소프트웨어 탄소 집약도(SCI) 측정 플랫폼 시장 : 점유율 분석, 업계 동향과 통계, 성장 예측(2026-2031년)

According to Mordor Intelligence, the software carbon intensity (SCI) measurement platform market size was valued at USD 0.23 billion in 2025 and estimated to grow from USD 1.23 billion in 2026 to reach USD 3.92 billion by 2031, at a CAGR of 26.09% during the forecast period (2026-2031).

This report is Segmented by Deployment Type (Cloud-Based Platform, On-Premise Platform, and Hybrid Platform), Enterprise Size (Large Enterprises, and Small and Medium Enterprises), Application (Software Development Carbon Measurement, and More), End-Use Industry (IT and Telecom, BFSI, and More), and Geography. The Market Forecasts are Provided in Terms of Value (USD).

Global Software Carbon Intensity (SCI) Measurement Platform Market Trends and Insights

Increasing Regulatory Demand for Software Emissions Disclosure

The Software Carbon Intensity (SCI) Measurement Platform Market is seeing its strongest near-term pull from regulation, as the reporting burden now extends beyond total emissions into documented, reviewable methodology. Wave 1 companies under the Corporate Sustainability Reporting Directive are reporting on 2026 financial-year data in 2027 under ESRS E1, and that requirement pushes organizations toward software-specific measurement that can stand up in assurance reviews. The immediate effect is that broad carbon ledgers built on proxy assumptions are losing usefulness in software-heavy enterprises where cloud activity, product usage, and digital supply chains account for a meaningful share of emissions exposure. The 2025 Omnibus revision narrowed the first mandatory compliance cohort to larger companies, but it did not address the underlying need for robust measurement among enterprises that still sit within the first enforcement wave. The same pressure then moves outward through procurement, as large buyers increasingly expect technology suppliers to provide more specific emissions data rather than broad corporate totals, expanding the addressable market for the Software Carbon Intensity (SCI) Measurement Platform.

Enterprise Shift From Static ESG Reporting to Product-Level Carbon Intensity Metrics

The Software Carbon Intensity (SCI) Measurement Platform Market is also being supported by a change in what enterprises want to measure, because entity-level totals do not show how emissions are distributed across applications, releases, or transactions. ISO/IEC 21031:2024 and the Green Software Foundation framework provide teams with a way to express carbon emissions per functional unit, making the metric usable by engineering, platform, and sustainability teams alike. That matters because product and engineering leaders can connect software architecture choices to operational energy use, cloud demand, and reported emissions without relying only on annual disclosure cycles. The Green Software Foundation documented a CAST implementation in which fixing 10 green code deficiencies over 4 person-days reduced annual CO2 emissions by an estimated 400 kg and cut more than 1,000 kWh per application per year, turning measurement into an operational improvement tool rather than a reporting exercise. As a result, the Software Carbon Intensity (SCI) Measurement Platform Market is increasingly tied to software quality, release management, and application modernization programs, not only to ESG reporting budgets.

Limited Availability of High-Quality Cloud Provider and Infrastructure Data

The Software Carbon Intensity (SCI) Measurement Platform Market still faces a practical data bottleneck because every downstream report depends on the quality, timing, and comparability of provider-level emissions information. AWS launched its Sustainability console in June 2026 with scope 1-3 reporting, programmatic access, configurable exports, and both market-based and location-based data, but the broader issue of delayed, methodologically inconsistent cloud disclosures across providers remains unresolved. The Green Web Foundation noted that official cloud carbon datasets are often published monthly, with delays of several months, which limits near-real-time reporting and weakens workload-level decision-making in the Software Carbon Intensity (SCI) Measurement Platform Market. This becomes more serious in frameworks that require audit-ready location-sensitive reporting, because estimation models can fill gaps but also introduce assumptions that reviewers may challenge. The result is that vendors compete not only on interfaces and automation, but also on how defensibly they normalize incomplete data into a usable measurement chain.

Other drivers and restraints analyzed in the detailed report include:

1. Cloud Cost Optimization Pressure From Sustainability and FinOps Convergence
2. ISO/IEC 21031:2024 Standardization Accelerating Buyer Confidence
3. Measurement Complexity In Shared, Virtualized, And Multi-Tenant Environments

For complete list of drivers and restraints, kindly check the Table Of Contents.

