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市場調査レポート
商品コード
1401250
ソフトウェア定義ネットワーキングの世界市場規模、シェア、産業動向分析レポート:オファリング別、タイプ別、用途別、エンドユーザー別、業界別、地域別展望と予測、2023年~2030年Global Software Defined Networking Market Size, Share & Industry Trends Analysis Report By Offering, By Type, By Application, By End-User, By Vertical, By Regional Outlook and Forecast, 2023 - 2030 |
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ソフトウェア定義ネットワーキングの世界市場規模、シェア、産業動向分析レポート:オファリング別、タイプ別、用途別、エンドユーザー別、業界別、地域別展望と予測、2023年~2030年 |
出版日: 2023年12月21日
発行: KBV Research
ページ情報: 英文 431 Pages
納期: 即納可能
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世界のソフトウェア定義ネットワーキングの市場規模は、2030年までに720億米ドルに達すると予測され、予測期間中のCAGRは17.2%の市場成長率で上昇します。
KBV Cardinal matrixに示された分析によれば、Cisco Systems Inc.とVMware, Inc. Broadcom Inc.がSDN市場の先駆者です。例えば、2022年12月、Cisco Systems Inc.はNeutraDC(Telkom Data Ekosistem)と協業し、Cisco Platform Mobile IoT(Control Center)用のデータセンターを設立し、SDN(Software Defined Network)技術を使用してTelkomのデータセンターネットワーク基盤の開発を進めることを目的としました。その目的は、5G技術の採用を促進し、インドネシアおよびASEAN地域のデジタル化を推進することでした。Nokia Corporation、Huawei Technologies Co., Ltd. (Huawei investment & Holding Co., Ltd.)、Juniper Networks, Inc.などがSDN市場の主要なイノベーターです。
市場成長要因
5Gネットワークの出現
5Gネットワークは前世代よりも大幅に高いデータ転送速度と大容量を提供します。SDNは動的なリソース割り当てを可能にすることでこれを補完し、様々なアプリケーションやサービスのために強化されたネットワーク機能の効率的な利用を保証します。5GとSDNは共に、柔軟でスケーラブルなネットワークインフラを提供します。SDNのプログラマビリティにより、事業者は変化する需要にネットワークを適応させることができ、5Gインフラストラクチャ上で新しいサービスやアプリケーションをシームレスに展開することができます。5Gネットワーク、特にスマートシティや産業用 IoTのようなシナリオでは、複雑でダイナミックなオーケストレーションが必要になります。SDNのオーケストレーション機能はそのような複雑なネットワーク環境の管理を簡素化し、シームレスな統合と効率的な運用を可能にします。このように、5Gの出現は市場にポジティブな影響を与えています。
ハイブリッドおよびマルチクラウドアーキテクチャの採用
ハイブリッドとマルチクラウド環境は多くの場合、オンプレミスのデータセンターと様々なクラウドプロバイダが混在しています。SDNはこれらの多様な環境間の最適な接続を促進し、効率的なデータ転送と通信を保証します。また、SDNは組織がワークロードの要求に基づいてネットワークリソースを動的に割り当て、ルーティングすることを可能にします。この柔軟性により、クラウドプロバイダ間でワークロードを効率的に配置し、パフォーマンスとリソース利用を最適化することができます。マルチクラウドアーキテクチャは強固なディザスタリカバリ戦略に貢献します。SDNは自動化されたフェイルオーバーメカニズムを提供し、トラフィックを迂回させ、中断や機能停止の場合に運用の継続性を確保することでこれを補完します。このように、ハイブリッドとマルチクラウドのアーキテクチャの採用は市場を積極的に拡大しています。
市場抑制要因
従来のネットワーク機器の問題
