Segments - by Component (Hardware, Software, Services), by Application (Data Centers, Cloud Computing, Telecommunications, Enterprise Networking, Others), by End-User (IT & Telecom, BFSI, Healthcare, Government, Retail, Others), by Deployment Mode (On-Premises, Cloud)
The Infrastructure Processing Unit market was valued at USD 2.85 Billion in 2024 and is projected to reach USD 21.5 Billion by 2033, a CAGR of 25.7%.
| Market size (2024) | USD 2.85 Billion |
|---|---|
| Forecast (2033) | USD 21.5 Billion |
| CAGR (2025-2033) | 25.7% |
| Largest region | North America |
| Segments covered | Component, Application, End-User, Deployment Mode |
| Key companies | Intel Corporation, NVIDIA Corporation, Marvell Technology Group, Broadcom Inc., Pensando Systems |
Research by Growth Market Reports shows that the global Infrastructure Processing Unit (IPU) market size reached USD 2.85 billion in 2024, driven by the surging demand for high-performance computing and data-centric workloads. The market is set to grow at a robust CAGR of 25.7% from 2025 to 2033, with the forecasted market size expected to hit USD 21.5 billion by 2033. This remarkable growth trajectory is fueled by the increasing adoption of cloud-native architectures, the proliferation of artificial intelligence (AI) and machine learning (ML) applications, and the need for optimized data center efficiency. As per our comprehensive analysis, the IPU market is witnessing significant momentum, underpinned by a paradigm shift in how enterprises manage and accelerate complex networking, storage, and security tasks.
The primary growth driver for the Infrastructure Processing Unit (IPU) market is the exponential increase in data generation and processing requirements across industries. As organizations embrace digital transformation, the volume of data generated from IoT devices, edge computing, and enterprise applications is skyrocketing. Traditional CPUs and GPUs face bottlenecks when handling intricate data movement, security, and networking tasks, leading to performance and efficiency challenges. IPUs, with their specialized architecture, offload these functions from the main processor, enabling faster data throughput, reduced latency, and enhanced workload isolation. This capability is particularly vital for hyperscale data centers and cloud service providers, who are under immense pressure to deliver real-time insights and seamless user experiences. As a result, the adoption of IPUs is becoming a strategic imperative for businesses seeking to future-proof their IT infrastructure and gain a competitive edge.
Another significant factor propelling the growth of the IPU market is the rapid evolution of cloud computing and virtualization technologies. With the shift towards multi-cloud and hybrid cloud environments, enterprises require infrastructure that can dynamically scale, secure, and manage diverse workloads. IPUs play a crucial role in enabling software-defined networking (SDN), network function virtualization (NFV), and microservices architectures by offloading complex processing tasks from the host CPU. This not only improves resource utilization but also enhances security by isolating network traffic and enforcing granular policies. Moreover, the rise of AI and ML workloads, which demand high-speed data access and low-latency interconnects, further amplifies the need for dedicated IPU solutions. As cloud providers and enterprises invest heavily in next-generation data centers, the demand for IPUs is expected to surge, driving sustained market growth over the forecast period.
The Infrastructure Processing Unit (IPU) market is also benefitting from advancements in semiconductor technology and the emergence of open-source hardware ecosystems. Leading vendors are developing highly programmable and customizable IPUs that can be tailored to specific application requirements, such as deep learning inference, storage acceleration, and real-time analytics. This flexibility enables organizations to optimize their infrastructure for a wide range of use cases, from financial services and healthcare to telecommunications and government. Furthermore, the growing collaboration between chip manufacturers, cloud providers, and software vendors is fostering innovation and interoperability in the IPU ecosystem. As a result, enterprises are increasingly recognizing the value proposition of IPUs in achieving operational agility, cost efficiency, and scalability, thereby fueling market expansion.
From a regional perspective, North America continues to dominate the global IPU market, accounting for the largest revenue share in 2024. This leadership position is attributed to the presence of major cloud service providers, early technology adopters, and significant investments in data center infrastructure. Asia Pacific is emerging as the fastest-growing region, driven by rapid digitalization, expanding internet penetration, and government initiatives to promote smart infrastructure. Europe is also witnessing steady growth, supported by stringent data privacy regulations and the proliferation of edge computing deployments. Meanwhile, Latin America and the Middle East & Africa are gradually catching up, with increasing investments in IT modernization and digital transformation projects. Overall, regional dynamics are shaping the competitive landscape of the IPU market, with vendors focusing on strategic partnerships and localized offerings to capture emerging opportunities.