Segment Analysis

Cloud-based platforms held a 67.12% share in 2025, which made them the default delivery model across the Software Carbon Intensity (SCI) Measurement Platform Market. Enterprises favored SaaS delivery because it reduced setup time, removed the need for dedicated internal measurement infrastructure, and aligned with how most carbon-relevant software workloads already run. This model also gave vendors easier access to cloud telemetry, improving data collection speed and enabling recurring product updates without heavy customer-side maintenance. That advantage mattered most for buyers trying to move quickly on disclosure readiness, since implementation speed often shaped early platform selection as much as measurement depth. The cloud model also fits organizations that want to treat software emissions as an operating metric inside ongoing engineering and FinOps workflows rather than as a yearly reporting exercise.

On-premise deployment still kept a meaningful position in the Software Carbon Intensity (SCI) Measurement Platform Market because regulated buyers remained cautious about where operational and emissions-related data could be stored and processed. Financial services, government, and other sensitive sectors often preferred internal control over telemetry pipelines, application metadata, and reporting outputs, even when that choice slowed deployment. The Amadeus Carmen Carbon Measurement Engine demonstrated this behavior because the tool was developed over multiple years in an enterprise environment before ownership was transferred to the Green Software Foundation in January 2026. Hybrid platforms are projected to expand at a 27.05% CAGR during 2026-2031 because most large enterprises now run software across private infrastructure and multiple clouds, and they need a single carbon ledger to reconcile those environments. That makes hybrid architecture the most natural response to fragmented provider data, mixed compliance obligations, and the growing need for unified carbon visibility across software estates.

Large enterprises commanded 65.34% of the market in 2025, which reflected where the earliest budget authority and compliance urgency sat in the Software Carbon Intensity (SCI) Measurement Platform Market. These companies run broad software estates, operate across multiple clouds, and face a greater need to align engineering metrics with finance, sustainability, procurement, and external assurance. They are also more likely to have internal teams capable of handling the governance, data normalization, and reporting design work required for SCI adoption at scale. That makes them the anchor accounts for enterprise-grade vendors, especially when contracts include multi-entity reporting, supplier engagement, and workflow integration across existing systems. Large buyers, therefore, shaped both current revenue concentration and product roadmaps, even in a market that remains fragmented overall.

Watershed reported that by 2026, it served more than 800 global companies, including 90 Fortune 500 firms and 5 of the top 6 U.S. banks, which supports the view that early commercial depth has come from large-account adoption. SMEs are still the fastest-growing segment, with a 27.41% CAGR for 2026-2031, and that growth is durable because it is driven by customer requirements as much as by voluntary internal sustainability goals. Lower-cost, AI-assisted tools are reducing the operating burden for smaller firms without large carbon accounting teams, while supplier due diligence is making SCI disclosure more relevant for software vendors serving larger enterprises. In many cases, SMEs are entering the Software Carbon Intensity (SCI) Measurement Platform Market because they need to remain qualified for procurement processes, rather than because they are building a full, stand-alone decarbonization program. That distinction matters because customer-driven adoption tends to persist once it becomes part of contract reviews, supplier scorecards, and renewal discussions.

Complete Report Scope:

• By Deployment Type
  • Cloud-Based Platform
  • On-Premise Platform
  • Hybrid Platform
• By Enterprise Size
  • Large Enterprises
  • Small and Medium Enterprises
• By Application
  • Software Development Carbon Measurement
  • Cloud and Infrastructure Carbon Measurement
  • AI and High-Performance Compute Emissions Measurement
  • Carbon Reporting and Benchmarking
  • Engineering Workflow Integration
• By End-Use Industry
  • IT and Telecom
  • BFSI
  • Industrial Manufacturing
  • Energy and Utilities
  • Oil and Gas
  • Retail and E-Commerce
  • Food and Beverage Manufacturing
  • Construction and Infrastructure
  • Government and Public Sector
  • Other End-User Industries
• By Geography
  • North America
    • United States
    • Canada
    • Mexico
  • South America
    • Brazil
    • Rest of South America
  • Europe
    • Germany
    • United Kingdom
    • France
    • Italy
    • Spain
    • Russia
    • Rest of Europe
  • Asia-Pacific
    • China
    • India
    • Japan
    • South Korea
    • Australia
    • Rest of Asia-Pacific
  • Middle East
    • Turkey
    • Saudi Arabia
    • United Arab Emirates
    • Rest of Middle East
  • Africa
    • South Africa
    • Nigeria
    • Rest of Africa

