at a CAGR of 11.57% during 2027-2032. Demand is shaped by the speed at which attackers exploit weaknesses and move through corporate networks before internal teams can respond. The managed network threat hunting services market is also shaped by the increasing importance of identity events, cloud logs, and network evidence in a single investigation. Cloud-focused criminal activity, hybrid infrastructure, and SaaS use are extending the telemetry that security teams must review. Buyers are therefore looking for persistent coverage that combines network, identity, endpoint, and cloud evidence rather than periodic investigations. Providers are responding by pairing human analysts with automated triage and by embedding hunting services into broader detection and response platforms. This favors vendors with broad integrations, operational technology coverage, and delivery models that meet local data-handling requirements.

Key Report Takeaways

  • By service model, fully managed delivery held 33.21% of the managed network threat hunting services market share in 2026, while continuous threat hunting is projected to expand at an 11.87% CAGR through 2032.
  • By deployment, cloud-based delivery accounted for 41.27% of the managed network threat hunting services market share in 2026 and is projected to expand at an 11.83% CAGR through 2032.
  • By organization size, large enterprises held 69.34% of revenue in 2026, while small and medium-sized enterprises are projected to expand at an 11.92% CAGR through 2032.
  • By network and telemetry scope, cloud and SaaS networks accounted for 28.37% of revenue in 2026, while OT and industrial control systems are projected to expand at an 11.94% CAGR through 2032.
  • By industry vertical, BFSI held 21.98% of revenue in 2026, while manufacturing is projected to expand at a 12.33% CAGR through 2032.
  • By geography, North America accounted for 41.66% of revenue in 2026, while Asia-Pacific is projected to expand at a 12.14% CAGR through 2032.

Note: Market numbers in this report are based on Mordor Intelligence's proprietary estimation framework, which combines nine months of actuals with Q4 projections for base year 2026.

Managed Network Threat Hunting Services Market Segment Analysis

By Service Model:

Fully Managed Delivery Leads, Continuous Hunting Accelerates

Fully managed delivery held 33.21% of revenue in 2026. The model transfers both daily operations and specialist analysis to an external provider. This is relevant where internal teams cannot recruit or retain enough experienced hunters. SANS found that 61% of respondents considered staffing shortages the leading barrier to effective hunting. Co-managed and hybrid services remain relevant for enterprises that already operate a SOC but need help outside core hours or within specialized OT environments.

Continuous threat hunting is projected to expand at an 11.87% CAGR through 2032. It replaces periodic campaigns with a persistent review of incoming telemetry. CrowdStrike reported that AI agent-triggered detections increased at a rate 2.5 times that of human-triggered detections on its OverWatch platform. ReliaQuest stated that lateral movement can occur in as little as 4 minutes. These conditions reduce the usefulness of infrequent hunting exercises and strengthen demand for continuous service tiers.

Managed Network Threat Hunting Services Market Share by Service Model, 2026
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Managed Network Threat Hunting Services Market Share by Service Model, 2026

By Deployment:

Cloud-Based Delivery Leads Across Share and Growth

Cloud-based delivery accounted for 41.27% of the managed network threat hunting services market size in 2026. The deployment model is suited to organizations operating several cloud environments and SaaS applications. Arctic Wolf entered a strategic collaboration agreement with AWS in October 2025 to integrate the Aurora Platform with AWS security telemetry and the Open Cybersecurity Schema Framework. This type of integration places hunting capability closer to cloud security evidence. It also helps providers normalize data across cloud, SaaS, and on-premises environments.

Cloud-based delivery is projected to expand at an 11.83% CAGR through 2032, the highest rate among deployment models. On-premises delivery remains important for government and defense users who cannot route classified telemetry through external cloud systems. Hybrid environments remain relevant where workloads are split across local and cloud infrastructure. Air-gapped and sovereign deployments form a smaller but strategically important category for critical infrastructure and defense operators. Endace introduced a high-capacity packet-capture model in September 2025, which it said offered sustained 60 Gbps recording and up to 3 petabytes of storage in 5 RU. Lower capture costs can improve the feasibility of hunting in isolated network settings.

