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市場調查報告書
商品編碼
1544072

全球資料準備市場

Data Preparation
出版日期: | 出版商: Global Industry Analysts, Inc. | 英文 194 Pages | 商品交期: 最快1-2個工作天內

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簡介目錄

到 2030 年，全球資料準備市場預計將達到 225 億美元

2023 年全球資料準備市場預計為 68 億美元，預計到 2030 年將達到 225 億美元，2023 年至 2030 年複合年成長率為 18.6%。 BSFI 最終用途是本報告分析的細分市場之一，預計複合年成長率為 19.0%，到分析期結束時將達到 111 億美元。分析期間內，零售終端使用產業的複合年成長率預計為 16.0%。

美國市場預計19億美元，中國預計複合年成長率17.8%

到 2023 年，美國資料準備市場預計將達到 19 億美元。中國作為世界第二大經濟體，預計2030年市場規模將達34億美元，2023-2030年分析期間複合年成長率為17.8%。其他值得注意的區域市場包括日本和加拿大，預計在分析期間複合年成長率分別為 16.2% 和 16.2%。在歐洲，德國的複合年成長率預計約為 13.8%。

全球資料準備市場趨勢與促進因素總結

什麼是資料準備？

資料準備是資料分析工作流程中的關鍵過程，涉及清理、組織原始資料並將其轉換為適合分析的格式。從各種來源收集的資料通常包含錯誤、不一致、冗餘和不完整性，如果處理不當，可能會導致分析結果偏差。有效的資料準備可以提高資料品質並確保後續分析準確可靠。這項工作涉及多種任務，包括修復錯誤和刪除不相關資料的資料清理、組合不同來源的資料的資料整合以及重新格式化和重組資料的資料轉換。這些流程對於資料分析準備至關重要，可以幫助企業和分析師有效地獲得有意義且可操作的見解。

資料準備如何提高巨量資料和分析的有效性？

在巨量資料時代，企業必須處理的資料數量、種類和速度都急劇增加。資料準備工具和技術在進入分析過程之前確保資料集乾淨、組織良好且結構良好，在管理這種複雜性方面發揮著至關重要的作用。隨著高級分析和機器學習的興起，對高品質資料的需求從未如此之高。資料準備可確保輸入分析演算法的資料集不存在可能導致錯誤結論的偏差和異常。此外，準備充分的資料可以透過減少處理時間和所需資源、提高整體業務效率並幫助公司快速響應市場變化和內部需求來顯著加快分析過程。

組織在資料準備上面臨哪些挑戰？

儘管資料準備很重要，但它也帶來了一些挑戰。將結構化資料庫、非結構化文字檔案和即時資料流中的資料整合到內聚的資料集集中可能具有挑戰性。每種醬料都需要不同的加工技術，使得製備過程複雜且耗時。此外，在整個準備階段保持資料的準確性和一致性是一項重大挑戰，特別是在處理可能包含隱藏重複項、缺失值和不準確條目的大量資料時。隨著資料量的成長，用於準備資料的工具和流程也必須在不降低效能或不成比例地增加成本的情況下進行擴展。

資料準備市場成長的驅動力是什麼？

資料準備市場的成長受到多種因素的推動，反映出資料在策略決策和業務管理中的作用不斷擴大。隨著越來越多的公司踏上數位轉型之旅，對能夠處理日益複雜的資料的強大資料準備工具的需求變得至關重要。資料分析和商業智慧平台的激增也推動了對資料準備解決方案的需求。因為這些平台需要乾淨、準確的資料才能發揮最佳功能。此外，有關資料隱私和準確性的監管壓力迫使公司投資先進的資料準備工具以確保合規性。自動化和人工智慧等技術的進步使資料準備工具變得更加複雜和方便用戶使用，允許沒有技術背景的用戶執行複雜的資料準備任務。資料處理能力的民主化以及對資料策略價值的認知不斷增強，將在確保資料準備市場的持續成長和加強以資料為中心的業務實踐方面發揮關鍵作用。

受訪企業範例（共42例）

  • Alteryx, Inc.
  • Cambridge Semantics
  • ClearStory Data, Inc.
  • IBM Corporation
  • Informatica LLC
  • Lavastorm Analytics, Inc.
  • Microsoft Corporation
  • Qlik Technologies, Inc.
  • Rapid Insight.
  • SAP SE
  • SAS Institute, Inc.
  • Tableau Software, Inc.
  • Talend SA