The Infrastructure Processing Unit (IPU) market is segmented by component into hardware, software, and services, each playing a pivotal role in driving market growth and innovation. The hardware segment, comprising IPU chips, boards, and integrated systems, currently holds the largest market share, accounting for more than 60% of total revenues in 2024. The surge in demand for high-performance, scalable, and energy-efficient IPU hardware is primarily fueled by hyperscale data centers and cloud service providers seeking to optimize infrastructure for AI, ML, and big data workloads. Leading manufacturers are investing heavily in R&D to develop advanced IPU architectures with enhanced programmability, security features, and interoperability with existing server platforms. The hardware segment is expected to maintain its dominance throughout the forecast period, supported by ongoing advancements in semiconductor fabrication and the introduction of next-generation IPUs tailored for specific industry use cases.
The software segment is witnessing rapid growth, driven by the increasing need for robust management, orchestration, and development tools that enable seamless integration of IPUs into heterogeneous IT environments. IPU software includes firmware, drivers, APIs, and SDKs that facilitate workload offloading, network virtualization, and resource provisioning. The proliferation of open-source software frameworks and the rise of containerized applications are further accelerating the adoption of IPU-centric software solutions. Vendors are focusing on delivering comprehensive software stacks that support automation, monitoring, and analytics, empowering enterprises to maximize the value of their IPU investments. As organizations prioritize agility and operational efficiency, the software segment is poised for significant expansion, with a projected CAGR of over 28% from 2025 to 2033.
The services segment encompasses consulting, integration, training, and support services that are essential for successful IPU deployment and lifecycle management. As the IPU ecosystem matures, enterprises are seeking expert guidance to assess infrastructure requirements, design customized solutions, and ensure seamless migration from legacy systems. Managed services are gaining traction as organizations look to outsource day-to-day operations, maintenance, and performance optimization to specialized providers. This trend is particularly pronounced among mid-sized enterprises and verticals with limited in-house IT expertise. The services segment is expected to witness robust growth, driven by the increasing complexity of IPU deployments and the need for ongoing technical support. Vendors are expanding their service portfolios to include proactive monitoring, security assessments, and capacity planning, thereby enhancing customer satisfaction and loyalty.
The interplay between hardware, software, and services is shaping the competitive dynamics of the IPU market. Leading vendors are adopting a holistic approach by offering end-to-end solutions that combine cutting-edge hardware, intuitive software platforms, and comprehensive professional services. This integrated value proposition enables enterprises to accelerate time-to-value, reduce total cost of ownership, and future-proof their infrastructure investments. As the market evolves, collaboration between hardware manufacturers, software developers, and service providers will be critical in addressing emerging challenges and unlocking new growth opportunities. The component segmentation of the IPU market underscores the importance of a multi-faceted strategy that caters to diverse customer needs and technological advancements.
| Attributes | Details |
| Report Title | Infrastructure Processing Unit Market Research Report 2033 |
| By Component | Hardware, Software, Services |
| By Application | Data Centers, Cloud Computing, Telecommunications, Enterprise Networking, Others |
| By End-User | IT & Telecom, BFSI, Healthcare, Government, Retail, Others |
| By Deployment Mode | On-Premises, Cloud |
| Regions Covered | North America, Europe, APAC, Latin America, MEA |
| Countries Covered | North America (United States, Canada), Europe (Germany, France, Italy, United Kingdom, Spain, Russia, Rest of Europe), Asia Pacific (China, Japan, South Korea, India, Australia, South East Asia (SEA), Rest of Asia Pacific), Latin America (Mexico, Brazil, Rest of Latin America), Middle East & Africa (Saudi Arabia, South Africa, United Arab Emirates, Rest of Middle East & Africa) |
| Base Year | 2024 |
| Historic Data | 2018-2023 |
| Forecast Period | 2025-2033 |
| Number of Pages | 269 |
| Number of Tables & Figures | 288 |
| Customization Available | Yes, the report can be customized as per your need. |
The Infrastructure Processing Unit (IPU) market is segmented by application into data centers, cloud computing, telecommunications, enterprise networking, and others, each representing a distinct set of requirements and growth drivers. The data centers segment commands the largest share of the market, accounting for over 45% of total revenues in 2024. The proliferation of hyperscale and edge data centers, driven by the exponential growth of digital content, AI/ML workloads, and real-time analytics, is fueling the demand for IPUs. These specialized processors enable data centers to achieve higher throughput, lower latency, and improved resource isolation, addressing the performance bottlenecks associated with traditional architectures. As enterprises and service providers prioritize data center modernization and energy efficiency, the adoption of IPUs is expected to accelerate, making this segment a key contributor to overall market growth.