By Organization Size:

Enterprise Spending Dominates, SME Momentum Builds

Large enterprises held 69.34% of revenue in 2026. Their multi-site, multi-cloud networks produce a broad volume of data that requires specialist review. They also face compliance requirements under PCI DSS, HIPAA, DORA, and SEC cyber rules. ISACA found that 65% of organizations had unfilled cybersecurity positions in 2025. Fully managed, multi-environment contracts can serve as a practical alternative to building a large internal hunting team.

Small and medium-sized enterprises are projected to expand at an 11.92% CAGR through 2032. Subscription-based delivery can reduce the upfront cost of accessing specialist skills. Cyber-insurance requirements are also increasing the need to show proactive monitoring. N-able found that 90% of MSP respondents expected cybersecurity managed-services revenue to increase in 2025, compared with 80% in the prior year. The same report identified third-party MDR as the leading planned new service addition. MSSPs, therefore, remain a key route for extending managed hunting to the mid-market.

By Network and Telemetry Scope:

Cloud and SaaS Lead, OT Hunting Accelerates

Cloud and SaaS networks held 28.37% of revenue in 2026. SaaS applications are increasingly central to business operations and are a target for credential theft and lateral movement. Identity-focused attacks can cross boundaries that older network sensors were not designed to observe. Hunting across cloud and SaaS environments, therefore, requires visibility into identity events as well as traffic and endpoint activity. This broader evidence set helps investigators follow attack paths that move across applications and infrastructure.

OT and industrial control systems are projected to expand at an 11.94% CAGR through 2032. Dragos documented 2026 activity in which several threat groups progressed from reconnaissance to control-loop mapping. Such activity raises the importance of detecting behavior before it affects physical processes. Manufacturing, energy, and utilities operators often need coverage that can work within constrained or air-gapped environments. Managed services can provide specialist OT expertise that internal IT teams may lack. The segment is strengthened by the broader convergence of IT and operational networks.

Managed Network Threat Hunting Services Market Share by Network and Telemetry Scope, 2026
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Managed Network Threat Hunting Services Market Share by Network and Telemetry Scope, 2026

By Industry Vertical:

BFSI Anchors Revenue, Manufacturing Posts the Highest Growth Rate

BFSI accounted for 21.98% of the managed network threat-hunting services market in 2026. Financial institutions face high levels of attacker interest and extensive monitoring expectations. DORA has added a formal operational resilience requirement for EU financial entities. These organizations can also fund services that include detailed compliance documentation. Government and defense form another important vertical because they operate in classified threat environments and require data-residency controls. Healthcare and life sciences are expanding use as connected devices and health-record systems add more telemetry for security teams to review.

Manufacturing is projected to expand at a 12.33% CAGR through 2032. IBM identified manufacturing as the most attacked industry for the third consecutive year through 2025. Smart-factory deployments are linking IT systems with OT environments, creating more paths for adversaries to reach production assets. This is moving some buyers beyond endpoint-led detection toward network-focused OT hunting. Energy and utilities demand is also increasing as grid and water operators address attacks on critical services. Telecommunications demand is driven by new east-west traffic volumes associated with 5G infrastructure.

Geography Analysis

North America Managed Network Threat Hunting Services Market

North America accounted for 41.66% of revenue in 2026. The United States has a strong demand for federal cybersecurity guidance, SEC reporting rules, defense-related compliance requirements, and mature cyber-insurance practices, which increase the need for evidence of proactive monitoring. Canada is a significant secondary market in financial services and energy, while Mexico presents an emerging opportunity as near-shoring expands industrial OT environments. CISA's 2025 advisory on IT-to-OT segmentation failures at a U.S. critical infrastructure organization highlights the unaddressed gaps that managed providers can address.

Europe Managed Network Threat Hunting Services Market

Europe is the second-largest regional market. Germany, the United Kingdom, and France are the principal contributors, and the NIS2 Directive has broadened the scope of organizations subject to cybersecurity obligations across essential sectors. Industrial companies in Germany are showing greater interest in OT-specific network hunting as automotive and machinery supply chains face higher cyber risk. Nomios launched Guardian xMDR in April 2026 from a Dutch SOC, using Palo Alto Networks Cortex XDR for the Benelux and wider European market. GDPR-related data limits are encouraging providers to invest in local processing capabilities, which can raise entry requirements while improving the position of established operators.