従来のネットワーク機器はSDNアーキテクチャとシームレスに動作するように設計されていない可能性があります。SDN標準と互換性のある機能やプロトコルがないことは統合プロセスを妨げ、既存のネットワークにおけるSDNの機能を制限します。OpenFlowはSDNアーキテクチャでよく使われるプロトコルです。従来機器で使用されるプロプライエタリなプロトコルはベンダーロックインを引き起こし、異なるベンダーのSDNソリューションを統合することを困難にします。これはネットワークにおけるSDNコンポーネントの柔軟性と選択を制限します。従来ネットワーキングデバイスはSDNのキーコンポーネントである仮想化をサポートしていないかもしれません。仮想化されたネットワーク機能と仮想ネットワークインスタンスを作成し管理する機能は古い機器では制限されているか存在しないかもしれません。従って、上記の側面は市場の成長を低下させると思われます。
オファリングの展望
オファリングに基づき、SDN市場はSDNインフラ、ソフトウェア、サービスに区分されます。2022年にはソフトウェアセグメントが最大の収益シェアで市場を独占しました。企業や通信サービスプロバイダがSDNソリューションの採用を増やしているため、新しいアプリケーションやサービスの提供は大幅に加速しています。熟練したネットワーク、コンピュート、ストレージのデバイスと機能はSDNソリューションを通して即座に企業に提供されます。SNDソフトウェアは企業がその特定の要求と目的に沿ったコンポーネントを選択することを可能にします。
タイプの展望
タイプに基づき、SDN市場はオープンSDN、API経由のSDN、オーバーレイ経由のSDN、ハイブリッドSDNに細分化されます。ハイブリッドSDNセグメントは2022年の市場で顕著な収益シェアを記録しました。ハイブリッドSDNは組織がSDN機能を徐々に取り入れながら既存のインフラを維持することを可能にします。この段階的アプローチはよりスムーズな移行を可能にし、異なるネットワークセグメントの多様なニーズに対応します。組織は特定のエリアや機能に選択的にSDNを実装することができ、コントロールされたスムーズな移行を保証します。ハイブリッドSDNは組織がパフォーマンスとコントロールのバランスを取ることを可能にします。
エンドユーザの展望
エンドユーザに基づいて、SDN市場は通信サービスプロバイダ、クラウドサービスプロバイダ、企業に分類されます。クラウドサービスプロバイダのセグメントは2022年の市場でかなりの収益シェアを獲得しました。クラウドサービスプロバイダは様々なワークロードやユーザの要求に対応するために迅速に拡張できるネットワークを必要としています。スケーリングプロセスを自動化し、リソースを効率的に割り当てるSDNの能力はクラウド環境のダイナミックな性質に合致します。SDNは自動化されたネットワークプロビジョニング、効率的なトラフィック管理、シームレスなスケーラビリティを可能にすることで、これらの環境において極めて重要な役割を果たします。
アプリケーションの展望
アプリケーション別では、SDN市場はSD-WAN、SD-LAN、セキュリティアプリケーション、その他に分類されます。2022年には、SD-WANセグメントが市場で最大の収益シェアを占める。SD-WANにより、企業は従来のマルチプロトコルラベルスイッチング(MPLS)リンクと並行して、コスト効率の高いインターネット接続を活用することができます。この柔軟性により、企業はさまざまなタイプのトラフィックに対して最もコスト効率と信頼性の高いトランスポートを選択できるため、大幅なコスト削減が可能になります。SD-WANはリアルタイムのネットワーク状況に基づいてダイナミックなパス選択を可能にします。ネットワークの輻輳、パケットロス、リンク障害時にトラフィックを自動的に再ルーティングし、継続的で信頼性の高い接続性を確保します。
業界の展望
業界別では、SDN市場はBFSI、ヘルスケア&ライフサイエンス、小売&eコマース、製造、政府&防衛、教育、ITeS、メディア&エンターテイメント、その他にセグメント化されます。小売&eコマースセグメントは2022年の市場で大きな収益シェアを獲得しました。小売とeコマースビジネスは、特に繁忙期や販売イベントの間、しばしば需要の変動に見舞われます。SDNはトラフィックの増加に対応するためにネットワークリソースの動的なスケーリングを可能にし、顧客にスムーズなオンラインショッピング体験を保証します。SDNはPOSシステムを安全にし、不正アクセスを防ぐために、ネットワークのセグメンテーションやマイクロセグメンテーションのような強固なセキュリティ対策を可能にします。
地域の展望
地域別では、SDN市場は北米、欧州、アジア太平洋、ラテンアメリカ、中東、アフリカで分析されます。2022年には、北米地域が市場で最も高い収益シェアを占めました。北米地域は市場の成長を高める上で重要な役割を果たしています。今後5年間で、サプライヤーがソフトウェア、クラウドインテリジェンス、オンプレミスのハードウェアデバイスを管理するための代替手段を含むハイブリッドオファリングを提供するため、ほとんどのITチームはNaaSをますます採用するようになると予想されます。
The Global Software Defined Networking Market size is expected to reach $72.0 billion by 2030, rising at a market growth of 17.2% CAGR during the forecast period.
