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市場調查報告書
商品編碼
1626644
資料目錄市場依組件、部署模式、最終用戶和地區,2024年至2031年Data Catalog Market By Component (Solutions, Services), Deployment Mode (Cloud-Based, On-Premises), End-User (Healthcare, Manufacturing), & Region for 2024-2031 |
企業內部對有效資料治理與管理的需求日益成長。隨著企業產生大量資料,資料品質、法規遵循和資訊的安全存取受到越來越重視。資料目錄透過提供單一資料資產清單,使企業能夠更佳了解和管理其資料狀況。
此外,隨著企業尋求從資料中獲取洞察力並做出決策,巨量資料分析和人工智慧(AI)的興起推動對資料編目解決方案的需求。自助服務分析的重要性日益增加,它使得非技術人員也可以快速存取和分析資料,推動了市場的成長。因此,資料目錄已成為現代企業的重要工具,預計從2024年到2031年,年複合成長率(CAGR)將達到約 22.61%。
資料目錄市場定義/概述
資料目錄是組織資料資產的綜合清單,目的是幫助使用者發現、理解和有效地管理他們的資料。資料目錄充當後設資料的中央儲存庫,允許使用者方便地查找和存取資料集,同時改善資料治理和合規性。資料目錄用於金融、醫療保健和零售等各個行業,以提供有關資料沿襲、品質和使用情況的見解,有助於資料管理、分析和報告。由於人工智慧和機器學習的進步實現了自動資料分類、智慧資料發現和改善的團隊溝通,資料目錄的未來前景光明。隨著企業優先考慮資料驅動的決策,對直覺、可擴展的資料目錄解決方案的需求將大幅成長。
隨著企業尋求提高其資料管理能力並從海量資料中獲得更好的洞察力,該行業迅速擴張。機器學習和自然語言處理等人工智慧技術可以幫助自動化資料分類,增加資料發現,並實現進階分析。這種自動化減少了資料治理和管理所需的人力,使公司能夠致力於策略決策。 Gartner 估計,到2025年,70%的公司將積極將 AI 技術用於其資料目錄解決方案,而2022年這一比例僅為 15%。此舉反映出人們越來越意識到人工智慧可以為資料管理程式帶來的好處。
此外,歐盟將於2023年 3月出台的一項人工智慧法案將鼓勵企業安全地擁抱人工智慧,同時刺激資料管理解決方案(包括資料目錄)的創新。政府的推動,加上資料編目行業知名競爭對手的人工智慧改進,預示著由於人工智慧解決方案的廣泛使用,該行業將呈現健康的成長軌跡。
缺乏一致的後設資料會引進不一致性,降低資料品質和可用性,阻礙資料編目工作的成長。後設資料包含有關資料資產的背景和資訊,對於有效的資料發現和管理非常重要。如果沒有建立後設資料程序,公司將很難確保其資料正確分類、理解和供用戶存取。這種不一致可能導致誤解、對資料的誤解,最終導致資料目錄使用者失去信任。例如,同一家公司內的不同部門可能對重要指標和資料屬性的定義不同,使協作複雜化並阻礙有效的資料驅動決策。
此外,缺乏通用後設資料使跨多個資料來源和系統的整合變得複雜。組織通常在異質環境中工作,資料來自各種平台、應用和格式。如果沒有統一的後設資料結構,就很難將來自不同來源的資料匯總到單一的資料目錄中。這種碎片化可能會導致成本增加、實施時間延長,並為全面了解組織的資料生態系統帶來挑戰。隨著企業努力實現資料民主化和自助服務分析,無法維持統一的後設資料方法會產生重大障礙,阻礙市場擴張並降低資料目錄所能提供的整體價值。
依類別
隨著企業意識到有效管理資料資產的必要性,資料編目解決方案的採用日益增加,這大幅推動了資料編目市場的成長。隨著企業產生大量資料,有效的資料治理、合規和發現變得非常重要。資料目錄是一個集中式儲存庫,使用戶能夠快速發現、理解和管理資料,改善協作和決策。這種日益增強的認識導致了對資料目錄解決方案的投資增加,Alation 和 Collibra 等公司報告指出,由於對其產品的需求增加,其收入顯著成長。
此外,歐盟於2023年7月提出新立法,以改善公共部門的資料可近性和消費,並強調資料目錄等資料管理方法。這些監管要求和不斷成長的企業需求促進了資料目錄市場的強勁成長軌跡,而解決方案的採用是關鍵驅動因素。
然而,隨著企業尋求實施、整合和培訓服務以充分利用資料目錄解決方案,服務領域成長最快。資料配置日益複雜以及對專業解決方案的需求導致人們越來越依賴專業服務來最大化資料目錄的價值。這一趨勢表明,雖然公司致力於部署強大的解決方案,但他們也了解支援服務對於成功管理和利用其資料的價值。
