Serverless Computing Market Forecasts to 2032 – Global Analysis By Service Type (Function-as-a-Service (FaaS) and Backend-as-a-Service (BaaS)), Deployment Model, Enterprise Size, End User and By Geography
Description
According to Stratistics MRC, the Global Serverless Computing Market is accounted for $25.46 billion in 2025 and is expected to reach $73.29 billion by 2032 growing at a CAGR of 16.3% during the forecast period. Serverless computing is a cloud-based model where applications run without requiring developers to oversee server management, helping streamline development and minimize operational workload. In this setup, the cloud provider automatically manages tasks like provisioning, scaling, and upkeep, allowing teams to concentrate on writing core application functions. Serverless systems operate through event-driven triggers, improving efficiency and lowering expenses because users are charged only for function execution time. This architecture boosts adaptability, aligns well with microservices, and accelerates product delivery by eliminating infrastructure responsibilities. As businesses pursue higher scalability and efficiency, serverless computing is becoming a preferred choice for building modern, dynamic applications.
According to the CNCF Annual Survey (2022), 53% of organizations reported using serverless technologies in production, showing strong adoption across industries. CNCF highlights that serverless is now a mainstream part of the cloud-native ecosystem, alongside Kubernetes and containers.
Market Dynamics:
Driver:
Rising need for automatic scalability
The expanding emphasis on automatic scalability strongly fuels the serverless computing market, as companies increasingly seek systems capable of adjusting instantly to changing workload levels. Serverless platforms provide seamless, automated scaling that reacts to traffic variations, removing the need for manual oversight or forecasting infrastructure requirements. This capability allows organizations to manage sudden spikes in demand while preserving stable application performance. With digital interactions rising rapidly, businesses prefer technologies that deliver uninterrupted user experiences without capacity constraints. By simplifying scaling operations, serverless computing enhances flexibility, boosts system dependability, and lowers the risk of slowdowns, making it a compelling choice for diverse industry applications.
Restraint:
Limited debugging and monitoring capabilities
Insufficient debugging and monitoring support restricts wider serverless computing adoption, as its distributed, event-driven structure makes diagnosing issues more complex. Developers often face reduced visibility into how functions run behind the scenes, limiting their ability to pinpoint errors, measure performance, or understand system interactions. Traditional debugging approaches become less useful because workflows are broken into numerous independent functions. Logs, metrics, and traces may also appear fragmented or incomplete, creating operational challenges. These limitations slow down development cycles, complicate troubleshooting, and increase maintenance workload. As businesses seek enhanced observability and reliability, these gaps in monitoring discourage serverless use for large and intricate systems.
Opportunity:
Rising adoption of microservices and modern DevOps
The growing movement toward microservices and advanced DevOps workflows offers a major opportunity for serverless computing. Organizations transitioning from large, tightly coupled systems to modular architectures need flexible components that can be deployed independently. Serverless solutions support this approach by enabling event-driven functions, automatic scaling, and seamless integration with CI/CD pipelines. As DevOps teams aim for quicker delivery cycles and reduced operational challenges, serverless computing improves development efficiency and speeds up innovation. This alignment helps businesses adopt cloud-native strategies more effectively while simplifying system management. With modernization efforts increasing across industries, serverless computing becomes a key accelerator for agile development and scalable software ecosystems.
Threat:
Complexity in managing multi-cloud environments
The growing adoption of multi-cloud strategies poses a notable threat to serverless computing because managing functions across several providers becomes highly complex. Each cloud platform offers different APIs, runtimes, and triggering mechanisms, making it difficult to maintain consistent behavior and efficient portability. This lack of uniform standards increases development challenges and operational burdens. Organizations seeking to reduce dependency on a single vendor often discover that multi-cloud serverless architectures are difficult to coordinate and optimize. As multi-cloud environments expand, the difficulty of achieving smooth integration and interoperability limits the broader use of serverless technologies. This complexity discourages widespread enterprise adoption across diverse cloud ecosystems.
Covid-19 Impact:
COVID-19 reshaped the serverless computing market by accelerating the move toward digital transformation and remote operations. As companies faced volatile demand and rising online activity, they increasingly turned to serverless platforms for automatic scaling, quick deployment, and reduced infrastructure overhead. The surge in virtual services, online retail, and cloud-based communication tools further boosted reliance on event-driven architectures. Although certain sectors postponed technology spending due to financial uncertainty, the overall need for flexibility and cost efficiency strengthened serverless adoption. The pandemic underscored the value of resilient, rapidly deployable cloud models, positioning serverless computing as a key enabler for business continuity and scalable digital ecosystems.