BFSI institutions often have stringent regulatory compliance requirements. SDN facilitates network segmentation, creating isolated zones for different data types and applications. Therefore, the BFSI segment captured $4,750.7 million revenue in the market in 2022. SDN enables dynamic allocation of network resources based on real-time demands. This is particularly beneficial for BFSI organizations that experience fluctuating workloads or seasonal variations in transaction volumes. Dynamic resource allocation ensures optimal performance during peak times. This segmentation helps maintain compliance by ensuring that sensitive financial data is appropriately protected.
The major strategies followed by the market participants are Partnerships, Collaborations & Agreements as the key developmental strategy to keep pace with the changing demands of end users. For instance, In October, 2022, Ericsson AB extended its Agreement with Telenor, for operational services and software, utilizing the Ericsson Operations Engine. This AI-powered approach ensured next-gen connectivity and enhanced user experience and explored customer-centric services like Private Network and Cloud-based offerings. Additionally, In September, 2022, IBM Corporation collaborated with Bharti Airtel, to deploy Airtel's edge computing platform in India, featuring 120 network data centers across 20 cities. The platform, utilizing IBM Cloud Satellite and Red Hat OpenShift®, aimed to enable large enterprises in diverse industries to innovate securely at the edge, delivering new value to clients and operations.
Based on the Analysis presented in the KBV Cardinal matrix; Cisco Systems Inc. and VMware, Inc. (Broadcom Inc.) are the forerunners in the SDN Market. For Instance, In December, 2022, Cisco Systems Inc. collaborated with NeutraDC (Telkom Data Ekosistem, aimed to establish the Data Center for the Cisco Platform Mobile IoT (Control Center) and to advance the development of Telkom's Data Center network infrastructure using Software Defined Network (SDN) technology. The goal was to expedite the adoption of 5G technology and promote digitization in Indonesia and the ASEAN region. Companies such as Nokia Corporation, Huawei Technologies Co., Ltd. (Huawei investment & Holding Co., Ltd.), Juniper Networks, Inc. are some of the key innovators in SDN Market.
Market Growth Factors
Emergence of the 5G network
5G networks provide significantly higher data transfer speeds and increased capacity than previous generations. SDN complements this by enabling dynamic resource allocation, ensuring efficient utilization of the enhanced network capabilities for various applications and services. Together, 5G and SDN provide a flexible and scalable network infrastructure. SDN's programmability allows operators to adapt the network to changing demands, supporting the deployment of new services and applications seamlessly on the 5G infrastructure. 5G networks, especially in scenarios like smart cities or industrial IoT, can be complex and require dynamic orchestration. SDN's orchestration capabilities simplify the management of such intricate network environments, allowing for seamless integration and efficient operation. Thus, the emergence of 5G has positively influenced the market.
Adoption of hybrid and multi-cloud architectures
Hybrid and multi-cloud environments often involve a mix of on-premises data centers and various cloud providers. SDN facilitates optimized connectivity between these diverse environments, ensuring efficient data transfer and communication. Also, SDN enables organizations to allocate and route network resources based on workload requirements dynamically. This flexibility allows for efficient workload placement across cloud providers, optimizing performance and resource utilization. Multi-cloud architectures contribute to robust disaster recovery strategies. SDN complements this by providing automated failover mechanisms, rerouting traffic, and ensuring continuity of operations in case of disruptions or outages. Thus, adopting hybrid and multi-cloud architectures has positively expanding the market.
Market Restraining Factors
Legacy network equipment issues
Legacy network equipment may not be designed to work seamlessly with SDN architectures. The absence of features or protocols compatible with SDN standards can hinder the integration process and limit the functionality of SDN in the existing network. OpenFlow is a commonly used protocol in SDN architectures. Proprietary protocols used in legacy equipment can lead to vendor lock-in, making integrating SDN solutions from different vendors difficult. This limits the flexibility and choice of SDN components in the network. Legacy networking devices may lack support for virtualization, a key component of SDN. Virtualized network functions and the ability to create and manage virtual network instances may be limited or non-existent in older equipment. Therefore, the above-mentioned aspects will cause the market growth to decline.