隨著醫療保健行業越來越依賴資料驅動的解決方案來改善患者護理、研究能力和法規遵從性,資料目錄市場收入預計將大幅成長。電子健康記錄(EHR)、醫學影像和臨床試驗都為醫療保健領域產生了大量結構化和非結構化資料。這些資料必須結構化、可識別,並可供研究使用。隨著個人化和基於價值的護理需求的增加,醫療保健組織採用資料目錄來提高資料治理和決策能力。遵守 HIPAA 和 GDPR 等嚴格法律的需求推動產業對醫療保健特定資料管理系統的投資增加。根據 Frost & Sullivan 的資料,到2026年,醫療保健資料管理市場預計將以 15%的年複合成長率成長,這表明該領域對資料編目行業的重要性。
2023年 4月,美國衛生與公眾服務部(HHS)發布了有關健康資料互通性的新指南,敦促各組織採用更好的資料管理實踐,例如資料目錄解決方案,以確保安全且有效率的資料交換。這些政府和企業措施凸顯了醫療保健領域對資料目錄的日益依賴,預計將在未來推動市場擴張。
然而,製造業是市場上成長最快的終端用戶。隨著工業 4.0 和智慧製造技術的興起,製造公司越來越依賴資料分析來最佳化流程、預測性維護和供應鏈管理。
依國家
北美企業迅速認識到高效資料管理的重要性以及資料目錄在其生態系統中的重要角色。根據2024年 3月發布的IDC 分析,北美資料目錄市場預計從2023年到2028年將以 22.3%的年複合成長率成長,到2028年達到 21億美元。根據報告,北美 68%的財富 500 強公司已經實施或實施資料目錄解決方案,高於2021年的42%。這種快速採用的動力來自於管理企業產生的不斷增加的資料量並從中提取價值的需求。
北美金融服務業積極使用資料目錄解決方案來改善資料治理和合規性。金融資料交易所(FDX)2024年 1月的一項民意調查顯示,79%的北美金融機構打算在2025年投資複雜的資料目錄解決方案,高於2022年的56%。根據同一項研究,使用資料目錄的公司可節省 35%的資料發現時間,並提高 28%的監管合規效率。這些顯著的優勢鼓勵其他產業效仿,加速北美資料目錄市場的成長。
亞太地區各國政府正加強推動數位化,這可能會為資料目錄產業帶來巨大的推動力。該地區的政府迅速認識到數位轉型對於經濟成長和改善公共服務的價值。例如,澳洲政府的數位經濟策略目的是2030年使澳洲成為數位經濟的領導者,並投資於資料管理和治理措施。亞洲開發銀行(ADB)表示,到2025年,亞洲數位經濟預計將超過 1 兆美元,凸顯了對資料基礎設施進行大規模投資的必要性。這些努力推動企業使用強大的資料管理技術(例如資料目錄)的需求,以確保有效的資料使用和遵守不斷擴展的數位標準。
2023年7月,新加坡政府啟動 "智慧國家" 計劃,目的是利用資料並建立資料交換和管理框架來改善城市生活。該計劃是數位化經濟更大戰略的一部分,據報道,到2025年將在資料基礎設施和智慧技術上投資 30億美元。
資料目錄市場的競爭格局由現有企業和新興公司共同塑造,這些公司希望滿足對高效資料管理和治理日益成長的需求。新創公司和小型公司正致力於人工智慧驅動的目錄、雲端原生解決方案和自助服務平台等利基產品,以吸引尋求靈活和可擴展選項的企業。此外,隨著公司尋求擴大其能力和市場影響力,合作和收購正成為流行的策略。開源解決方案的興起及其在醫療保健和零售等行業的日益應用也促進了市場的動態和發展性。
2023年 11月,Informatica 宣布推出其智慧資料管理雲端(IDMC)的最新版本,該版本支援多雲設定並結合了 AI 驅動的資料目錄功能,目的是推動企業改善資料治理。
2024年 2月,Talend 宣布對其 Talend Data Fabric 平台進行增強,提供新的目錄功能與 AI 驅動的自動化相結合,以簡化資料發現並改善資料治理,尤其是在混合和多雲環境中。
There is an increasing demand for effective data governance and management within enterprises. As businesses generate massive volumes of data, there is a greater emphasis on data quality, regulatory compliance, and safe access to information. Data catalogs help by providing a single inventory of data assets, allowing organizations to better understand and manage their data landscape is surpassing USD 1.28 Billion in 2024 and reaching USD 5.72 Billion by 2031.