Cloud computing is another major application area for IPUs, with cloud service providers leveraging these processors to enhance infrastructure scalability, security, and agility. The transition to multi-cloud and hybrid cloud environments necessitates robust network virtualization, workload isolation, and dynamic resource allocation, all of which are enabled by advanced IPU solutions. By offloading networking, storage, and security tasks from the host CPU, IPUs empower cloud providers to deliver differentiated services, optimize operational costs, and support a broader range of customer workloads. The cloud computing segment is projected to grow at a CAGR of 27.3% from 2025 to 2033, driven by the increasing adoption of cloud-native applications and the rising demand for high-performance, secure, and flexible infrastructure.
The telecommunications sector represents a significant opportunity for IPU adoption, as operators seek to modernize their networks and support emerging technologies such as 5G, NFV, and SDN. IPUs enable telecom providers to offload complex packet processing, traffic management, and security functions, thereby enhancing network performance, scalability, and reliability. The integration of IPUs into telecom infrastructure facilitates the deployment of virtualized network functions, edge computing, and real-time analytics, supporting the delivery of next-generation services such as ultra-low-latency applications and IoT connectivity. As the telecom industry undergoes digital transformation, the demand for IPU solutions is expected to rise, creating new avenues for market expansion.
Enterprise networking is another key application segment, with organizations increasingly relying on IPUs to secure, optimize, and manage their internal and external network traffic. The growing adoption of zero-trust security models, software-defined networking, and micro-segmentation is driving the need for intelligent, programmable infrastructure capable of enforcing granular policies and detecting anomalies in real time. IPUs provide the necessary processing power and flexibility to support these advanced networking paradigms, enabling enterprises to safeguard critical assets and maintain business continuity. The "others" segment, which includes applications such as high-performance computing, storage acceleration, and government infrastructure, is also witnessing steady growth as organizations recognize the benefits of IPUs in addressing specialized requirements.
The Infrastructure Processing Unit (IPU) market is segmented by end-user into IT & telecom, BFSI, healthcare, government, retail, and others, each exhibiting unique adoption patterns and growth prospects. The IT & telecom segment is the largest end-user, accounting for nearly 38% of market revenues in 2024. This dominance is attributed to the sector's early adoption of cloud, virtualization, and software-defined infrastructure, all of which benefit significantly from IPU integration. IT service providers and telecom operators are leveraging IPUs to enhance network performance, support 5G rollouts, and enable advanced analytics, thereby driving operational efficiency and service innovation. As digital transformation accelerates across the sector, the demand for high-performance, secure, and scalable infrastructure is expected to propel further IPU adoption.
The BFSI (Banking, Financial Services, and Insurance) segment is emerging as a key growth driver for the IPU market, with financial institutions investing in infrastructure modernization to support real-time transaction processing, fraud detection, and regulatory compliance. IPUs enable BFSI organizations to offload security, encryption, and data movement tasks from the main CPU, reducing latency and improving throughput. This is particularly critical in high-frequency trading, risk management, and mobile banking applications, where speed and reliability are paramount. The healthcare sector is also witnessing increased adoption of IPUs, driven by the need for secure, high-speed data processing in electronic health records, medical imaging, and telemedicine platforms. IPUs facilitate the integration of AI/ML models for diagnostics, personalized medicine, and remote patient monitoring, enhancing clinical outcomes and operational efficiency.
Government agencies are increasingly deploying IPUs to support mission-critical applications such as cybersecurity, digital identity management, and smart city initiatives. The ability of IPUs to provide hardware-enforced isolation, real-time analytics, and secure networking is particularly valuable in public sector environments where data privacy and national security are top priorities. As governments worldwide invest in digital infrastructure and e-governance, the demand for IPU solutions is expected to grow, creating new opportunities for market participants. The retail sector is also embracing IPUs to enhance customer experience, streamline supply chain operations, and support omnichannel strategies. By enabling real-time analytics, personalized recommendations, and secure payment processing, IPUs are helping retailers stay competitive in an increasingly digital marketplace.