Offering Outlook
On the basis of offering, the SDN market is segmented into SDN infrastructure, software, and services. In 2022, the software segment dominated the market with maximum revenue share. The delivery of new applications and services is accelerated substantially due to businesses and communication service providers' increased adoption of SDN solutions. Proficient network, compute, and storage devices and features are instantly available to companies via SDN solutions. SND software allows organizations to choose components that align with their specific requirements and objectives.
Type Outlook
Based on type, the SDN market is fragmented into open SDN, SDN via API, SDN via overlay, and hybrid SDN. The hybrid SDN segment recorded a remarkable revenue share in the market in 2022. Hybrid SDN allows organizations to maintain existing infrastructure while gradually incorporating SDN capabilities. This phased approach allows for a smoother transition, accommodating the diverse needs of different network segments. Organizations can selectively implement SDN in specific areas or functions, ensuring a controlled and smooth transition. Hybrid SDN allows organizations to balance performance and control.
End-User Outlook
On the basis of end-user, the SDN market is categorized into telecommunication service providers, cloud service providers, and enterprises. The cloud service providers segment acquired a substantial revenue share in the market in 2022. Cloud service providers require networks that scale rapidly to accommodate varying workloads and user demands. SDN's ability to automate scaling processes and efficiently allocate resources aligns with the dynamic nature of cloud environments. SDN plays a pivotal role in these environments by enabling automated network provisioning, efficient traffic management, and seamless scalability.
Application Outlook
By application, the SDN market is classified into SD-WAN, SD-LAN, security applications, and others. In 2022, the SD-WAN segment witnessed the largest revenue share in the market. SD-WAN allows organizations to leverage cost-effective internet connections alongside traditional Multiprotocol Label Switching (MPLS) links. This flexibility enables significant cost savings, as businesses can choose the most cost-efficient and reliable transport for different types of traffic. SD-WAN enables dynamic path selection based on real-time network conditions. It can automatically reroute traffic in network congestion, packet loss, or link failure, ensuring continuous and reliable connectivity.
Vertical Outlook
Based on vertical, the SDN market is segmented into BFSI, healthcare & lifesciences, retail & e-commerce, manufacturing, government & defense, education, ITeS, media & entertainment and others. The retail & e-commerce segment garnered a significant revenue share in the market in 2022. Retail and e-commerce businesses often experience fluctuations in demand, especially during peak seasons or sales events. SDN enables dynamic scaling of network resources to accommodate increased traffic, ensuring customers a smooth online shopping experience. SDN allows robust security measures, such as network segmentation and micro-segmentation, to secure POS systems and prevent unauthorized access.
Regional Outlook
Region-wise, the SDN market is analyzed across North America, Europe, Asia Pacific, and LAMEA. In 2022, the North America region held the highest revenue share in the market. The North American region plays a crucial role in enhancing the growth of the market. Over the next five years, most IT teams are expected to increasingly adopt NaaS as suppliers provide hybrid offerings that involve software, cloud intelligence, and the alternative for managing on-premises hardware devices.
The market research report covers the analysis of key stake holders of the market. Key companies profiled in the report include Cisco Systems Inc., Huawei Technologies Co., Ltd. (Huawei investment & Holding Co., Ltd.), VMware, Inc. (Broadcom Inc.), Dell Technologies, Inc. (Dell EMC), Juniper Networks, Inc., IBM Corporation, Ericsson AB, Ciena Corporation, Hewlett Packard enterprise Company and Nokia Corporation.
Recent Strategies Deployed in Software-Defined Networking Market
Partnerships, Collaborations, and Agreements:
Dec-2023: Ericsson AB came into an agreement with Datastream Digital Sdn Bhd (DST), Southeast Asia communications service provider, to migrate DST's customer interaction application to the Amazon Web Services (AWS) cloud. Additionally, Ericsson provided technical services to enhance the native application, enabling DST's vision of becoming a fully digital service provider across the region.
Nov-2023: Ericsson AB partnered with M1, a Keppel Corporation subsidiary, to modernize its 4G/5G mobile transport network using the high-capacity Ericsson Router 6676. This router, part of the Ericsson Router 6000 Series, addressed future 5G transport requirements with features like segment routing and increased port density.
Oct-2023: Nokia Corporation partnered with ZCorum, a leading provider of managed broadband services and software, enabling small and medium-sized cable operators to easily deploy Nokia's PON solutions through integrated cloud-based OSS, accelerating network rollouts.
