Segments - by Product Type (Cables, Transceivers, Switches, Adapters, Others), by Application (Data Centers, High-Performance Computing, Telecommunications, Enterprise IT, Others), by End-User (IT & Telecom, BFSI, Healthcare, Government, Media & Entertainment, Others), by Transmission Speed (Gen3, Gen4, Gen5, Above)
This report is updated with the latest market data and insights as of June 2026. Base year: 2025 | Forecast period: 2026-2034
According to our latest research, the global optical PCIe interconnect market size reached USD 1.54 billion in 2025, reflecting robust adoption across high-performance computing environments, AI infrastructure deployments, and hyperscale data centers. The market is projected to expand at a CAGR of 16.7% from 2026 to 2034, with the total value forecasted to attain USD 5.80 billion by 2034. This strong growth trajectory is primarily driven by escalating demand for high-speed data transfer, increased deployment of data-intensive AI and cloud workloads, and the rising necessity for efficient, scalable networking solutions across data center and enterprise IT infrastructure globally.
A significant growth factor for the optical PCIe interconnect market is the exponential surge in data generation and consumption, especially with the proliferation of generative AI, cloud computing, and real-time analytics platforms. Organizations are continually seeking higher bandwidth and lower latency solutions to support mission-critical and AI-accelerated workloads. Optical PCIe interconnects offer distinct advantages over traditional copper-based connections, including superior signal integrity, extended reach, and drastically reduced electromagnetic interference, making them indispensable for next-generation data centers and high-performance computing clusters. The ability to handle massive data volumes at ultra-fast speeds is a compelling driver for market adoption, particularly in sectors where real-time processing is paramount. The emergence of optical I/O chip technologies is further blurring the line between on-package and off-package interconnects, opening new design possibilities for system architects.
Another pivotal factor influencing market growth is the rapid evolution of PCIe standards and the introduction of higher transmission speeds, including Gen5 and the forthcoming PCIe 6.0 specification. These advancements are enabling system architects and IT managers to future-proof their infrastructure, ensuring scalability and compatibility with upcoming AI accelerator and GPU platforms. The transition from Gen3 to Gen5 and beyond is fueling demand for optical interconnect solutions that can deliver the required performance without compromise. Furthermore, the increasing adoption of virtualization, edge computing, and distributed cloud architectures necessitates robust interconnect solutions capable of seamlessly linking dispersed assets, further propelling demand for optical PCIe technologies in both centralized and edge environments. Innovations in in-package optical SerDes are also reshaping how signal integrity is maintained at extreme data rates.
The expanding application scope of optical PCIe interconnects across industries such as BFSI, healthcare, government, and media and entertainment is contributing meaningfully to the market's upward trajectory. Financial institutions and healthcare providers, for example, rely on high-speed, secure data transmission for sensitive transactions and medical imaging respectively. Optical PCIe solutions offer the reliability, bandwidth, and security features required to meet stringent regulatory and operational demands. As digital transformation accelerates across sectors, the market is well-positioned to benefit from increasing investments in IT modernization and the growing emphasis on data-centric business models.
The introduction of the 800 G PCIe-Over-Fiber Adapter is a significant milestone in the evolution of optical interconnect technologies. This advanced adapter is designed to meet the increasing demand for higher bandwidth and lower latency in data centers and high-performance computing environments. By leveraging the capabilities of PCIe technology over fiber, this adapter provides a robust solution for transferring data at unprecedented speeds, making it ideal for applications that require real-time processing and rapid data exchange. As organizations continue to scale their IT infrastructure to accommodate growing data volumes, the 800 G PCIe-Over-Fiber Adapter offers a future-proof option that ensures compatibility with next-generation technologies while enhancing overall network efficiency.
From a regional perspective, North America currently dominates the optical PCIe interconnect market, accounting for approximately 37.8% of global revenue in 2025, followed by Asia Pacific and Europe. North America's leadership is underpinned by a mature hyperscale data center ecosystem, strong presence of leading technology vendors, and early adoption of advanced networking solutions. Meanwhile, Asia Pacific is expected to exhibit the fastest CAGR during the forecast period, driven by rapid digitalization, expanding hyperscale data centers, and increasing investments in cloud infrastructure across key economies such as China, Japan, South Korea, and India. Europe remains a significant market, fueled by regulatory compliance requirements, digital sovereignty initiatives, and smart city programs.