The "others" segment includes industries such as manufacturing, energy, and transportation, where the adoption of IPUs is being driven by the need for intelligent automation, predictive maintenance, and IoT integration. These sectors are leveraging IPUs to process vast amounts of sensor data, optimize resource allocation, and enable real-time decision-making. As the benefits of IPUs become more widely recognized, their adoption is expected to expand across a broader range of verticals, further fueling market growth. The end-user segmentation of the IPU market highlights the versatility and transformative potential of these processors in addressing diverse industry challenges.
The Infrastructure Processing Unit (IPU) market is segmented by deployment mode into on-premises and cloud, reflecting the diverse infrastructure strategies adopted by organizations worldwide. The on-premises segment currently accounts for the majority of market revenues, with a share of over 58% in 2024. Many enterprises, particularly those in regulated industries such as BFSI, healthcare, and government, prefer on-premises deployments to maintain control over data security, compliance, and latency-sensitive applications. On-premises IPU solutions enable organizations to customize their infrastructure, integrate with existing systems, and optimize performance for specific workloads. As enterprises continue to invest in private data centers and edge computing, the demand for on-premises IPU deployments is expected to remain strong, particularly among large organizations with complex IT environments.
The cloud deployment segment is experiencing rapid growth, driven by the increasing adoption of public, private, and hybrid cloud models. Cloud service providers are integrating IPUs into their infrastructure to offer high-performance, scalable, and secure computing resources to customers across industries. The flexibility, cost-effectiveness, and scalability of cloud-based IPU solutions are particularly appealing to small and medium-sized enterprises (SMEs) and startups, who may lack the resources to invest in dedicated on-premises hardware. Cloud-based IPUs enable organizations to access cutting-edge infrastructure on a pay-as-you-go basis, accelerating innovation and reducing time-to-market. The cloud deployment segment is projected to grow at a CAGR of 29.1% from 2025 to 2033, outpacing the overall market and reshaping the competitive landscape.
Hybrid deployment models, which combine on-premises and cloud-based IPU solutions, are gaining traction as organizations seek to balance security, flexibility, and cost considerations. Hybrid architectures enable enterprises to leverage the benefits of cloud scalability while retaining control over sensitive data and mission-critical applications. IPUs play a crucial role in enabling seamless interoperability, workload migration, and policy enforcement across hybrid environments. As organizations adopt multi-cloud strategies and edge computing becomes more prevalent, the demand for flexible, interoperable IPU solutions is expected to rise. Vendors are responding by offering unified management platforms and APIs that simplify deployment, monitoring, and orchestration across diverse infrastructure landscapes.
The choice of deployment mode is influenced by a range of factors, including regulatory requirements, workload characteristics, budget constraints, and organizational maturity. As the IPU market evolves, vendors are focusing on delivering deployment-agnostic solutions that can be easily integrated into any IT environment. This approach enables organizations to future-proof their infrastructure investments and adapt to changing business needs. The deployment mode segmentation of the IPU market underscores the importance of flexibility, scalability, and security in driving adoption and maximizing value.
The Infrastructure Processing Unit (IPU) market presents a wealth of opportunities for innovation, growth, and value creation across the technology ecosystem. One of the most significant opportunities lies in the integration of IPUs with emerging technologies such as artificial intelligence, machine learning, and edge computing. As organizations seek to harness the power of real-time analytics, autonomous systems, and intelligent automation, the demand for high-performance, programmable infrastructure is expected to surge. IPUs, with their ability to offload complex processing tasks and enable workload isolation, are uniquely positioned to support these next-generation applications. Vendors that invest in developing AI-optimized IPUs, open-source software frameworks, and developer-friendly tools will be well-placed to capture a larger share of the market and drive industry-wide innovation.
