Press release
Data Center Accelerator Market Size, Share Growth Status, Emerging Technology, Key Players, Industry Challenges, and Forecast till 2031
Data center accelerators are specialized processing units used in data centers to boost the performance of applications related to artificial intelligence, machine learning, and high-performance computing. These accelerators are implemented as hardware components that can process complicated algorithms faster than generalized central processing units. Common applications of data center accelerators include image and speech recognition, recommendation engines, predictive analytics, and scientific computing.Market Dynamics:
The growth of the data center accelerator market is driven by the rising adoption of artificial intelligence and machine learning technologies among industries. Various industries are increasingly implementing AI and ML technologies into their applications and operations to enhance productivity, reduce costs, and gain competitive advantages. This wide adoption of AI/ML has resulted in tremendous growth of AI/ML workloads in data centers, thereby fueling the demand for data center accelerators that can efficiently handle such complex workloads. Additionally, the growing Big Data analytics market is generating immense volumes of data that require high-performance computing power for processing and deriving meaningful insights. Data center accelerators help organizations seamlessly manage such large-scale Big Data workloads in the data centers and expedite data-driven decision making.
The global data center accelerator market size was valued at USD 33541.7 million in 2021 and is anticipated to witness a compound annual growth rate (CAGR) of 22.8% from 2022 to 2030.
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Data Center Accelerator Market Drivers
Increase in Data Center Infrastructure Investments Drives the Growth of Data Center Accelerator Market
With the increase in data and data workloads in data centers, organizations are investing significantly in data infrastructure to boost performance and improve efficiencies. This rise in data center infrastructure spending contributes to the rising demand for data center accelerators that delivers faster data processing capabilities. Data center operators are deploying accelerators across server, storage and networking to optimize compute workloads and gain a competitive edge. Thus, a substantial increase in data center infrastructure spending globally will drive the adoption of data center accelerators over the forecast period.
Growing Application of AI and Deep Learning Prompts the Need for Data Center Accelerators
Artificial Intelligence and Deep Learning are becoming pervasive across various industries requiring high performance computing capabilities. Data center accelerators help speed up complex AI and deep learning workloads that involves huge volumes of data processing and analytics. As organizations are increasingly leveraging AI/ML for critical business functions, the demand for accelerators to efficiently run AI inference and training models in data centers is witnessing tremendous growth. Implementation of AI strategies rely on accelerated computing, thus significantly impelling the data center accelerator market growth.
Major Key Players:
Qualcomm Technologies Inc., Intel Corporation, Cisco Systems Inc., NVIDIA Corporation, IBM Corporation, Advanced Micro Devices Inc., Dell Technologies Inc., Achronix Semiconductor Corporation, NEC Corporation, and Xilinx Inc.
Detailed Segmentation:
Global Data Center Accelerator Market, By Processor Type
CPU
GPU
FPGA
ASIC
Global Data Center Accelerator Market, By Application
High Performance Computing Accelerator
Artificial Intelligence
Other Applications
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Data Center Accelerator Market Restrain
High Cost of Ownership Limits the Adoption of Data Center Accelerators
Data center accelerators require additional capital expenditure and operational costs compared to traditional CPUs for infrastructure setup and management. Moreover, complexity in optimizing accelerated workloads and supporting software stack adds to the total cost of ownership. The high hardware and software costs associated with accelerators pose challenges, especially for organizations with limited budgets. Additionally, faster upgrade cycles of accelerators also increase maintenance costs. Therefore, the high cost of deploying and maintaining data center accelerators represents a major restrain to the market growth.
Data Center Accelerator Market Opportunity
Growing Edge Computing Opens New Avenues for Data Center Accelerators
Edge computing is envisioned to process a significant amount of data closer to the source of data generation at the edge of the network rather than sending all the data to centralized cloud facilities. The rapid pace of edge deployments has amplified the need for high-performance and low-latency accelerators to efficiently run edge applications and workloads. Data center accelerator providers are developing specialized accelerator solutions optimized for edge and IoT ecosystems. This presents a substantial market opportunity for data center accelerator vendors to target edge infrastructure with cost-effective and power-efficient solutions.
Data Center Accelerator Market Trends
Rise of Sophisticated Technologies like In-Network Computing is Driving Innovation
With staggering data growth, there is a growing need to distribute computing power closer to data sources and reduce traffic bottlenecks between hardware. This has led to the emergence of in-network computing paradigm that embeds computing functions directly within network equipment and switches. Data center accelerator manufacturers are designing intelligent NICs integrated with programmable processing elements that provide in-network capabilities. They are also innovating domain-specific accelerators optimized for networking workloads. Such technology advancements will significantly influence upcoming data center accelerator designs according to evolving workload and computing distribution trends.
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𝗙𝗔𝗤'𝗦:
What is the projected size of the Data Center Accelerator Market by 2031?
Which major countries will experience the greatest impact from the Data Center Accelerator Market?
Which regional market in the Data Center Accelerator Market is the largest?
Which leading companies dominate the majority of the Data Center Accelerator Market?
Which geographic market within the Data Center Accelerator Market industry is expected to exhibit the most significant growth potential?
What are the primary drivers of the Data Center Accelerator Market?
What are the current trends and future predictions for the global Data Center Accelerator Market industry?
What are the key strategies employed in the Data Center Accelerator Market?
What are the main growth prospects for the Data Center Accelerator Market?
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