The product type segment of the optical PCIe interconnect market is diverse, encompassing cables, transceivers, switches, adapters, and other related components. Cables represent a foundational element, facilitating high-speed optical signal transmission between servers, storage devices, and networking equipment. The growing adoption of active optical cables (AOCs) and the continued refinement of direct attach cable (DAC) designs is particularly notable in 2025, as these products offer enhanced performance, reduced power consumption, and improved flexibility in dense data center environments. The optical PCIe interconnect cable segment is benefiting from accelerating Gen5 deployments and the need to support GPU clusters for AI training workloads.
Transceivers are another critical product type within the optical PCIe interconnect ecosystem. These modules are essential for converting electrical signals into optical signals and vice versa, enabling seamless communication over fiber optic links. The ongoing transition to higher-speed transceivers supporting Gen5 PCIe standards is catalyzing significant growth in this segment as of 2025. Leading vendors are focusing on developing compact, energy-efficient transceivers that can be easily integrated into existing infrastructure while supporting backward compatibility. The push toward miniaturization, co-packaged optics, and multi-protocol support is further expanding the application potential of optical transceivers across a broad array of use cases. Developments in pluggable coherent optics are directly influencing transceiver architecture decisions for high-density deployments.
Switches play a pivotal role in optimizing data traffic management and interconnectivity within complex IT environments. Optical PCIe switches are designed to facilitate high-speed, low-latency communication between multiple devices, enabling scalable and resilient network architectures. As organizations embrace distributed computing and hybrid cloud models, the need for intelligent switching solutions that can dynamically allocate bandwidth and prioritize critical workloads is becoming increasingly apparent. The integration of advanced features such as traffic analytics, automated provisioning, and fault tolerance is enhancing the value proposition of optical PCIe switches, positioning them as a cornerstone of modern data center and AI cluster design. The parallel evolution of photonic fabric interconnect architectures is expected to influence next-generation optical PCIe switch designs significantly over the 2026-2034 forecast window.
Adapters and other ancillary products, including splitters and multiplexers, round out the product type segment. Adapters are vital for ensuring compatibility between legacy systems and new optical PCIe infrastructure, facilitating seamless upgrades and minimizing downtime. The market for these auxiliary components is expected to grow steadily as organizations continue to modernize their IT environments and seek flexible, cost-effective solutions for integrating heterogeneous hardware. Collectively, the product type segment is characterized by rapid technological advancements, intense competition, and a relentless focus on performance, scalability, and energy efficiency. The emergence of optical interposer technologies is also shaping how adapters and interface components are designed, with optical interposer solutions promising tighter integration between photonic and electronic die.
| Attributes | Details |
| Report Title | Optical PCIe Interconnect Market Research Report 2034 |
| By Product Type | Cables, Transceivers, Switches, Adapters, Others |
| By Application | Data Centers, High-Performance Computing, Telecommunications, Enterprise IT, Others |
| By End-User | IT & Telecom, BFSI, Healthcare, Government, Media & Entertainment, Others |
| By Transmission Speed | Gen3, Gen4, Gen5, Above |
| Regions Covered | North America, Europe, APAC, Latin America, MEA |
| Base Year | 2025 |
| Historic Data | 2019-2024 |
| Forecast Period | 2026-2034 |
| Number of Pages | 276 |
| Number of Tables & Figures | 323 |
| Customization Available | Yes, the report can be customized as per your need. |
The application segment of the optical PCIe interconnect market is broad, reflecting the technology's versatility and relevance across multiple high-growth domains. Data centers represent the largest application area in 2025, driven by surging demand for scalable, high-bandwidth networking infrastructure to support cloud services, AI training, and big data analytics. The migration toward hyperscale and edge data centers is amplifying the need for optical PCIe interconnects that can deliver ultra-fast, reliable connectivity across vast distances and complex topologies. As enterprises prioritize digital transformation and real-time service delivery, the strategic importance of robust optical interconnect solutions in data center environments is only set to increase through the 2026-2034 forecast period.