Another major opportunity for the IPU market is the growing focus on data security, privacy, and compliance. With the proliferation of cyber threats, data breaches, and stringent regulatory requirements, organizations are prioritizing infrastructure solutions that can provide hardware-enforced isolation, real-time threat detection, and granular policy enforcement. IPUs enable enterprises to implement zero-trust security models, secure multi-tenancy, and encrypted data movement, addressing critical pain points in modern IT environments. As digital transformation accelerates across industries, the demand for secure, resilient, and compliant infrastructure is expected to drive sustained IPU adoption. Vendors that offer comprehensive security features, integration with leading cybersecurity platforms, and proactive threat intelligence will be able to differentiate themselves and build long-term customer relationships.
Despite the immense potential of the IPU market, there are several restraining factors that could impact growth and adoption. One of the primary challenges is the high initial cost and complexity associated with IPU deployment, particularly for small and medium-sized enterprises (SMEs) with limited IT budgets and expertise. The integration of IPUs into existing infrastructure often requires significant investments in hardware, software, and training, as well as changes to operational processes and workflows. Additionally, the lack of standardized APIs, interoperability frameworks, and industry benchmarks can create barriers to adoption and limit the scalability of IPU solutions. Vendors must address these challenges by offering flexible pricing models, comprehensive support services, and robust ecosystem partnerships to lower the barriers to entry and accelerate market penetration.
North America leads the global Infrastructure Processing Unit (IPU) market, accounting for an estimated USD 1.15 billion in revenues in 2024, or approximately 40% of the global market. The region’s dominance is underpinned by the presence of major technology giants, hyperscale cloud providers, and early adopters of cutting-edge data center technologies. The United States, in particular, is at the forefront of IPU innovation, with significant investments in research and development, strategic partnerships, and large-scale deployments across sectors such as IT, telecom, BFSI, and healthcare. The North American market is expected to maintain its leadership position, supported by a robust ecosystem of hardware manufacturers, software developers, and service providers. The region is projected to grow at a CAGR of 23.8% through 2033, driven by ongoing digital transformation and the proliferation of AI/ML workloads.
Asia Pacific is emerging as the fastest-growing region in the global IPU market, with revenues reaching USD 0.8 billion in 2024 and a projected CAGR of 29.5% from 2025 to 2033. The region’s rapid growth is fueled by the accelerating adoption of cloud computing, the expansion of data center infrastructure, and government initiatives to promote smart cities and digital economies. Countries such as China, India, Japan, and South Korea are witnessing a surge in demand for high-performance, scalable, and secure infrastructure to support burgeoning digital ecosystems. Local startups and technology firms are collaborating with global IPU vendors to develop region-specific solutions tailored to the unique needs of Asian enterprises. The Asia Pacific market is expected to play a pivotal role in shaping the future of the IPU industry, with significant opportunities for innovation, investment, and ecosystem development.
Europe represents a mature yet steadily growing market for IPUs, with revenues estimated at USD 0.55 billion in 2024. The region’s growth is driven by the increasing adoption of cloud services, edge computing, and stringent data protection regulations such as GDPR. Major European economies, including Germany, the United Kingdom, and France, are investing in digital infrastructure modernization, cybersecurity, and AI-driven applications. The European IPU market is characterized by a strong focus on interoperability, sustainability, and compliance, with vendors offering solutions that address local regulatory requirements and industry standards. Latin America and the Middle East & Africa are smaller markets, with combined revenues of less than USD 0.35 billion in 2024, but are expected to witness gradual growth as digital transformation initiatives gain momentum and investments in IT infrastructure increase.
The Infrastructure Processing Unit (IPU) market is characterized by intense competition, rapid technological innovation, and a dynamic ecosystem of established players and emerging startups. Leading vendors are investing heavily in research and development to differentiate their offerings, enhance performance, and address evolving customer needs. The competitive landscape is marked by strategic collaborations, mergers and acquisitions, and partnerships with cloud service providers, system integrators, and software vendors. Companies are focusing on developing end-to-end solutions that combine advanced hardware, comprehensive software stacks, and value-added services to deliver superior performance, security, and scalability. The ability to offer integrated, programmable, and interoperable IPU solutions is emerging as a key differentiator in the market.
Innovation is at the core of the IPU market, with vendors racing to develop next-generation architectures that support AI/ML workloads, real-time analytics, and edge computing. The emergence of open-source hardware ecosystems and industry consortia is fostering collaboration and accelerating the pace of innovation. Leading companies are also prioritizing sustainability, energy efficiency, and environmental responsibility in their product development strategies. As the market matures, the focus is shifting from hardware-centric offerings to holistic solutions that encompass software, services, and ecosystem integration. Vendors that can deliver seamless integration with existing IT environments, robust security features, and flexible deployment options are well-positioned to capture a larger share of the market.