Geography Analysis

Europe held the largest regional share at 34.63% in 2025, which made it the current center of the Software Carbon Intensity (SCI) Measurement Platform Market. That lead came from the overlap between CSRD timelines, the EU Energy Efficiency Directive's data center reporting obligations, and country-level efficiency rules, such as Germany's requirement that new data centers reach a PUE of 1.2 by 2026. The United Kingdom, Germany, and France stood out as the highest-density adopter markets because they combine large corporate software estates with more mature sustainability reporting infrastructure. The EU Omnibus Simplification Package refined the immediate mandatory scope to companies with more than 1,000 employees and more than EUR 450 million in annual turnover, but it still leaves the largest enterprises under strong near-term pressure to improve their methodologies and data quality. The Green Software Foundation also published work in 2026 on how the SCI standard can support CSRD compliance under ESRS E1, which reinforces Europe's role in shaping buyer expectations for the broader Software Carbon Intensity (SCI) Measurement Platform Market.

North America remained the second-largest regional base in the Software Carbon Intensity (SCI) Measurement Platform Market, combining the largest concentration of hyperscaler infrastructure with a strong cluster of vendor headquarters and enterprise software buyers. The United States hosts key platform vendors such as Watershed, Persefoni, Sinai Technologies, and Sphera, which gives the region strong product development depth and early commercial activity. The IEA reported that U.S. data centers accounted for around 45% of global data center electricity consumption in 2024, at roughly 180 TWh, underscoring the scale of demand for software-linked emissions measurement in the region. The SEC ended its defense of the climate disclosure rules in 2025, yet CSRD and ISSB-linked obligations continue to keep North American multinationals engaged with the Software Carbon Intensity (SCI) Measurement Platform Market through their international operations.

Asia-Pacific is the fastest-growing region, with a 28.45% CAGR during 2026-2031, making it the primary growth engine for the Software Carbon Intensity (SCI) Measurement Platform Market. China accounted for around 25% of global data center electricity consumption in 2024, at roughly 100 TWh, and national PUE targets added operational pressure, supporting interest in workload-level attribution tools. The Shanghai Advanced Research Institute of the Chinese Academy of Sciences released the ScienceOne-Yuheng Carbon Accounting Large Model in April 2026, which signals rising domestic capability in AI-based carbon accounting infrastructure. India's IT services base, along with emerging activity in South America, the Middle East, and Africa, is being pulled forward by multinational client expectations, especially where outsourced development work becomes part of the scope 3 review and supplier due diligence.

1. Watershed Technology, Inc.
2. Persefoni AI, Inc.
3. Normative AB
4. Plan A Earth GmbH
5. Sweep SAS
6. Greenly SAS
7. Emitwise Limited
8. Asuene Inc.
9. 51toCarbonZero Limited
10. Key ESG Limited
11. FigBytes Inc.
12. Novisto Inc.
13. Sphera Solutions, Inc.
14. Measurabl, Inc.
15. Sinai Technologies, Inc.
16. CarbonTrail Ltd.
17. Brightest GmbH
18. Unravel Carbon Pte. Ltd.
19. Greenlyte Carbon Technologies GmbH
20. Normative AB

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 LANDSCAPE

• 4.1 Market Overview
• 4.2 Market Drivers
  • 4.2.1 Increasing Regulatory Demand for Software Emissions Disclosure
  • 4.2.2 Enterprise Shift From Static ESG Reporting to Product-Level Carbon Intensity Metrics
  • 4.2.3 Cloud Cost Optimization Pressure From Sustainability and FinOps Convergence
  • 4.2.4 ISO/IEC 21031:2024 Standardization Accelerating Buyer Confidence
  • 4.2.5 Demand For Audit-Ready, Traceable Emissions Data Across Software Systems
  • 4.2.6 Rising AI Workload Energy Visibility Requirements Across Development Pipelines
• 4.3 Market Restraints
  • 4.3.1 Limited Availability Of High-Quality Cloud Provider And Infrastructure Data
  • 4.3.2 Measurement Complexity In Shared, Virtualized, And Multi-Tenant Environments
  • 4.3.3 Low Internal Readiness Of Engineering Teams To Operationalize SCI Workflows
  • 4.3.4 Early-Stage Buyer Familiarity With SCI Standards And Vendor Methodologies
• 4.4 Industry Value Chain Analysis
• 4.5 Regulatory Landscape
• 4.6 Impact of Macroeconomic Factors on the Market
• 4.7 Technological Outlook
• 4.8 Porter's Five Forces Analysis
  • 4.8.1 Bargaining Power of Suppliers
  • 4.8.2 Bargaining Power of Buyers
  • 4.8.3 Threat of New Entrants
  • 4.8.4 Threat of Substitutes
  • 4.8.5 Intensity of Competitive Rivalry