目錄

第1章調查方法

第 2 章執行摘要

  • 市場概況
  • 主要企業
  • 市場趨勢和促進因素
  • 全球市場展望

第3章市場分析

  • 美國
  • 加拿大
  • 日本
  • 中國
  • 歐洲
  • 法國
  • 德國
  • 義大利
  • 英國
  • 其他歐洲國家
  • 亞太地區
  • 其他領域

第4章 比賽

簡介目錄
Product Code: MCP11456

Global Data Preparation Market to Reach US$22.5 Billion by 2030

The global market for Data Preparation estimated at US$6.8 Billion in the year 2023, is expected to reach US$22.5 Billion by 2030, growing at a CAGR of 18.6% over the analysis period 2023-2030. BSFI End-Use, one of the segments analyzed in the report, is expected to record a 19.0% CAGR and reach US$11.1 Billion by the end of the analysis period. Growth in the Retail End-Use segment is estimated at 16.0% CAGR over the analysis period.

The U.S. Market is Estimated at US$1.9 Billion While China is Forecast to Grow at 17.8% CAGR

The Data Preparation market in the U.S. is estimated at US$1.9 Billion in the year 2023. China, the world's second largest economy, is forecast to reach a projected market size of US$3.4 Billion by the year 2030 trailing a CAGR of 17.8% over the analysis period 2023-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 16.2% and 16.2% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 13.8% CAGR.

Global Data Preparation Market - Key Trends and Drivers Summarized

What Is Data Preparation and Why Is It Fundamental to Data Analysis?

Data preparation is a critical process in the data analysis workflow, involving the cleaning, organizing, and transforming of raw data into a format suitable for analysis. This step is essential because data collected from various sources often contains errors, inconsistencies, redundancies, and incompleteness that can skew analysis results if not properly addressed. Effective data preparation enhances the quality of data, ensuring that subsequent analyses are accurate and reliable. It involves various tasks such as data cleansing, where errors are corrected or irrelevant data is removed; data integration, where data from different sources is combined; and data transformation, where data is reformatted or restructured. These processes are vital for making data analysis-ready, helping businesses and analysts to derive meaningful and actionable insights efficiently.

How Does Data Preparation Enhance the Effectiveness of Big Data and Analytics?

In the era of big data, the volume, variety, and velocity of data that organizations need to handle have increased dramatically. Data preparation tools and techniques play a pivotal role in managing this complexity by ensuring that data sets are clean, well-organized, and structured properly before they enter any analytical process. With the rise of advanced analytics and machine learning, the demand for high-quality data has never been more critical. Data preparation ensures that the datasets fed into analytical algorithms are free from biases and anomalies that could lead to incorrect conclusions. Moreover, well-prepared data can significantly speed up the analysis process by reducing processing time and resources required, thereby enhancing overall operational efficiency and enabling businesses to respond more swiftly to market changes or internal demands.

What Challenges Do Organizations Face in Data Preparation?

Despite its importance, data preparation poses several challenges, primarily due to the diverse sources and formats of data that organizations collect today. Integrating data from structured databases, unstructured text files, and real-time data streams into a cohesive dataset can be daunting. Each source may require different handling techniques, making the preparation process complex and time-consuming. Additionally, maintaining the accuracy and consistency of data throughout the preparation phase is a significant challenge, especially when dealing with large volumes of data that may contain hidden duplicates, missing values, or incorrect entries. There's also the issue of scalability; as data volumes grow, the tools and processes used for data preparation must also scale without compromising performance or increasing costs disproportionately.

What Drives the Growth in the Data Preparation Market?

The growth in the data preparation market is driven by several factors, reflecting the expanding role of data in strategic decision-making and operational management. As more organizations embark on digital transformation initiatives, the need for robust data preparation tools that can handle increasing volumes of complex data becomes crucial. The proliferation of data analytics and business intelligence platforms has also heightened the demand for data preparation solutions, as these platforms require clean, accurate data to function optimally. Furthermore, regulatory pressures concerning data privacy and accuracy are compelling businesses to invest in advanced data preparation tools to ensure compliance. Technological advancements, such as automation and artificial intelligence, are making data preparation tools more sophisticated and user-friendly, enabling users without technical backgrounds to perform complex data preparation tasks. This democratization of data processing capabilities, along with the growing awareness of the strategic value of data, ensures sustained growth in the data preparation market, highlighting its critical role in enhancing data-centric business practices.