High-performance computing (HPC) is another key application segment, where optical PCIe interconnects are indispensable for enabling rapid data exchange between compute nodes, accelerators, and storage subsystems. In scientific research, financial modeling, and artificial intelligence workloads, the ability to minimize latency and maximize throughput is critical. Optical PCIe solutions are uniquely positioned to meet these requirements, offering unmatched speed, reliability, and scalability. As governments and research institutions invest in next-generation supercomputers and exascale systems in 2025 and beyond, the market opportunity for optical PCIe interconnects in HPC is poised for substantial expansion. Convergent research into quantum optical interconnect architectures is also beginning to influence long-range HPC roadmaps.
The telecommunications sector is witnessing increasing adoption of optical PCIe interconnect solutions, particularly as operators upgrade their networks to support 5G Advanced, 6G research programs, IoT, and emerging digital services. The need for high-capacity, low-latency backhaul and fronthaul connections is driving investment in advanced interconnect technologies that can efficiently handle growing traffic volumes. Optical PCIe solutions are playing a pivotal role in enabling network densification, enhancing service quality, and supporting the transition to software-defined networking (SDN) and network function virtualization (NFV). This trend is expected to accelerate through 2034 as telecom providers seek to differentiate their offerings and capitalize on new revenue streams.
In the enterprise IT domain, optical PCIe interconnects are gaining traction as organizations modernize their infrastructure to support hybrid work models, digital collaboration, and data-driven decision-making. The ability to seamlessly connect servers, storage arrays, and networking equipment with minimal latency and maximum reliability is a key enabler of business agility and operational efficiency. Enterprises across industries are recognizing the strategic value of investing in advanced interconnect solutions to future-proof their operations and maintain a competitive edge. Other application areas, such as government, media and entertainment, and healthcare, are also contributing to market growth as they increasingly rely on high-speed, secure data transmission for mission-critical applications.
The end-user segment of the optical PCIe interconnect market encompasses a diverse array of industries, each with unique requirements and growth drivers. The IT and telecom sector remains the largest end-user, accounting for a significant share of market revenue in 2025. This dominance is attributed to the sector's ongoing investments in data center expansion, network modernization, and the deployment of next-generation digital services including AI-as-a-service platforms. As IT and telecom companies strive to deliver seamless, high-performance experiences, the adoption of optical PCIe interconnect solutions is set to accelerate, underpinning the sector's continued leadership through 2034.
The BFSI (banking, financial services, and insurance) sector is another prominent end-user, driven by the need for secure, high-speed data transmission to support real-time trading, algorithmic execution, risk management, and regulatory compliance. Financial institutions are increasingly turning to optical PCIe interconnects to enhance the performance, reliability, and security of their IT infrastructure, enabling them to process large volumes of transactions with minimal latency. As digital banking, fintech innovation, and mobile payments continue to proliferate in 2025, the BFSI sector is expected to remain a key growth engine for the optical PCIe interconnect market.
In the healthcare sector, the adoption of optical PCIe interconnect solutions is being propelled by the digitization of medical records, the proliferation of AI-assisted diagnostics, telemedicine, and the growing use of advanced imaging technologies including 3D MRI and CT systems. Hospitals and healthcare providers require robust, high-bandwidth networking infrastructure to support the rapid exchange of patient data, medical images, and real-time diagnostics. Optical PCIe interconnects offer the speed, reliability, and security necessary to meet these demanding requirements, making them an increasingly integral component of modern healthcare IT environments.
Other significant end-users include government, media and entertainment, and a range of other industries that rely on high-speed, scalable networking solutions for mission-critical operations. Government agencies are leveraging optical PCIe interconnects to support secure communications, national AI programs, data analytics, and smart city initiatives. Media and entertainment companies are adopting these solutions to enable 8K content creation, post-production editing, and streaming distribution at scale. As digital transformation accelerates across both public and private sectors, the end-user landscape for optical PCIe interconnects is expected to become even more diverse and dynamic through the forecast period.
The transmission speed segment is a critical determinant of market dynamics, reflecting the rapid evolution of PCIe standards and the escalating demand for higher data rates. Gen3 optical PCIe interconnects remain installed across a large base of legacy systems, but their share of new deployments is declining rapidly as enterprise buyers standardize on faster alternatives. As of 2025, there is a marked shift in procurement toward Gen4 and Gen5 solutions, with these newer generations offering significantly increased bandwidth and lower latency, enabling organizations to support demanding workloads such as generative AI, machine learning inference, and real-time analytics with greater efficiency.