The function-as-a-service (FaaS) segment is expected to be the largest during the forecast period
The function-as-a-service (FaaS) segment is expected to account for the largest market share during the forecast period because it enables developers to run modular functions without handling server provisioning or maintenance. The approach enhances productivity by triggering code execution based on events, reducing complexity and supporting rapid deployment. FaaS allows applications to scale automatically and efficiently, making it ideal for dynamic, event-driven workloads across various sectors. Its adaptability and close integration with cloud-native ecosystems help accelerate development processes and optimize resource usage. As businesses look for streamlined operations, quicker releases, and minimal infrastructure responsibilities, FaaS remains the most widely adopted and influential component within serverless computing.
The hybrid cloud segment is expected to have the highest CAGR during the forecast period
Over the forecast period, the hybrid cloud segment is predicted to witness the highest growth rate because it allows enterprises to integrate private infrastructure with public cloud services, ensuring optimal workload placement and improved operational flexibility. This approach enables secure processing of critical data internally while leveraging the scalability and automation of serverless functions in public environments. Hybrid cloud solutions help organizations meet regulatory demands, minimize dependence on a single provider, and achieve smoother modernization. As companies expand digital initiatives, hybrid setups become essential for running serverless applications across varied environments. The combination of enhanced control, resilience, and scalability drives the segment’s accelerated expansion.
Region with largest share:
During the forecast period, the North America region is expected to hold the largest market share. Its leadership stems from a well-established cloud infrastructure, high enterprise cloud uptake, and the dominance of large cloud providers such as AWS, Microsoft Azure, and Google Cloud. Advanced IT maturity, a strong pool of developers, and a culture of innovation around microservices and DevOps also support this regional strength. Businesses in the area heavily prioritize automation and scalable, event-triggered workloads, accelerating the adoption of serverless models. Moreover, favorable regulatory frameworks and major investments in cloud-native technologies reinforce North America’s top-tier status in the serverless computing space.
Region with highest CAGR:
Over the forecast period, the Asia Pacific region is anticipated to exhibit the highest CAGR, owing to fast-moving digitalization in major economies such as India, China, and Southeast Asian nations. Cloud adoption is surging, fueled by startups, government-led tech initiatives, and investments in next-gen infrastructure. Industries like ecommerce, financial services, and manufacturing are increasingly embracing event-driven and scalable serverless models. As regional businesses modernize operations and cloud providers grow their footprint, Asia-Pacific is poised to outpace more established markets in serverless adoption, driving its growth rate higher than in Europe, North America, or other geographies.
Key players in the market
Some of the key players in Serverless Computing Market include Amazon Web Services (AWS), Microsoft Corporation, Google LLC, IBM Corporation, Alibaba Cloud, Oracle Corporation, Red Hat, Inc., Cloudflare, Inc., Tencent Cloud, DigitalOcean, Fastly Inc., Vercel Inc., Netlify Inc., Twilio, Inc. and Iron.io.
Key Developments:
In November 2025, Amazon Web Services (AWS) and OpenAI announced a multi-year, strategic partnership that provides AWS’s world-class infrastructure to run and scale OpenAI’s core artificial intelligence (AI) workloads starting immediately. Under this new $38 billion agreement, which will have continued growth over the next seven years, OpenAI is accessing AWS compute comprising hundreds of thousands of state-of-the-art NVIDIA GPUs, with the ability to expand to tens of millions of CPUs to rapidly scale agentic workloads.
In July 2025, Microsoft Corporation and Accenture are co-investing in the development of advanced generative AI-driven cyber solutions to help organizations mitigate threats and consolidate technology tools while optimizing operational costs. According to Accenture’s State of Cyber Resilience 2025 report, the majority (90%) of organizations are not ready to protect against AI-augmented cyber threats.
In January 2025, Oracle Corp. and Google LLC’s cloud unit announced an expanded partnership with broader regional coverage, additional services aimed at disaster recovery and a low-cost entry offering for customers that want to adopt Oracle’s Exadata high-performance database platform.
Service Types Covered:
• Function-as-a-Service (FaaS)
• Backend-as-a-Service (BaaS)
Deployment Models Covered:
• Public Cloud
• Private Cloud
• Hybrid Cloud
Enterprise Sizes Covered:
• Small & Medium Enterprises (SMEs)
• Large Enterprises
End Users Covered:
• Banking, Financial Services & Insurance (BFSI)
• Information Technology & Telecommunications
• Retail & E-commerce
• Healthcare & Life Sciences
• Media & Entertainment
• Manufacturing & Industrial
• Government & Public Sector
• Transportation & Logistics
• Education & Research
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 2024, 2025, 2026, 2028, and 2032
- 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
According to the CNCF Annual Survey (2022), 53% of organizations reported using serverless technologies in production, showing strong adoption across industries. CNCF highlights that serverless is now a mainstream part of the cloud-native ecosystem, alongside Kubernetes and containers.