Furthermore, the rise of big data analytics and artificial intelligence (AI) has increased demand for data catalog solutions, as businesses attempt to use their data to get insights and make decisions. The growing emphasis on self-service analytics, which allows non-technical users to quickly access and evaluate data, is fueling the market, making data catalogs indispensable tools for modern businesses is expected to grow at a CAGR of about 22.61% from 2024 to 2031.
Data Catalog Market: Definition/ Overview
A data catalog is a comprehensive inventory of an organization's data assets, intended to assist users in discovering, understanding, and efficiently managing data. It functions as a central store for metadata, allowing users to conveniently search for and access data sets while improving data governance and compliance. Data catalogs have applications in a variety of industries, including finance, healthcare, and retail, where they help with data management, analytics, and reporting by offering insights about data lineage, quality, and usage. The future of data catalogs looks hopeful as artificial intelligence and machine learning grow, allowing for automatic data classification, smart data discovery, and improved team communication. As businesses prioritize data-driven decision-making, the demand for intuitive and scalable data catalog solutions is likely to grow significantly.
The industry is rapidly expanding as organizations attempt to improve their data management capabilities and get relevant insights from massive amounts of data. AI technologies like machine learning and natural language processing help automate data classification, increase data discovery, and enable advanced analytics. This automation decreases the human labor required for data governance and administration, allowing firms to concentrate on strategic decision-making. According to a Gartner estimate, 70% of enterprises would actively use AI technology into their data catalog solutions by 2025, up from 15% in 2022. This move reflects an increasing realization of the benefits that artificial intelligence may offer to data management procedures.
Additionally, the European Union's AI Act, proposed in March 2023, is pushing enterprises to embrace AI safely while fostering innovation in data management solutions, including data catalogs. This governmental backing, together with improvements in AI by prominent competitors in the data catalog industry, predicts a healthy growth trajectory powered by the increased usage of AI solutions.
The lack of consistent metadata stifles the expansion of the data catalog business by introducing inconsistencies that degrade data quality and usability. Metadata, which contains context and information about data assets, is critical for effective data discovery and management. Without established metadata procedures, companies face difficulties in ensuring that data is correctly classified, understood, and accessible to users. This mismatch can cause misunderstanding, data misinterpretation, and, eventually, a loss of trust among data catalog users. For instance, different departments within the same firm may define critical metrics or data properties in different ways, complicating collaboration and preventing effective data-driven decision-making.
Furthermore, the lack of common metadata complicates integration across several data sources and systems. Organizations frequently work in heterogeneous environments, with data flowing from various platforms, apps, and formats. Without a uniform metadata structure, it is difficult to combine data from different sources into a single data catalog. This fragmentation can result in higher costs, longer implementation times, and problems in gaining a comprehensive perspective of the organization's data ecosystem. As businesses aim for data democratization and self-service analytics, the failure to maintain a uniform metadata approach creates a substantial hurdle, stifling market expansion and lowering the overall value that data catalogs may deliver.
Category Wise
The growing usage of data catalog solutions is considerably driving the growth of the data catalog market, as enterprises recognize the need of efficiently managing their data assets. As businesses generate massive amounts of data, effective data governance, compliance, and discovery have become critical. Data catalogs are centralized repositories that allow users to quickly explore, comprehend, and manage their data, hence improving collaboration and decision-making. This growing recognition has resulted in increased investment in data catalog solutions, with businesses like as Alation and Collibra reporting strong revenue growth due to rising demand for their offerings.
Furthermore, in July 2023, the European Union proposed new legislation to improve data accessibility and consumption in public sectors, putting more emphasis on data management methods, such as data catalogs. These legislative demands, together with increased demand from enterprises, are contributing to the data catalog market's solid growth trajectory, with solution adoption serving as a significant driver.
However, the services segment is expanding the fastest, as businesses seek implementation, integration, and training services to fully exploit data catalog solutions. The expanding complexity of data settings, combined with the requirement for specialized solutions, has resulted in an increased reliance on professional services to maximize the value of data catalogs. This trend demonstrates that, while enterprises are devoted to implementing robust solutions, they also understand the value of supportive services in ensuring successful data management and utilization.
