데이터센터 가속기는 인공지능, 머신러닝, 빅데이터 분석 등 데이터 집약적 용도의 부상으로 수요가 증가하고 있습니다. 이러한 용도는 대량의 데이터 처리 능력을 요구하지만, 일반 CPU로는 효율적으로 처리할 수 없습니다. 시장 규모는 2024년에 160억 1,000만 달러를 넘어 2032년에는 약 2,745억 7,000만 달러에 달할 전망입니다.
전용 하드웨어와 병렬 처리 능력을 갖춘 데이터센터 가속기는 이러한 활동의 속도를 크게 높여 더 빠른 인사이트와 더 정확한 결과를 얻을 수 있습니다. 클라우드 컴퓨팅의 확산과 엣지 컴퓨팅의 부상도 데이터센터 가속기에 대한 수요를 증가시키고 있습니다. 데이터센터 가속기는 실시간 용도에 필요한 컴퓨팅 성능을 제공하는 동시에 대기 시간을 줄여줍니다. 비용 효율적이고 효율적인 데이터센터 가속기에 대한 수요가 증가하면서 2026-2032년 CAGR 47.06% 시장 성장이 예상됩니다.
데이터센터 가속기 시장의 정의/개요
데이터센터 가속기는 데이터센터내 데이터 처리 및 컴퓨팅 프로세스의 성능을 향상시키는 특수한 하드웨어 구성 요소입니다. 이러한 가속기에는 그래픽 처리 장비(GPU), 필드 프로그래머블 게이트 어레이(FPGA), 주문형 집적회로(ASIC) 등이 포함되며, 범용 CPU보다 더 효율적으로 특정 연산을 수행하도록 설계되어 있습니다. 이러한 가속기는 머신러닝, 빅데이터 분석, 고성능 컴퓨팅 등의 처리 속도를 높이기 위해 자주 사용되며, 이러한 고부하 처리를 CPU에서 오프로드하여 전체 시스템의 효율성과 성능을 향상시킵니다. 데이터센터 가속기의 통합은 빠른 데이터 처리, 낮은 지연 시간, 복잡한 워크로드 처리 능력 향상 등 빠르고 확장 가능한 컴퓨팅 리소스를 필요로 하는 최신 용도에 필수적인 요소들을 제공합니다.
고성능 컴퓨팅에 대한 수요가 증가함에 따라 데이터센터 가속기의 전망은 낙관적입니다. 가속기 기술의 발전은 클라우드 컴퓨팅, 엣지 컴퓨팅, 인공지능의 혁신을 촉진할 것으로 예측됩니다. 가속기는 실시간 분석, 자율 시스템, 고급 시뮬레이션 등 데이터 집약적 용도 수요 증가를 충족시키는 데 중요한 역할을 할 것으로 보입니다.
지속적인 연구개발 활동으로 보다 전문적이고 효율적인 가속기가 개발되어 데이터센터 운영이 더욱 최적화될 가능성이 높습니다. 또한 5G의 보급과 사물인터넷(IoT)의 확대로 대량의 데이터를 빠른 속도로 처리할 수 있는 가속기에 대한 수요가 높아질 것으로 예측됩니다.
데이터센터 가속기 시장은 클라우드 컴퓨팅 서비스의 인기 상승에 힘입어 성장세를 보이고 있습니다. 퍼블릭 클라우드 서비스에 대한 세계 최종사용자의 지출은 2022년 4,903억 달러에서 20.7% 증가한 5,918억 달러에 달할 것으로 예상되며, 이는 강력한 클라우드 인프라에 대한 수요를 증가시키고 있습니다. 이러한 확장은 클라우드 기반 용도의 성능과 효율성에 대한 요구사항에 맞추어 강력한 데이터센터 가속기 도입이 필요하며, 이러한 특수 하드웨어 구성 요소 시장 성장을 촉진하고 있습니다.
데이터 생성 및 처리의 급격한 증가는 데이터센터 가속기 시장을 촉진하고 있으며, IDC는 전 세계 데이터 영역이 2018년 33제타바이트에서 2025년 175제타바이트로 증가할 것으로 예측하고 있으며, 효과적인 데이터 처리 솔루션에 대한 수요는 점점 더 절실해지고 있습니다. 점점 더 시급해지고 있습니다. 이러한 데이터의 폭발적인 증가는 데이터 처리 능력의 강화가 필요하며, 데이터센터 가속기는 생성되는 방대한 정보를 처리하고 최적화하는 데 필수적이기 때문에 이러한 특수 하드웨어 구성 요소에 대한 시장 수요가 증가하고 있습니다.