APAC, MEA and South America Managed Network Threat Hunting Services Market

Asia-Pacific is projected to expand at a 12.14% CAGR through 2032, making it the fastest-growing region. Demand is supported by digitalization, state-sponsored activity, sovereign SOC requirements, and shortages of qualified personnel. India's incident-reporting requirements, Japan's active cyber defense measures, South Korea's financial-sector compliance rules, and China's PIPL restrictions are influencing delivery design across the region. The Middle East and Africa are secondary growth regions as Saudi Arabia and the UAE invest in sovereign SOC infrastructure, while South Africa and Egypt drive early adoption in finance and government. South America is led by Brazil, where the LGPD and financial-sector regulation support demand for continuous monitoring.

Managed Network Threat Hunting Services Market Growth Rate by Region
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Competitive Landscape

The managed network threat-hunting services market is moderately fragmented, with competition spanning network detection and response specialists, broad XDR providers, and MSSPs that integrate multiple telemetry sources. Platform vendors are putting pressure on standalone specialists by including hunting capabilities in broader subscriptions, so specialists must differentiate themselves through OT expertise, analytical methods, and third-party integrations. Sophos completed its USD 859 million acquisition of Secureworks in February 2025, adding Taegis XDR capabilities, vulnerability detection and response, identity threat detection, and approximately 350 tool integrations. Arctic Wolf completed its USD 160 million acquisition of Cylance in February 2025, adding endpoint security capability to its portfolio.

Consolidation is intended to bring the data layer and human investigation capability under the same provider. ReliaQuest raised more than USD 500 million in March 2025 at a USD 3.4 billion valuation to support international expansion and the automation of security operations. The company positions its GreyMatter platform as a way to work across more than 200 security tools. Arctic Wolf's 2025 AWS collaboration also signals competition around cloud telemetry integration and normalized security data. These moves can improve retention because they reduce disconnected tools, but they can also intensify price competition where core monitoring becomes easier to standardize.

Open opportunities remain in OT-native hunting for air-gapped and sovereign settings. Providers also have room to deliver combined identity and network analysis at budgets suitable for smaller organizations. Regulated sectors outside BFSI need documentation that maps service activity to their compliance obligations. The Open Cybersecurity Schema Framework may make telemetry normalization more consistent across cloud, SaaS, and on-premises environments. That can shorten onboarding but may reduce differentiation in standardized service tiers.

Managed Network Threat Hunting Services Industry Leaders

  1. CrowdStrike Holdings, Inc.

  2. Arctic Wolf Networks, Inc.

  3. Sophos Limited

  4. Rapid7, Inc.

  5. eSentire, Inc.

  6. *Disclaimer: Major Players sorted in no particular order
Managed Network Threat Hunting Services Market Concentration
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Managed Network Threat Hunting Services Market Companies Covered in this Report

  • CrowdStrike Holdings, Inc.
  • Arctic Wolf Networks, Inc.
  • Sophos Limited
  • Rapid7, Inc.
  • eSentire, Inc.
  • Palo Alto Networks, Inc.
  • Cisco Systems, Inc.
  • IBM Corporation
  • Fortinet, Inc.
  • SentinelOne, Inc.
  • Red Canary, Inc.
  • Expel, Inc.
  • Bitdefender SRL
  • Deepwatch, Inc.
  • Critical Start, Inc.
  • Binary Defense Systems, Inc.
  • Kroll, LLC
  • LevelBlue, Inc.
  • ESET, spol. s r.o.
  • Trend Micro Incorporated
  • Darktrace Holdings plc
  • Vectra AI, Inc.
  • ExtraHop Networks, Inc.
  • ReliaQuest Holdings, LLC