Gen4 optical PCIe interconnects have become the mainstream choice for data centers, HPC environments, and enterprise IT deployments as of 2025, offering double the data rate of Gen3 and improved signal integrity over longer distances. The adoption of Gen4 solutions is being driven by the need to accommodate rising AI-related network traffic, support virtualization at scale, and enable faster NVMe storage access. Vendors have responded by delivering a wide range of Gen4-compatible products, including cables, transceivers, and switches, designed to meet the evolving needs of customers across industries.
The transition to Gen5 and above is poised to be the dominant growth driver for the optical PCIe interconnect market from 2025 through 2034. Gen5 solutions offer double the bandwidth of Gen4 and are critical for supporting the most demanding workloads in AI training clusters, big data pipelines, and cloud-native computing environments. As organizations seek to future-proof their infrastructure and accommodate the compute intensity of large language models and foundation AI systems, demand for Gen5 and next-generation optical PCIe interconnects is surging. Industry stakeholders are investing heavily in R&D to develop products that can support these higher speeds while maintaining energy efficiency and backward compatibility with installed Gen4 and Gen3 infrastructure.
While Gen3 through Gen5 currently define the bulk of the market landscape, there is growing commercial interest in PCIe 6.0 solutions and early-stage exploration of PCIe 7.0 architectures, which will support dramatically higher data rates through PAM4 signaling and advanced error correction. As PCIe standards continue to evolve and new AI, quantum, and exascale use cases emerge, the transmission speed segment will remain a focal point for innovation, competitive differentiation, and capital investment through the end of the forecast period.
Opportunities in the optical PCIe interconnect market are abundant, driven by the relentless pace of digital transformation, the rise of AI-centric business models, and the growing importance of high-speed, low-latency networking solutions. One of the most promising opportunities lies in the expansion of hyperscale and edge data centers, as organizations seek to bring AI inference and compute power closer to end-users to reduce latency and improve user experience. The proliferation of generative AI, large language models, autonomous systems, and the Internet of Things is creating new use cases and driving demand for advanced optical interconnect solutions at an accelerating pace. Vendors that can deliver innovative, scalable, and energy-efficient optical PCIe products optimized for AI workloads are well-positioned to capture a significant share of this rapidly growing market through 2034.
Another key opportunity is the increasing emphasis on sustainability and energy efficiency in IT infrastructure. As data centers and enterprise IT environments become more complex and power-hungry, there is a growing need for interconnect solutions that can deliver high performance while minimizing energy consumption and environmental impact. Optical PCIe interconnects are inherently more energy-efficient than traditional copper-based solutions, offering a compelling value proposition for organizations seeking to reduce their carbon footprint and meet corporate sustainability commitments. The integration of advanced features such as intelligent power management, automated provisioning, and predictive analytics further enhances the appeal of optical PCIe solutions, opening up new avenues for growth and differentiation in a sustainability-conscious procurement environment.
Despite the numerous growth opportunities, the market faces several restraints and threats that could impact its trajectory. One of the primary challenges is the high initial cost of deploying optical PCIe interconnect solutions, particularly for small and medium-sized enterprises with limited capital budgets. The complexity of integrating new optical technologies with existing legacy infrastructure can also pose significant technical and operational hurdles, potentially delaying adoption and increasing total cost of ownership. Additionally, the market is characterized by intense competition, rapid technological obsolescence, and evolving industry standards, all of which require vendors to continuously innovate and adapt to changing customer needs. Supply chain vulnerabilities for critical photonic components and specialty optical fibers remain an ongoing concern following disruptions experienced between 2020 and 2024. Addressing these challenges will be critical to unlocking the full potential of the optical PCIe interconnect market and ensuring sustained long-term growth through the 2026-2034 forecast period.
The regional landscape of the optical PCIe interconnect market is marked by significant variation in adoption rates, technological maturity, and investment levels. North America leads the global market, with a market size of approximately USD 582 million in 2025, accounting for roughly 37.8% of total revenue. The region's dominance is underpinned by a robust hyperscale data center ecosystem, early adoption of Gen5 networking technologies, and the concentration of major technology vendors, cloud service providers, and AI research organizations. The United States is at the forefront of innovation, with significant investments in AI infrastructure, sovereign cloud initiatives, and digital infrastructure modernization. As organizations continue to prioritize AI-driven digital transformation and cloud migration, North America is expected to maintain its leadership position throughout the 2026-2034 forecast period.