높은 비용은 데이터센터 가속기 시장의 성장에 영향을 미치고 있습니다. 고급 액셀러레이터를 구입하고 운영하는 데 드는 높은 비용으로 인해 일부 조직, 특히 재정적으로 여유가 없는 중소기업은 이러한 기술을 채택하지 않을 수 있습니다. 이러한 높은 비용은 첨단 기술에 대한 접근성을 제한하고 성장을 가속하는 데 필요한 대중적 수용성에 영향을 미쳐 시장 확대에 걸림돌이 될 수 있습니다.
규제 문제가 데이터센터 가속기 시장의 성장을 저해하는 요인으로 작용하고 있습니다. 데이터 보안, 프라이버시, 환경 기준을 관리하는 엄격한 규정은 데이터센터 운영의 컴플라이언스 비용과 복잡성을 증가시킬 수 있습니다. 이러한 규제는 새로운 기술 채택을 방해하고 운영 비용을 증가시켜 궁극적으로 시장 성장을 제한할 수 있습니다. 기업은 보다 안전하고 친환경적인 솔루션에 더 많은 비용을 지불해야 하므로 최신 액셀러레이터를 이용하지 않는 기업이 나타나 전체 시장 확대가 제한될 수 있습니다.
Data center accelerators are in high demand due to the rise of data-intensive applications like artificial intelligence, machine learning, and big data analytics. These applications demand large quantities of data processing power, which ordinary CPUs cannot handle efficiently. The market size surpass USD 16.01 Billion valued in 2024 to reach a valuation of around USD 274.57 Billion by 2032.
Data center accelerators, with their specialized hardware and parallel processing capabilities, can considerably speed up these activities, resulting in faster insights and more accurate outcomes. The increased popularity of cloud computing and the rise of edge computing are also driving demand for data center accelerators, which provide the computational capacity required for real-time applications while reducing latency. The rising demand for cost-effective and efficient data center accelerator is enabling the market grow at a CAGR of 47.06% from 2026 to 2032.
Data Center Accelerator Market: Definition/ Overview
Data center accelerators are specialized hardware components that improve the performance of data processing and computing processes within data centers. These accelerators, which include Graphics Processing Units (GPUs), Field-Programmable Gate Arrays (FPGAs), and Application-certain Integrated Circuits (ASICs), are designed to do certain computations more effectively than general-purpose CPUs. They are frequently used to speed up operations like machine learning, big data analytics, and high-performance computing by offloading these demanding processes from the CPU, hence enhancing overall system efficiency and performance. The integration of data center accelerators enables quicker data processing, lower latency, and improved capacity to handle complicated workloads, all of which are essential for modern applications that require rapid and scalable computing resources.
As demand for high-performance computing grows, the prospect of data center accelerators seems optimistic. Advances in accelerator technologies are projected to stimulate innovation in cloud computing, edge computing, and artificial intelligence. Accelerators will play an important role in satisfying the growing demand for data-intensive applications such as real-time analytics, autonomous systems, and advanced simulations.
Continuous research and development activities are likely to result in more specialized and efficient accelerators, which will further optimize data center operations. The proliferation of 5G and the expansion of the Internet of Things (IoT) are also predicted to raise the demand for accelerators capable of handling large volumes of data at high processing rates.
The data center accelerator market is being driven by the increased popularity of cloud computing services. As global end-user spending on public cloud services is predicted to rise by 20.7% to USD 591.8 Billion in 2024, up from $490.3 billion in 2022, the need for robust cloud infrastructure grows. This expansion needs the deployment of powerful data center accelerators to match the performance and efficiency demands of growing cloud-based applications, boosting the market for these specialized hardware components.
The exponential expansion of data generation and processing is propelling the data center accelerator market. With IDC forecasting that the global datasphere will grow from 33 zettabytes in 2018 to 175 zettabytes by 2025, the demand for effective data handling solutions becomes increasingly urgent. This data explosion needs enhanced data processing capabilities, making data center accelerators vital to handling and optimizing the massive amounts of information generated, driving market demand for these specialized hardware components.
High costs have an impact on the growth of the data center accelerator market. The large cost necessary to acquire and operate advanced accelerators may discourage some organizations from adopting these technologies, particularly smaller businesses with limited finances. These high costs hinder market expansion by restricting access to cutting-edge technologies and affecting general acceptance, which is required to fuel growth.
Regulatory concerns hinder the growth of the data center accelerator market. Strict rules governing data security, privacy, and environmental standards can increase compliance costs and complexity for data center operations. These laws impede the adoption of new technology and increase operational costs, ultimately limiting market growth. Companies may need to spend on more secure and environmentally friendly solutions, which may discourage some from using modern accelerators and limit overall market expansion.
The GPU segment is currently dominating the data center accelerator market. The tremendous efficiency of Graphics Processing Units (GPUs) in handling computationally significant tasks like AI, ML, and DL is propelling the data center accelerator market. GPUs are specifically built to handle parallel processing, making them ideal for large-scale calculations in AI, ML, and deep learning applications. Their capacity to expedite these processes improves data center performance and efficiency, driving up demand for GPUs as essential elements in modern data centers. GPUs' ability to handle complicated tasks efficiently makes them an essential element in the expansion of the data center accelerator market.