Recent Industry Developments in Managed Network Threat Hunting Services Market

  • October 2026: CrowdStrike's OverWatch threat hunting platform reported AI agent-triggered detection leads growing at 2.5 times the rate of human-triggered leads across the twelve-month reporting period, reflecting accelerating agentic AI integration into production hunting workflows and signaling a structural shift in analyst-to-automation workload ratios across managed services globally.
  • August 2026: CrowdStrike released the 2026 Threat Hunting Report, documenting a 171% surge in cloud-conscious eCrime activity and a 15x increase in monthly device-code phishing attempts in 1H 2026, providing the adversary intelligence baseline that managed hunting providers use to calibrate detection hypothesis libraries and prioritize telemetry investment priorities.
  • April 2026: Nomios launched Guardian xMDR in the European market, a fully managed detection and response service built on Palo Alto Networks Cortex XDR, delivered from a Dutch SOC with transparent tier-based pricing, addressing growing enterprise demand for sovereignty-aware managed hunting across the Benelux and broader European market.
  • March 2026: LevelBlue and SentinelOne announced an expanded strategic global partnership combining SentinelOne's Purple AI and Singularity Platform with LevelBlue's Indigo security platform, with LevelBlue named a preferred global provider for managed detection and response and managed SIEM, creating a unified AI-driven operations model targeting dwell time reduction at enterprise scale.

Table of Contents for Managed Network Threat Hunting Services Industry Report

1. INTRODUCTION

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

2. RESEARCH METHODOLOGY

3. EXECUTIVE SUMMARY

4. MARKET LANDSCAPE

  • 4.1 Market Overview
  • 4.2 Market Drivers
    • 4.2.1 Rising Frequency and Sophistication of Network Intrusions
    • 4.2.2 Shortage of Skilled Threat-Hunting Personnel
    • 4.2.3 Expansion of Hybrid Cloud and SaaS Attack Surfaces
    • 4.2.4 Regulatory and Cyber-Insurance Pressure for Continuous Monitoring
    • 4.2.5 Encrypted East-West Traffic in Operational Technology Environments
    • 4.2.6 MSSP Bundling of Network Telemetry With XDR and SOC Automation
  • 4.3 Market Restraints
    • 4.3.1 False-Positive Fatigue and Analyst Burnout
    • 4.3.2 Integration Complexity Across Multi-Vendor Security Stacks
    • 4.3.3 Data-Residency Restrictions on Cross-Border Telemetry
    • 4.3.4 100 GbE Packet-Capture Cost at Industrial and Air-Gapped Sites
  • 4.4 Industry Value Chain Analysis
  • 4.5 Impact of Macroeconomic Factors on the Market
  • 4.6 Regulatory Landscape
  • 4.7 Technological Outlook
  • 4.8 Porter's Five Forces Analysis
    • 4.8.1 Threat of New Entrants
    • 4.8.2 Bargaining Power of Suppliers
    • 4.8.3 Bargaining Power of Buyers
    • 4.8.4 Threat of Substitutes
    • 4.8.5 Competitive Rivalry

5. MARKET SIZE AND GROWTH FORECASTS (VALUE)

  • 5.1 By Service Model
    • 5.1.1 Fully Managed Threat Hunting
    • 5.1.2 Co-Managed Threat Hunting
    • 5.1.3 Hybrid Managed Threat Hunting
    • 5.1.4 Incident-Driven Threat Hunting
    • 5.1.5 Continuous Threat Hunting
  • 5.2 By Deployment
    • 5.2.1 Cloud-Based
    • 5.2.2 On-Premises
    • 5.2.3 Hybrid Cloud
    • 5.2.4 Air-Gapped and Sovereign Environments
  • 5.3 By Organization Size
    • 5.3.1 Large Enterprises
    • 5.3.2 Small and Medium-Sized Enterprises
  • 5.4 By Network and Telemetry Scope
    • 5.4.1 Physical Enterprise Networks
    • 5.4.2 Cloud and SaaS Networks
    • 5.4.3 Operational Technology and Industrial Control Systems
    • 5.4.4 Software-Defined and Virtual Networks
    • 5.4.5 Identity, Endpoint and Network Cross-Domain Telemetry
  • 5.5 By Industry Vertical
    • 5.5.1 Banking, Financial Services and Insurance
    • 5.5.2 Government and Defense
    • 5.5.3 Energy and Utilities
    • 5.5.4 Information Technology and Telecommunications
    • 5.5.5 Healthcare and Life Sciences
    • 5.5.6 Manufacturing
    • 5.5.7 Other Industry Verticals
  • 5.6 By Geography
    • 5.6.1 North America
    • 5.6.1.1 United States
    • 5.6.1.2 Canada
    • 5.6.1.3 Mexico
    • 5.6.2 South America
    • 5.6.2.1 Brazil
    • 5.6.2.2 Argentina
    • 5.6.2.3 Rest of South America
    • 5.6.3 Europe
    • 5.6.3.1 Germany
    • 5.6.3.2 United Kingdom
    • 5.6.3.3 France
    • 5.6.3.4 Italy
    • 5.6.3.5 Rest of Europe
    • 5.6.4 Asia-Pacific
    • 5.6.4.1 China
    • 5.6.4.2 Japan
    • 5.6.4.3 India
    • 5.6.4.4 South Korea
    • 5.6.4.5 Rest of Asia-Pacific
    • 5.6.5 Middle East and Africa
    • 5.6.5.1 Saudi Arabia
    • 5.6.5.2 United Arab Emirates
    • 5.6.5.3 South Africa
    • 5.6.5.4 Egypt
    • 5.6.5.5 Rest of Middle East and Africa