5 MARKET SIZE AND GROWTH FORECASTS (VALUE)

• 5.1 By Deployment Type
  • 5.1.1 Cloud-Based Platform
  • 5.1.2 On-Premise Platform
  • 5.1.3 Hybrid Platform
• 5.2 By Enterprise Size
  • 5.2.1 Large Enterprises
  • 5.2.2 Small and Medium Enterprises
• 5.3 By Application
  • 5.3.1 Software Development Carbon Measurement
  • 5.3.2 Cloud and Infrastructure Carbon Measurement
  • 5.3.3 AI and High-Performance Compute Emissions Measurement
  • 5.3.4 Carbon Reporting and Benchmarking
  • 5.3.5 Engineering Workflow Integration
• 5.4 By End-Use Industry
  • 5.4.1 IT and Telecom
  • 5.4.2 BFSI
  • 5.4.3 Industrial Manufacturing
  • 5.4.4 Energy and Utilities
  • 5.4.5 Oil and Gas
  • 5.4.6 Retail and E-Commerce
  • 5.4.7 Food and Beverage Manufacturing
  • 5.4.8 Construction and Infrastructure
  • 5.4.9 Government and Public Sector
  • 5.4.10 Other End-User Industries
• 5.5 By Geography
  • 5.5.1 North America
    • 5.5.1.1 United States
    • 5.5.1.2 Canada
    • 5.5.1.3 Mexico
  • 5.5.2 South America
    • 5.5.2.1 Brazil
    • 5.5.2.2 Rest of South America
  • 5.5.3 Europe
    • 5.5.3.1 Germany
    • 5.5.3.2 United Kingdom
    • 5.5.3.3 France
    • 5.5.3.4 Italy
    • 5.5.3.5 Spain
    • 5.5.3.6 Russia
    • 5.5.3.7 Rest of Europe
  • 5.5.4 Asia-Pacific
    • 5.5.4.1 China
    • 5.5.4.2 India
    • 5.5.4.3 Japan
    • 5.5.4.4 South Korea
    • 5.5.4.5 Australia
    • 5.5.4.6 Rest of Asia-Pacific
  • 5.5.5 Middle East
    • 5.5.5.1 Turkey
    • 5.5.5.2 Saudi Arabia
    • 5.5.5.3 United Arab Emirates
    • 5.5.5.4 Rest of Middle East
  • 5.5.6 Africa
    • 5.5.6.1 South Africa
    • 5.5.6.2 Nigeria
    • 5.5.6.3 Rest of 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 Watershed Technology, Inc.
  • 6.4.2 Persefoni AI, Inc.
  • 6.4.3 Normative AB
  • 6.4.4 Plan A Earth GmbH
  • 6.4.5 Sweep SAS
  • 6.4.6 Greenly SAS
  • 6.4.7 Emitwise Limited
  • 6.4.8 Asuene Inc.
  • 6.4.9 51toCarbonZero Limited
  • 6.4.10 Key ESG Limited
  • 6.4.11 FigBytes Inc.
  • 6.4.12 Novisto Inc.
  • 6.4.13 Sphera Solutions, Inc.
  • 6.4.14 Measurabl, Inc.
  • 6.4.15 Sinai Technologies, Inc.
  • 6.4.16 CarbonTrail Ltd.
  • 6.4.17 Brightest GmbH
  • 6.4.18 Unravel Carbon Pte. Ltd.
  • 6.4.19 Greenlyte Carbon Technologies GmbH
  • 6.4.20 Normative AB

7 MARKET OPPORTUNITIES AND FUTURE OUTLOOK

• 7.1 White-Space and Unmet-Need Assessment