Sep-2023: Ericsson AB expanded its partnership with Google Cloud, developing Ericsson Cloud RAN on Google Distributed Cloud (GDC) for enhanced automation and AI/ML benefits for CSPs. The solution, with vDU and vCU on GDC Edge, ran live in Ericsson Open Lab, Ottawa, aiming for market development.
Aug-2023: Cisco Systems Inc. partnered with Nutanix, Inc., a leader in hybrid multicloud computing, to accelerate hybrid multicloud deployments, offering a comprehensive hyperconverged solution for IT modernization. This collaboration provided a balanced approach to powering modern workloads on-premises and in the cloud by combining Cisco's SaaS-managed compute portfolio with Nutanix's cloud platform software.
Feb-2023: Juniper Networks, Inc. planned to expand collaboration with IBM, integrating IBM's network automation with Juniper's RAN optimization and O-RAN technology. The aim was a unified RAN management platform, using intelligent automation to empower CSPs in optimizing and scaling next-gen networks for improved mobile user experiences.
Dec-2022: Cisco Systems Inc. collaborated with NeutraDC (Telkom Data Ekosistem), a subsidiary of PT Telkom Indonesia (Persero) Tbk (Telkom). The collaboration aimed to establish the Data Center for the Cisco Platform Mobile IoT (Control Center) and to advance the development of Telkom's Data Center network infrastructure using Software Defined Network (SDN) technology. The goal was to expedite the adoption of 5G technology and promote digitization in Indonesia and the ASEAN region.
Oct-2022: Ericsson AB extended its Agreement with Telenor, a Norwegian majority state-owned multinational telecommunications company, for operational services and software, utilizing the Ericsson Operations Engine. This AI-powered approach ensured next-gen connectivity and enhanced user experience. Additionally, the collaboration explored customer-centric services like Private Network and Cloud-based offerings.
Sep-2022: IBM Corporation collaborated with Bharti Airtel, a leading and most trusted provider of ICT services in India, to deploy Airtel's edge computing platform in India, featuring 120 network data centers across 20 cities. The platform, utilizing IBM Cloud Satellite and Red Hat OpenShift®, aimed to enable large enterprises in diverse industries to innovate securely at the edge, delivering new value to clients and operations.
Jun-2022: Cisco Systems Inc. partnered with Kyndryl, the world's largest IT infrastructure services provider, to accelerate enterprise transformation into data-driven businesses. The collaboration focused on simplifying hybrid IT management through cloud services, developing solutions like private cloud services, network, edge computing, SDN, and secure multi-network WAN offerings.
Jun-¬2022: Huawei Technologies Co., Ltd. collaborated with Ooredoo Kuwait, a telecommunications company in Kuwait owned by the Ooredoo group, to provide Enterprise Businesses with managed SD-LAN and SD-WAN services, ensuring a unified interface, technical support, and advanced service delivery. The cloud-like subscription model aimed at optimizing network performance and user experiences for businesses.
Mar-2022: Nokia Corporation announced the collaboration with Vodafone, a leading technology communications company in Europe and Africa, on evolving the software-defined network manager and controller services for the company's multi-access fixed network technology. Both companies conducted proof-of-concept trials in Europe under the agreement.
Jun-2021: Dell Technologies, Inc. partnered with Dish, offers receiver systems and programming through direct sales channels, for Dish's Open RAN-based 5G network in the U.S. Dell provided network and edge-compute infrastructure, and both companies jointly developed technology for Open RAN, SmartNICs, micro-edge colocation, and operational automation. Teams collaborated on MEC solutions for enterprise and small business opportunities.
Apr¬2021: Cisco Systems Inc. expanded its partnership with NEC Corporation to accelerate the global deployment of advanced 5G IP transport network solutions. Together, they aimed to drive crucial changes in networking infrastructure, preparing for the next decade of internet evolution.
Jun-2020: Juniper Networks, Inc. partnered with Anuta Networks, recognized as the leader in network automation with its web-scale architecture and extensive multi-vendor device support. The partnership aimed to integrate the Anuta ATOM platform into Juniper's network automation portfolio. This collaboration enabled rapid design and provision of network services, enhanced visibility, and ensured SLA compliance for multi-vendor infrastructure. The ATOM platform became available through Juniper.