Asia Pacific is the fastest-growing regional market, with a projected CAGR of 20.2% from 2026 to 2034. The region's market size reached approximately USD 468 million in 2025, driven by rapid digitalization, expanding internet penetration, and large-scale investments in cloud computing and AI data center infrastructure. Key economies such as China, Japan, South Korea, and India are leading growth, fueled by government digitalization mandates, smart city projects, and the rise of domestic technology champions. The proliferation of 5G Advanced networks, IoT devices, and edge computing is further accelerating demand for high-speed, low-latency interconnect solutions throughout the region. As Asia Pacific continues to invest aggressively in next-generation digital infrastructure, the optical PCIe interconnect market is poised for the most robust expansion of any global region through 2034.
Europe holds a significant share of the global market, with a market size of approximately USD 271 million in 2025, representing around 17.6% of global revenue. The region's growth is supported by stringent data privacy and sovereignty regulations such as GAIA-X and the EU Data Act, a strong emphasis on digital innovation, and widespread adoption of cloud-based services across public and private sectors. Countries such as Germany, the United Kingdom, France, and the Netherlands are at the forefront of digital transformation, investing in advanced networking solutions to support smart cities, Industry 4.0 programs, and e-government modernization. The Middle East and Africa and Latin America, while smaller in terms of current market size at approximately 7.4% and 6.8% of global revenue respectively, are witnessing steady growth driven by increasing digitalization, infrastructure development, and the adoption of cloud and AI technologies. Collectively, these regional trends underscore the global nature of the optical PCIe interconnect market and the diverse opportunities it presents for stakeholders across the value chain through 2034.
The competitive landscape of the optical PCIe interconnect market is characterized by intense rivalry among leading technology vendors, component manufacturers, and system integrators. The market is highly dynamic, with frequent product launches, strategic partnerships, and mergers and acquisitions aimed at gaining a competitive edge and expanding market reach. Innovation is at the heart of competition as companies race to develop next-generation optical PCIe solutions that offer higher speeds, lower latency, and enhanced energy efficiency compatible with AI and cloud workloads. The ability to deliver scalable, reliable, and cost-effective products is a key differentiator, as customers increasingly demand solutions that support their evolving technology roadmaps while maintaining backward compatibility with installed infrastructure.
Leading players in the market are investing heavily in research and development to stay ahead of technological trends and address emerging customer requirements. This includes the development of advanced transceivers, high-speed cables, intelligent switches, and software-defined networking solutions that can seamlessly integrate with existing infrastructure. Strategic collaborations with cloud service providers, AI accelerator developers, data center operators, and industry consortia such as the PCI-SIG and Optical Internetworking Forum (OIF) are also common, enabling vendors to co-develop solutions, accelerate time-to-market, and influence industry standards. The competitive environment is further shaped by the entry of well-funded startups, particularly in the co-packaged optics and silicon photonics space, who are leveraging breakthrough technology and venture capital to challenge incumbent vendors.
Another defining feature of the competitive landscape is the focus on customer-centric innovation and value-added services. Leading vendors are offering comprehensive support, training, and consulting services to help customers navigate the complexities of deploying and managing optical PCIe interconnect solutions. The integration of advanced analytics, automation, and security features is increasingly important as organizations seek to maximize the long-term value of their investments and ensure operational resilience. The growing importance of die-to-die optical connectivity, explored in depth through research on die-to-die optical link technologies, is expected to reshape competitive dynamics as chiplet-based architectures become mainstream across AI and HPC platforms.
Major companies operating in the optical PCIe interconnect market include Broadcom Inc., Intel Corporation, NVIDIA (Mellanox Technologies), Cisco Systems, Samtec Inc., Molex LLC, TE Connectivity, Amphenol Corporation, and Coherent Corp. (formerly II-VI Incorporated). Broadcom and Intel are recognized for their leadership in developing high-speed PCIe controllers, switch silicon, and integrated photonics. Molex and Samtec are renowned for their innovative cable and connector solutions optimized for high-density data center environments. TE Connectivity and Amphenol are key players in advanced interconnect and switching technologies, while Coherent Corp. and Lumentum Holdings are major suppliers of optical transceivers and silicon photonics components. Newer entrants such as Ayar Labs, Astera Labs, Credo Semiconductor, and Alphawave Semi are bringing differentiated silicon photonics and PCIe retimer technologies that are reshaping the competitive landscape as of 2025. These companies are distinguished by their strong R&D capabilities, extensive product portfolios, and global distribution networks, enabling them to serve a diverse customer base across multiple industries and geographies.