Market Dynamics:
Driver:
Rising need for automatic scalability
The expanding emphasis on automatic scalability strongly fuels the serverless computing market, as companies increasingly seek systems capable of adjusting instantly to changing workload levels. Serverless platforms provide seamless, automated scaling that reacts to traffic variations, removing the need for manual oversight or forecasting infrastructure requirements. This capability allows organizations to manage sudden spikes in demand while preserving stable application performance. With digital interactions rising rapidly, businesses prefer technologies that deliver uninterrupted user experiences without capacity constraints. By simplifying scaling operations, serverless computing enhances flexibility, boosts system dependability, and lowers the risk of slowdowns, making it a compelling choice for diverse industry applications.
Restraint:
Limited debugging and monitoring capabilities
Insufficient debugging and monitoring support restricts wider serverless computing adoption, as its distributed, event-driven structure makes diagnosing issues more complex. Developers often face reduced visibility into how functions run behind the scenes, limiting their ability to pinpoint errors, measure performance, or understand system interactions. Traditional debugging approaches become less useful because workflows are broken into numerous independent functions. Logs, metrics, and traces may also appear fragmented or incomplete, creating operational challenges. These limitations slow down development cycles, complicate troubleshooting, and increase maintenance workload. As businesses seek enhanced observability and reliability, these gaps in monitoring discourage serverless use for large and intricate systems.
Opportunity:
Rising adoption of microservices and modern DevOps
The growing movement toward microservices and advanced DevOps workflows offers a major opportunity for serverless computing. Organizations transitioning from large, tightly coupled systems to modular architectures need flexible components that can be deployed independently. Serverless solutions support this approach by enabling event-driven functions, automatic scaling, and seamless integration with CI/CD pipelines. As DevOps teams aim for quicker delivery cycles and reduced operational challenges, serverless computing improves development efficiency and speeds up innovation. This alignment helps businesses adopt cloud-native strategies more effectively while simplifying system management. With modernization efforts increasing across industries, serverless computing becomes a key accelerator for agile development and scalable software ecosystems.
Threat:
Complexity in managing multi-cloud environments
The growing adoption of multi-cloud strategies poses a notable threat to serverless computing because managing functions across several providers becomes highly complex. Each cloud platform offers different APIs, runtimes, and triggering mechanisms, making it difficult to maintain consistent behavior and efficient portability. This lack of uniform standards increases development challenges and operational burdens. Organizations seeking to reduce dependency on a single vendor often discover that multi-cloud serverless architectures are difficult to coordinate and optimize. As multi-cloud environments expand, the difficulty of achieving smooth integration and interoperability limits the broader use of serverless technologies. This complexity discourages widespread enterprise adoption across diverse cloud ecosystems.
Covid-19 Impact:
COVID-19 reshaped the serverless computing market by accelerating the move toward digital transformation and remote operations. As companies faced volatile demand and rising online activity, they increasingly turned to serverless platforms for automatic scaling, quick deployment, and reduced infrastructure overhead. The surge in virtual services, online retail, and cloud-based communication tools further boosted reliance on event-driven architectures. Although certain sectors postponed technology spending due to financial uncertainty, the overall need for flexibility and cost efficiency strengthened serverless adoption. The pandemic underscored the value of resilient, rapidly deployable cloud models, positioning serverless computing as a key enabler for business continuity and scalable digital ecosystems.
The function-as-a-service (FaaS) segment is expected to be the largest during the forecast period
The function-as-a-service (FaaS) segment is expected to account for the largest market share during the forecast period because it enables developers to run modular functions without handling server provisioning or maintenance. The approach enhances productivity by triggering code execution based on events, reducing complexity and supporting rapid deployment. FaaS allows applications to scale automatically and efficiently, making it ideal for dynamic, event-driven workloads across various sectors. Its adaptability and close integration with cloud-native ecosystems help accelerate development processes and optimize resource usage. As businesses look for streamlined operations, quicker releases, and minimal infrastructure responsibilities, FaaS remains the most widely adopted and influential component within serverless computing.