6. COMPETITIVE LANDSCAPE

  • 6.1 Market Concentration
  • 6.2 Strategic Moves
  • 6.3 Market Share Analysis
  • 6.4 Company Profiles (includes Global Level Overview, Market Level Overview, Core Segments, Financials as available, Strategic Information, Market Rank/Share, Products and Services, Recent Developments)
    • 6.4.1 CrowdStrike Holdings, Inc.
    • 6.4.2 Arctic Wolf Networks, Inc.
    • 6.4.3 Sophos Limited
    • 6.4.4 Rapid7, Inc.
    • 6.4.5 eSentire, Inc.
    • 6.4.6 Palo Alto Networks, Inc.
    • 6.4.7 Cisco Systems, Inc.
    • 6.4.8 IBM Corporation
    • 6.4.9 Fortinet, Inc.
    • 6.4.10 SentinelOne, Inc.
    • 6.4.11 Red Canary, Inc.
    • 6.4.12 Expel, Inc.
    • 6.4.13 Bitdefender SRL
    • 6.4.14 Deepwatch, Inc.
    • 6.4.15 Critical Start, Inc.
    • 6.4.16 Binary Defense Systems, Inc.
    • 6.4.17 Kroll, LLC
    • 6.4.18 LevelBlue, Inc.
    • 6.4.19 ESET, spol. s r.o.
    • 6.4.20 Trend Micro Incorporated
    • 6.4.21 Darktrace Holdings plc
    • 6.4.22 Vectra AI, Inc.
    • 6.4.23 ExtraHop Networks, Inc.
    • 6.4.24 ReliaQuest Holdings, LLC

7. MARKET OPPORTUNITIES AND FUTURE OUTLOOK

  • 7.1 White-Space and Unmet-Need Assessment

Global Managed Network Threat Hunting Services Market Report Scope

The Managed Network Threat Hunting Services Market comprises outsourced, 24/7 security services in which specialized providers proactively search network traffic, flow data, and network telemetry to detect advanced threats such as APTs, lateral movement, data exfiltration, encrypted tunnel abuse, and command-and-control activity that evade automated prevention and traditional monitoring. 

The Managed Network Threat Hunting Services Market Report is Segmented by Service Model (Fully Managed Threat Hunting, Co-Managed Threat Hunting, Hybrid Managed Threat Hunting, Incident-Driven Threat Hunting, and Continuous Threat Hunting), Deployment (Cloud-Based, On-Premises, Hybrid Cloud, and Air-Gapped and Sovereign Environments), Organization Size (Large Enterprises and Small and Medium-Sized Enterprises), Network and Telemetry Scope (Physical Enterprise Networks, Cloud and SaaS Networks, Operational Technology and Industrial Control Systems, Software-Defined and Virtual Networks, and Identity, Endpoint and Network Cross-Domain Telemetry), Industry Vertical (Banking, Financial Services and Insurance, Government and Defense, Energy and Utilities, Information Technology and Telecommunications, Healthcare and Life Sciences, Manufacturing, and Other Industry Verticals), and Geography (North America, South America, Europe, Asia-Pacific, and Middle East and Africa). The Market Forecasts Are Provided in Terms of Value (USD).