Customer-centricity is another critical success factor in the IPU market, with vendors investing in training, support, and professional services to ensure successful deployments and maximize customer satisfaction. The growing complexity of IPU solutions and the need for ongoing optimization and management are driving demand for managed services and consulting expertise. Vendors are expanding their service portfolios to include proactive monitoring, capacity planning, and performance tuning, helping customers achieve their business objectives and realize the full potential of their IPU investments. The ability to build strong, long-term relationships with customers and ecosystem partners is essential for sustained growth and competitive advantage.
Some of the major players in the global Infrastructure Processing Unit (IPU) market include Intel Corporation, NVIDIA Corporation, Marvell Technology Group, Xilinx (now part of AMD), Fungible Inc., and Broadcom Inc. Intel is a pioneer in the IPU space, with its IPU and SmartNIC solutions widely adopted by hyperscale data centers and cloud providers. NVIDIA, known for its leadership in AI and GPU technologies, is expanding its portfolio to include IPUs designed for high-performance computing and AI workloads. Marvell and Xilinx are leveraging their expertise in networking and programmable logic to develop innovative IPU architectures that address the needs of telecom, enterprise, and cloud customers. Fungible Inc., a leading startup in the market, is focused on developing data-centric IPUs that deliver exceptional performance for storage, networking, and security applications. Broadcom is also a key player, offering a range of programmable networking solutions that complement its IPU offerings.
These companies are continuously expanding their product portfolios, forging strategic alliances, and investing in ecosystem development to strengthen their market positions. They are also focusing on regional expansion, targeting high-growth markets in Asia Pacific, Europe, and Latin America. As the IPU market evolves, the competitive landscape is expected to become even more dynamic, with new entrants, disruptive technologies, and innovative business models reshaping the industry. The ability to anticipate customer needs, deliver differentiated solutions, and foster collaborative partnerships will be critical for success in the fast-growing and highly competitive IPU market.
The Infrastructure Processing Unit market has been segmented on the basis of
Opportunities include integration with AI, ML, and edge computing, and addressing data security and compliance needs. Challenges involve high initial costs, deployment complexity, lack of standardization, and the need for skilled expertise.
Key players include Intel Corporation, NVIDIA Corporation, Marvell Technology Group, Xilinx (AMD), Fungible Inc., and Broadcom Inc. These companies focus on innovation, partnerships, and expanding their product portfolios.
North America leads the global IPU market, followed by Asia Pacific (the fastest-growing region), Europe, Latin America, and the Middle East & Africa. Growth is driven by digital transformation, cloud adoption, and investments in data center infrastructure.
IPUs can be deployed on-premises, in the cloud, or in hybrid environments. On-premises deployments are preferred by regulated industries, while cloud and hybrid models are gaining traction due to scalability, flexibility, and cost-effectiveness.
The main end-users include IT & telecom, BFSI (banking, financial services, and insurance), healthcare, government, retail, and sectors like manufacturing, energy, and transportation.
IPUs are primarily used in data centers, cloud computing, telecommunications, enterprise networking, and other areas such as high-performance computing, storage acceleration, and government infrastructure.
The IPU market is segmented into hardware (chips, boards, integrated systems), software (firmware, drivers, APIs, SDKs), and services (consulting, integration, training, support). Hardware currently holds the largest market share, but software and services are experiencing rapid growth.
Key growth drivers include the exponential increase in data generation, adoption of cloud-native and AI/ML applications, need for optimized data center efficiency, advancements in semiconductor technology, and the evolution of cloud and virtualization technologies.
The global Infrastructure Processing Unit (IPU) market reached USD 2.85 billion in 2024 and is expected to grow at a CAGR of 25.7% from 2025 to 2033, reaching USD 21.5 billion by 2033.
An Infrastructure Processing Unit (IPU) is a specialized processor designed to offload complex networking, storage, and security tasks from the main CPU, enhancing data center efficiency and performance. IPUs are crucial for handling high-performance computing, AI/ML workloads, and data-centric applications, enabling faster data throughput, reduced latency, and improved workload isolation.