The hybrid cloud segment is expected to have the highest CAGR during the forecast period
Over the forecast period, the hybrid cloud segment is predicted to witness the highest growth rate because it allows enterprises to integrate private infrastructure with public cloud services, ensuring optimal workload placement and improved operational flexibility. This approach enables secure processing of critical data internally while leveraging the scalability and automation of serverless functions in public environments. Hybrid cloud solutions help organizations meet regulatory demands, minimize dependence on a single provider, and achieve smoother modernization. As companies expand digital initiatives, hybrid setups become essential for running serverless applications across varied environments. The combination of enhanced control, resilience, and scalability drives the segment’s accelerated expansion.
Region with largest share:
During the forecast period, the North America region is expected to hold the largest market share. Its leadership stems from a well-established cloud infrastructure, high enterprise cloud uptake, and the dominance of large cloud providers such as AWS, Microsoft Azure, and Google Cloud. Advanced IT maturity, a strong pool of developers, and a culture of innovation around microservices and DevOps also support this regional strength. Businesses in the area heavily prioritize automation and scalable, event-triggered workloads, accelerating the adoption of serverless models. Moreover, favorable regulatory frameworks and major investments in cloud-native technologies reinforce North America’s top-tier status in the serverless computing space.
Region with highest CAGR:
Over the forecast period, the Asia Pacific region is anticipated to exhibit the highest CAGR, owing to fast-moving digitalization in major economies such as India, China, and Southeast Asian nations. Cloud adoption is surging, fueled by startups, government-led tech initiatives, and investments in next-gen infrastructure. Industries like ecommerce, financial services, and manufacturing are increasingly embracing event-driven and scalable serverless models. As regional businesses modernize operations and cloud providers grow their footprint, Asia-Pacific is poised to outpace more established markets in serverless adoption, driving its growth rate higher than in Europe, North America, or other geographies.
Key players in the market
Some of the key players in Serverless Computing Market include Amazon Web Services (AWS), Microsoft Corporation, Google LLC, IBM Corporation, Alibaba Cloud, Oracle Corporation, Red Hat, Inc., Cloudflare, Inc., Tencent Cloud, DigitalOcean, Fastly Inc., Vercel Inc., Netlify Inc., Twilio, Inc. and Iron.io.
Key Developments:
In November 2025, Amazon Web Services (AWS) and OpenAI announced a multi-year, strategic partnership that provides AWS’s world-class infrastructure to run and scale OpenAI’s core artificial intelligence (AI) workloads starting immediately. Under this new $38 billion agreement, which will have continued growth over the next seven years, OpenAI is accessing AWS compute comprising hundreds of thousands of state-of-the-art NVIDIA GPUs, with the ability to expand to tens of millions of CPUs to rapidly scale agentic workloads.
In July 2025, Microsoft Corporation and Accenture are co-investing in the development of advanced generative AI-driven cyber solutions to help organizations mitigate threats and consolidate technology tools while optimizing operational costs. According to Accenture’s State of Cyber Resilience 2025 report, the majority (90%) of organizations are not ready to protect against AI-augmented cyber threats.
In January 2025, Oracle Corp. and Google LLC’s cloud unit announced an expanded partnership with broader regional coverage, additional services aimed at disaster recovery and a low-cost entry offering for customers that want to adopt Oracle’s Exadata high-performance database platform.
Service Types Covered:
• Function-as-a-Service (FaaS)
• Backend-as-a-Service (BaaS)
Deployment Models Covered:
• Public Cloud
• Private Cloud
• Hybrid Cloud
Enterprise Sizes Covered:
• Small & Medium Enterprises (SMEs)
• Large Enterprises
End Users Covered:
• Banking, Financial Services & Insurance (BFSI)
• Information Technology & Telecommunications
• Retail & E-commerce
• Healthcare & Life Sciences
• Media & Entertainment
• Manufacturing & Industrial
• Government & Public Sector
• Transportation & Logistics