Rising healthcare sales are expected to considerably fuel the data catalog market, as the industry relies more on data-driven solutions to better patient care, research capabilities, and regulatory compliance. Electronic health records (EHRs), medical imaging, and clinical trials all contribute to the huge volume of organized and unstructured data produced in healthcare. This data must be structured, identified, and made available for study, therefore data catalogs are critical tools. With the increased demand for personalized medicine and value-based care, healthcare organizations are implementing data catalogs to improve data governance and decision-making capabilities. The industry has seen growing investment in healthcare-specific data management systems, owing to the requirement to comply with severe laws such as HIPAA and GDPR. According to Frost & Sullivan, the healthcare data management market is predicted to increase at a 15% annual rate through 2026, demonstrating the sector's critical significance in the data catalog industry.
In April 2023, the U.S. Department of Health and Human Services (HHS) issued new guidelines for healthcare data interoperability, urging organizations to implement better data management practices, such as data catalog solutions, to ensure secure and efficient data exchange. These governmental and corporate activities highlight the healthcare sector's rising reliance on data catalogs, which are projected to drive market expansion in the future years.
However, the manufacturing category is the market's fastest expanding end user. Manufacturers are increasingly depending on data analytics for process optimization, predictive maintenance, and supply chain management, as Industry 4.0 and smart manufacturing techniques gain traction.
Country/Region-wise
North American enterprises are rapidly understanding the importance of efficient data management, as well as the vital function of data catalogs in the ecosystem. According to an IDC analysis published in March 2024, the North American data catalog market is predicted to increase at a CAGR of 22.3% between 2023 and 2028, reaching $2.1 billion by 2028. The report found that 68% of Fortune 500 organizations in North America have already deployed or are in the process of deploying data catalog solutions, up from 42% in 2021. This rapid adoption is driven by the need to manage and extract value from the ever-increasing amounts of data generated by enterprises.
The financial services sector in North America has been very proactive in using data catalog solutions to improve data governance and compliance. A poll done by the Financial Data Exchange (FDX) in January 2024 revealed that 79% of North American financial institutions intend to invest in sophisticated data catalog solutions by 2025, up from 56% in 2022. According to the survey, firms that use data catalogs save 35% on data discovery time and improve regulatory compliance efficiency by 28%. These huge benefits are pushing other industries to follow suit, accelerating the growth of the data catalog market in North America.
Growing government attempts to promote digitalization in the Asia-Pacific region are likely to greatly boost the data catalog industry. Governments in this region are rapidly recognizing the value of digital transformation for economic growth and better public service delivery. For example, the Australian Government's Digital Economy Strategy aspires to position Australia as a leader in the digital economy by 2030, with investments in data management and governance efforts. According to the Asian Development Bank (ADB), the digital economy in Asia is expected to exceed USD 1 Trillion by 2025, underscoring the need for significant investment in data infrastructure. Such initiatives urge firms to use strong data management techniques, such as data catalogs, to ensure effective data consumption and compliance with growing digital standards.
In July 2023, the Singapore government started the "Smart Nation" initiative, which aims to improve urban living by leveraging data and establishing frameworks for data exchange and administration. The program is part of a larger strategy to digitize the economy, which includes a reported $3 billion investment in data infrastructure and smart technology by 2025.
The competitive landscape of the data catalog market is shaped by a mix of established firms and emerging players, all aiming to meet the growing demand for efficient data management and governance. Startups and smaller firms are focusing on niche offerings like AI-driven cataloging, cloud-native solutions, and self-service platforms to attract enterprises looking for flexible and scalable options. Additionally, partnerships and acquisitions are becoming common strategies as companies seek to expand their capabilities and market presence. The rise of open-source solutions and increased adoption in industries such as healthcare and retail also contribute to the market's dynamic and evolving nature.
Some of the prominent players operating in the data catalog market include:
Alation, Inc.
Collibra NV
Informatica, Inc.
IBM Corporation
TIBCO Software, Inc.
Hitachi Vantara LLC
Alteryx, Inc.
Datawatch Corporation
Microsoft Corporation
Amazon Web Services, Inc.
In November 2023, Informatica revealed the newest iteration of its Intelligent Data Management Cloud (IDMC), which incorporates AI-driven data cataloging capabilities meant to support multi-cloud settings and promote improved data governance for companies.
In February 2024, Talend announced enhancements to its Talend Data Fabric platform, offering new cataloging features that combine AI-driven automation to simplify data discovery and improve data governance, particularly in hybrid and multi-cloud environments.