The competitive landscape is expected to remain dynamic and highly contested as technological advancements continue to reshape the market. Companies that can successfully innovate across silicon photonics integration, co-packaged optics, and software-defined network management, while simultaneously building strategic ecosystem partnerships with AI platform vendors and hyperscale operators, will be best positioned to capitalize on the significant growth opportunities presented by the optical PCIe interconnect market through 2034.
The Optical PCIe Interconnect market has been segmented on the basis of
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Prominent players include Broadcom Inc., Intel Corporation, NVIDIA (Mellanox), Cisco Systems, Samtec, Molex LLC, TE Connectivity, Amphenol Corporation, Coherent Corp. (formerly II-VI), Lumentum Holdings, Marvell Technology, Ayar Labs, Rockley Photonics, Astera Labs, Credo Semiconductor, Ranovus, Alphawave Semi, and Reflex Photonics. These companies compete on speed, power efficiency, integration density, and ecosystem partnerships.
Major opportunities include the AI infrastructure build-out, the expansion of co-packaged optics and in-package photonics, growing edge computing deployments, and the sustainability-driven shift from copper to energy-efficient optical solutions. Challenges include high initial deployment costs that can deter smaller enterprises, the technical complexity of integrating optical PCIe with heterogeneous legacy infrastructure, supply chain constraints for photonic components, and the need for continuous R&D investment to keep pace with rapidly evolving PCIe standards.
Gen3 remains installed across legacy systems but is steadily being replaced. Gen4 has become mainstream across data centers and enterprise IT as of 2025. Gen5 adoption is accelerating rapidly, particularly in AI, machine learning, and hyperscale deployments, offering double the bandwidth of Gen4. Beyond Gen5, the industry is actively developing PCIe 6.0 and 7.0 specifications, which will drive next-generation optical interconnect demand through the 2026-2034 forecast period.
Data centers represent the largest application, accounting for the majority of market revenue in 2025, driven by cloud migration and AI workload scaling. High-performance computing is the second-largest application, essential for scientific research, AI training, and financial modeling. Telecommunications, enterprise IT, and emerging edge computing deployments round out the application landscape, each contributing meaningfully to overall demand.
IT and telecom companies represent the largest end-user segment, followed by BFSI, healthcare, government, and media and entertainment. IT and telecom dominance reflects ongoing data center expansion and network modernization. BFSI relies on optical PCIe interconnects for ultra-low-latency trading and secure data processing, while healthcare increasingly depends on them for high-resolution medical imaging and electronic health record systems.
The market is segmented into cables (31.2%), transceivers (28.7%), switches (18.4%), adapters (14.5%), and other components such as splitters and multiplexers (7.2%). Cables and transceivers together account for nearly 60% of total revenue in 2025, reflecting the foundational role these components play in high-speed optical interconnect architectures.
North America leads with roughly 37.8% of global revenue in 2025, driven by a dense hyperscale data center ecosystem and early technology adoption. Asia Pacific follows closely as the fastest-growing region at an estimated 20.2% CAGR through 2034, led by China, Japan, South Korea, and India. Europe holds approximately 17.6% share, supported by digital sovereignty initiatives and Industry 4.0 investments.
Key drivers include the exponential rise in data generation fueled by AI, cloud computing, and big data analytics; rapid adoption of PCIe Gen4, Gen5, and next-generation standards; the shift toward hyperscale and edge data centers; and the replacement of copper interconnects with optical solutions offering superior signal integrity, lower power consumption, and extended reach. Increasing investment in AI accelerator clusters and GPU-to-GPU interconnects is also a powerful catalyst as of 2025.
The global optical PCIe interconnect market reached USD 1.54 billion in 2025 and is projected to expand at a CAGR of 16.7% from 2026 to 2034, reaching approximately USD 5.80 billion by 2034. This robust growth is underpinned by surging demand for high-bandwidth, low-latency connectivity in data centers, high-performance computing clusters, and AI-driven infrastructure.