Segmentation Overview

By Service Model
Managed Network Threat Hunting Services Market segmentation breakdown
Fully Managed Threat Hunting
Co-Managed Threat Hunting
Hybrid Managed Threat Hunting
Incident-Driven Threat Hunting
Continuous Threat Hunting
By Deployment
Managed Network Threat Hunting Services Market segmentation breakdown
Cloud-Based
On-Premises
Hybrid Cloud
Air-Gapped and Sovereign Environments
By Organization Size
Managed Network Threat Hunting Services Market segmentation breakdown
Large Enterprises
Small and Medium-Sized Enterprises
By Network and Telemetry Scope
Managed Network Threat Hunting Services Market segmentation breakdown
Physical Enterprise Networks
Cloud and SaaS Networks
Operational Technology and Industrial Control Systems
Software-Defined and Virtual Networks
Identity, Endpoint and Network Cross-Domain Telemetry
By Industry Vertical
Managed Network Threat Hunting Services Market segmentation breakdown
Banking, Financial Services and Insurance
Government and Defense
Energy and Utilities
Information Technology and Telecommunications
Healthcare and Life Sciences
Manufacturing
Other Industry Verticals
By Geography
Managed Network Threat Hunting Services Market segmentation breakdown
North America United States
Canada
Mexico
South America Brazil
Argentina
Rest of South America
Europe Germany
United Kingdom
France
Italy
Rest of Europe
Asia-Pacific China
Japan
India
South Korea
Rest of Asia-Pacific
Middle East and Africa Saudi Arabia
United Arab Emirates
South Africa
Egypt
Rest of Middle East and Africa
Managed Network Threat Hunting Services Market segmentation breakdown
By Service Model Fully Managed Threat Hunting
Co-Managed Threat Hunting
Hybrid Managed Threat Hunting
Incident-Driven Threat Hunting
Continuous Threat Hunting
By Deployment Cloud-Based
On-Premises
Hybrid Cloud
Air-Gapped and Sovereign Environments
By Organization Size Large Enterprises
Small and Medium-Sized Enterprises
By Network and Telemetry Scope Physical Enterprise Networks
Cloud and SaaS Networks
Operational Technology and Industrial Control Systems
Software-Defined and Virtual Networks
Identity, Endpoint and Network Cross-Domain Telemetry
By Industry Vertical Banking, Financial Services and Insurance
Government and Defense
Energy and Utilities
Information Technology and Telecommunications
Healthcare and Life Sciences
Manufacturing
Other Industry Verticals
By Geography North America United States
Canada
Mexico
South America Brazil
Argentina
Rest of South America
Europe Germany
United Kingdom
France
Italy
Rest of Europe
Asia-Pacific China
Japan
India
South Korea
Rest of Asia-Pacific
Middle East and Africa Saudi Arabia
United Arab Emirates
South Africa
Egypt
Rest of Middle East and Africa

Key Questions Answered in the Report

What is the managed network threat hunting services market size?

The managed network threat hunting services market is valued at USD 3.44 billion in 2026 and is projected to reach USD 6.43 billion by 2032, at an 11.57% CAGR.

Which region is expected to expand fastest?

Asia-Pacific is projected to expand at a 12.14% CAGR through 2032, supported by digitalization, compliance requirements, and talent shortages.

What is driving demand for managed network threat hunting services?

Faster intrusions, cloud and SaaS exposure, specialist talent shortages, and continuous monitoring requirements are increasing demand.

Which service model has the largest share?

Fully managed delivery leads with a 33.21% share in 2026, as buyers transfer operations and specialized investigation to providers.

Which deployment model leads managed threat hunting services?

Cloud-based delivery leads with a 41.27% share in 2026 and is projected to expand at an 11.83% CAGR through 2032.

Which end-use vertical is expanding fastest?

Manufacturing is projected to expand at a 12.33% CAGR through 2032 as IT and OT networks become more interconnected.

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