The Graphics Processing Unit (GPU) segment is increasingly popular among data center operators and cloud service providers. GPUs are popular owing to their higher performance in parallel processing workloads, which is vital for high-demand applications such as AI, machine learning, and big data analytics. Their ability to expedite computationally intensive processes makes them extremely efficient and cost-effective, resulting in widespread deployment in data centers and cloud environments. The increasing desire for GPUs among operators and providers is considerably contributing to the growth of the data center accelerator market.
The deep learning training segment is currently dominating the data center accelerator market. The demand for deep learning model training will propel the deep learning training section of the data center accelerator sector. Deep learning models necessitate significant computational capacity and efficient processing capabilities, which accelerators like GPUs and specialized AI chips deliver. These accelerators are required to handle the complicated and data-intensive operations associated with training deep learning algorithms, resulting in a demand for improved hardware that can meet these requirements.
The fact that data center accelerators are well-suited for deep learning training will fuel the expansion of this area of the data center accelerator market. Accelerators such as GPUs and TPUs are specifically designed to handle the parallel processing and high computational demands required to train deep learning models. Their ability to process massive amounts of data easily and rapidly makes them indispensable for this task, resulting in rising usage in data centers. The demand for these specialized accelerators to assist complicated model training will drive further expansion in the deep learning training market.
The North America region is currently dominating the data center accelerator market. The strong infrastructure in the North American region is propelling the data center accelerator market. The region's well-developed data center network, with the number of data centers in the United States expanding from 2,700 in 2000 to about 3 million in 2020, helps to meet the demand for advanced data center accelerators. The US Bureau of Labor Statistics predicts a 15% increase in employment for computer and information research scientists between 2021 and 2032, highlighting the growing tech workforce that drives the adoption of these accelerators, which are critical for handling complex workloads and maintaining North America's global competitiveness.
North American technological centers, particularly those in the United States, are driving the expansion of the data center accelerator market. These hotspots, such as Silicon Valley, foster innovation and attract significant investment in modern computing technologies. According to the Bureau of Economic Analysis, the digital economy contributed USD 2.05 Trillion, or 9.6% of US GDP, in 2019. With over 2,000 technology enterprises in the San Francisco Bay Area requiring advanced data center capabilities, there is a strong demand for high-performance computing solutions. This need is reflected in the overall market, with the global data center accelerator market predicted to grow from USD 13.7 Billion in 2021 to $65.3 billion in 2026.
The Asia-Pacific region is experiencing the fastest growth in the data center accelerator market. Government investments are propelling the data center accelerator market in Asia-Pacific. Substantial governmental investments in digital infrastructure are expected to reach USD 380 Billion by 2025, greatly improving data center capabilities. These investments are propelling the market forward, with Research and Markets forecasting growth from USD 13.7 Billion in 2021 to USD 32.7 Billion by 2026. This increase is being driven by the growing adoption of AI, machine learning, and big data analytics, all of which require the high-performance computing capabilities afforded by sophisticated data center accelerators.
Rapid economic development in the Asia Pacific region is propelling the data center accelerator market. The region's data center business is growing rapidly, with forecasts ranging from USD 13.7 Billion in 2021 to USD 32.7 Billion in 2026. This surge is being driven by increased investments in cloud services, big data analytics, and AI applications, as evidenced by the Indian government's initiative to increase data centers from 138 in 2022 to over 200 by 2025, and China's expected increase in data center racks from 4.4 million in 2020 to 6.5 million by 2025. The widespread deployment of 5G technology, with an estimated 1.2 billion 5G connections by 2025, increases the demand for powerful data center accelerators to meet these high-performance computing requirements.
The data center accelerator market is a dynamic and competitive space, characterized by a diverse range of players vying for market share. These players are on the run for solidifying their presence through the adoption of strategic plans such as collaborations, mergers, acquisitions, and political support.
The organizations are focusing on innovating their product line to serve the vast population in diverse regions. Some of the prominent players operating in the data center accelerator market include: Intel Corporation, NVIDIA Corporation, Advanced Micro Devices Inc., Achronix Semiconductor Corporation, Oracle Corporation, Hewlett Packard Enterprise Company, Dell Technologies Inc., IBM Corporation, Cisco Systems Inc., Xilinx Inc.
In June 2024, AMD announced new EPYC CPUs to broaden their line.
In March 2024, At GTC 2024, NVIDIA unveiled its Data Center Platform Play. This announcement includes a comprehensive approach for addressing diversified data center requirements, including sophisticated technology and solutions to meet various processing needs.
In October 2024, Meta Inc. designated their latest chip the Meta Training and Inference Accelerator (MTIA). It improves the speed of AI training and inference tasks.