Product Launches and Product Expansions:
Nov¬-2023: Huawei and XL Axiata, a leading Indonesian telecommunications services provider, completed a successful live network trial and initiated the commercial launch of Network Digital Map. This deployment, based on end-to-end SRv6 and SDN automation technology, enhances XL Axiata's digital foundation, optimizing traffic, load balancing, and bandwidth efficiency. The implementation rapidly improves latency, boosting the user experience for 4G/5G and XL Axiata's convergence business consumers.
Oct-2023: Juniper Networks, Inc. enhanced its security lineup with AI-driven predictive threat support and new firewalls, anchored by the Juniper Connected Security Distributed Services Architecture. Integrated into Junos OS (version 23.4), it enables various security features for zero-trust policy enforcement and intrusion detection across distributed data center networks.
Sep-2023: IBM Corporation expanded its DNS capabilities with the launch of NS1 Connect, integrating stability and security enhancements post-acquisition. A bundled SaaS product unified all NS1 DNS features, simplifying access. Integration into IBM's global market offerings provided unprecedented size and scale to the platform.
Feb-2023: Huawei Technologies Co., Ltd. launched a Digital Managed Network Solution for carriers, aiding in digital transformation and expanding services like Managed LAN, WAN, Security, and DCN. The launch empowered carriers to evolve from ISPs to MSPs, enhancing network quality and automation for differentiated private lines.
Dec-2022: Nokia Corporation and NBN Co, a publicly owned corporation of the Australian Government, deployed Nokia's next-gen broadband platform, including the Lightspan MF-14, for a smarter, faster, and greener nbn network in the Southern Hemisphere, supporting Australia's broadband needs and NBN Co's Toward Zero Carbon Ambition.
Oct-2022: Nokia Corporation launched a broadband network automation marketplace with seven apps for Network Support, Network Insights, and Network Automation. Operators could customize tools via the developer portal, choosing from curated apps for network maintenance, troubleshooting, optimization, planning, and prevention.
Aug-2020: Juniper Networks and Netcracker Technology jointly provided an end-to-end network management solution, enhancing LAN/WLAN/WAN networks with automated provisioning, AI-driven insights, and full lifecycle management. The integrated solution improved service and security operations, increasing agility for service providers and delivering maximum value to enterprise customers. The offering, called Enterprise Service Automation, unified LAN and WAN environments, with Juniper's Mist AI-driven solutions complementing their secure SD-WAN portfolio for comprehensive insight and automation.
Apr-2020: VMware upgraded its Virtual Cloud Network with NSX-T 3.0 and vRealize Network Insight 5.2, focusing on Kubernetes, 5G, and security. NSX Federation in NSX-T 3.0 enables a cloud-like model with fault isolation, while vRealize Network Insight 5.2 introduces flow-based application discovery using machine learning for better understanding and categorization.
Acquisition and Mergers:
Feb-2023: IBM Corporation declared its intent to acquire NS1, a notable provider of SaaS solutions for network automation. The transaction, subject to customary closing conditions and regulatory clearances, was anticipated to conclude in the first half of 2023. Under the acquisition, NS1 employees were to become part of IBM Software. As part of this transaction, NetBox Labs would separate from NS1, with IBM becoming an investor in NetBox Labs.
Feb-2023: Hewlett Packard Enterprise announced the acquisition of the Italian startup Athonet, known for providing core networks for private cellular networking operations. This acquisition positioned HPE to possess one of the most comprehensive private 5G and Wi-Fi portfolios for communication service providers (CSP) and enterprise customers.
Nov-2022: Ciena Corporation acquired Tibit Communications, offers a disruptive technology that will fundamentally change the way broadband access, and Benu Networks, a leading software and solutions provider, to enhance support for next-gen metro and edge strategies. The acquisitions added high-speed PON technologies and advanced subscriber management to Ciena's portfolio, offering comprehensive broadband access solutions for modernized networks.
Dec-2020: Juniper Networks, Inc. acquired Apstra, a leader in intent-based networking, to advance AI-driven automation for cloud-era networks. The integration with Juniper's Data Center portfolio aimed to optimize operations and accelerate the journey towards a self-driving network.
Market Segments covered in the Report:
By Offering
By Type
By Application
By End-user
By Vertical
By Geography
Companies Profiled
Unique Offerings from KBV Research