• Education & Research
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 2024, 2025, 2026, 2028, and 2032
- 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
Table of Contents
200 Pages
- 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 Serverless Computing Market, By Service Type
- 5.1 Introduction
- 5.2 Function-as-a-Service (FaaS)
- 5.3 Backend-as-a-Service (BaaS)
- 6 Global Serverless Computing Market, By Deployment Model
- 6.1 Introduction
- 6.2 Public Cloud
- 6.3 Private Cloud
- 6.4 Hybrid Cloud
- 7 Global Serverless Computing Market, By Enterprise Size
- 7.1 Introduction
- 7.2 Small & Medium Enterprises (SMEs)
- 7.3 Large Enterprises
- 8 Global Serverless Computing Market, By End User
- 8.1 Introduction
- 8.2 Banking, Financial Services & Insurance (BFSI)
- 8.3 Information Technology & Telecommunications
- 8.4 Retail & E-commerce
- 8.5 Healthcare & Life Sciences
- 8.6 Media & Entertainment
- 8.7 Manufacturing & Industrial
- 8.8 Government & Public Sector
- 8.9 Transportation & Logistics
- 8.10 Education & Research
- 9 Global Serverless Computing Market, By Geography
- 9.1 Introduction
- 9.2 North America
- 9.2.1 US
- 9.2.2 Canada
- 9.2.3 Mexico
- 9.3 Europe
- 9.3.1 Germany
- 9.3.2 UK
- 9.3.3 Italy
- 9.3.4 France
- 9.3.5 Spain
- 9.3.6 Rest of Europe
- 9.4 Asia Pacific
- 9.4.1 Japan
- 9.4.2 China
- 9.4.3 India
- 9.4.4 Australia
- 9.4.5 New Zealand
- 9.4.6 South Korea
- 9.4.7 Rest of Asia Pacific
- 9.5 South America
- 9.5.1 Argentina
- 9.5.2 Brazil
- 9.5.3 Chile
- 9.5.4 Rest of South America
- 9.6 Middle East & Africa
- 9.6.1 Saudi Arabia
- 9.6.2 UAE
- 9.6.3 Qatar
- 9.6.4 South Africa
- 9.6.5 Rest of Middle East & Africa
- 10 Key Developments
- 10.1 Agreements, Partnerships, Collaborations and Joint Ventures
- 10.2 Acquisitions & Mergers
- 10.3 New Product Launch
- 10.4 Expansions
- 10.5 Other Key Strategies
- 11 Company Profiling
- 11.1 Amazon Web Services (AWS)
- 11.2 Microsoft Corporation
- 11.3 Google LLC
- 11.4 IBM Corporation
- 11.5 Alibaba Cloud
- 11.6 Oracle Corporation
- 11.7 Red Hat, Inc.
- 11.8 Cloudflare, Inc.
- 11.9 Tencent Cloud
- 11.10 DigitalOcean
- 11.11 Fastly Inc.
- 11.12 Vercel Inc.
- 11.13 Netlify Inc.
- 11.14 Twilio, Inc.
- 11.15 Iron.io
- List of Tables
- Table 1 Global Serverless Computing Market Outlook, By Region (2024-2032) ($MN)
- Table 2 Global Serverless Computing Market Outlook, By Service Type (2024-2032) ($MN)
- Table 3 Global Serverless Computing Market Outlook, By Function-as-a-Service (FaaS) (2024-2032) ($MN)
- Table 4 Global Serverless Computing Market Outlook, By Backend-as-a-Service (BaaS) (2024-2032) ($MN)
- Table 5 Global Serverless Computing Market Outlook, By Deployment Model (2024-2032) ($MN)
- Table 6 Global Serverless Computing Market Outlook, By Public Cloud (2024-2032) ($MN)
- Table 7 Global Serverless Computing Market Outlook, By Private Cloud (2024-2032) ($MN)
- Table 8 Global Serverless Computing Market Outlook, By Hybrid Cloud (2024-2032) ($MN)
- Table 9 Global Serverless Computing Market Outlook, By Enterprise Size (2024-2032) ($MN)
- Table 10 Global Serverless Computing Market Outlook, By Small & Medium Enterprises (SMEs) (2024-2032) ($MN)
- Table 11 Global Serverless Computing Market Outlook, By Large Enterprises (2024-2032) ($MN)
- Table 12 Global Serverless Computing Market Outlook, By End User (2024-2032) ($MN)
- Table 13 Global Serverless Computing Market Outlook, By Banking, Financial Services & Insurance (BFSI) (2024-2032) ($MN)
- Table 14 Global Serverless Computing Market Outlook, By Information Technology & Telecommunications (2024-2032) ($MN)
- Table 15 Global Serverless Computing Market Outlook, By Retail & E-commerce (2024-2032) ($MN)
- Table 16 Global Serverless Computing Market Outlook, By Healthcare & Life Sciences (2024-2032) ($MN)
- Table 17 Global Serverless Computing Market Outlook, By Media & Entertainment (2024-2032) ($MN)
- Table 18 Global Serverless Computing Market Outlook, By Manufacturing & Industrial (2024-2032) ($MN)
- Table 19 Global Serverless Computing Market Outlook, By Government & Public Sector (2024-2032) ($MN)
- Table 20 Global Serverless Computing Market Outlook, By Transportation & Logistics (2024-2032) ($MN)
- Table 21 Global Serverless Computing Market Outlook, By Education & Research (2024-2032) ($MN)
- Note: Tables for North America, Europe, APAC, South America, and Middle East & Africa Regions are also represented in the same manner as above.
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