Select Competitors (Total 42 Featured) -

  • Alteryx, Inc.
  • Cambridge Semantics
  • ClearStory Data, Inc.
  • IBM Corporation
  • Informatica LLC
  • Lavastorm Analytics, Inc.
  • Microsoft Corporation
  • Qlik Technologies, Inc.
  • Rapid Insight.
  • SAP SE
  • SAS Institute, Inc.
  • Tableau Software, Inc.
  • Talend SA

TABLE OF CONTENTS

I. METHODOLOGY

II. EXECUTIVE SUMMARY

  • 1. MARKET OVERVIEW
    • Influencer Market Insights
    • Data Preparation - Global Key Competitors Percentage Market Share in 2024 (E)
    • Global Economic Update
    • Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2024 (E)
  • 2. FOCUS ON SELECT PLAYERS
  • 3. MARKET TRENDS & DRIVERS
    • Surge in Analytics and Business Intelligence Spurs Need for Robust Data Preparation Tools
    • Expansion of Data Lakes and the Need for Structured Data Environments Propel Data Preparation Efforts
    • Growing Complexity of Data Sources Necessitates More Comprehensive Data Preparation Solutions
    • Increased Adoption of Data Preparation in Healthcare for Research and Compliance
    • Rising Awareness of the Business Value of Clean and Prepared Data
    • Growing Use of Data Preparation Tools in Financial Services for Risk Management
  • 4. GLOBAL MARKET PERSPECTIVE
    • TABLE 1: World Recent Past, Current & Future Analysis for On-Premise by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2023 through 2030 and % CAGR
    • TABLE 2: World Historic Review for On-Premise by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 3: World 16-Year Perspective for On-Premise by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030
    • TABLE 4: World Recent Past, Current & Future Analysis for Cloud by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2023 through 2030 and % CAGR
    • TABLE 5: World Historic Review for Cloud by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 6: World 16-Year Perspective for Cloud by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030
    • TABLE 7: World Recent Past, Current & Future Analysis for BSFI by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2023 through 2030 and % CAGR
    • TABLE 8: World Historic Review for BSFI by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 9: World 16-Year Perspective for BSFI by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030
    • TABLE 10: World Recent Past, Current & Future Analysis for Retail by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2023 through 2030 and % CAGR
    • TABLE 11: World Historic Review for Retail by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 12: World 16-Year Perspective for Retail by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030
    • TABLE 13: World Recent Past, Current & Future Analysis for IT & Telecom by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2023 through 2030 and % CAGR
    • TABLE 14: World Historic Review for IT & Telecom by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 15: World 16-Year Perspective for IT & Telecom by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030
    • TABLE 16: World Recent Past, Current & Future Analysis for Other End-Uses by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2023 through 2030 and % CAGR
    • TABLE 17: World Historic Review for Other End-Uses by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 18: World 16-Year Perspective for Other End-Uses by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2014, 2024 & 2030
    • TABLE 19: World Data Preparation Market Analysis of Annual Sales in US$ Million for Years 2014 through 2030
    • TABLE 20: World Recent Past, Current & Future Analysis for Data Preparation by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2023 through 2030 and % CAGR
    • TABLE 21: World Historic Review for Data Preparation by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 22: World 16-Year Perspective for Data Preparation by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets for Years 2014, 2024 & 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2024 (E)
    • TABLE 23: USA Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 24: USA Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 25: USA 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 26: USA Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 27: USA Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 28: USA 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
  • CANADA
    • TABLE 29: Canada Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 30: Canada Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 31: Canada 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 32: Canada Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 33: Canada Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 34: Canada 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
  • JAPAN
    • Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2024 (E)
    • TABLE 35: Japan Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 36: Japan Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 37: Japan 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 38: Japan Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 39: Japan Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 40: Japan 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
  • CHINA
    • Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2024 (E)
    • TABLE 41: China Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 42: China Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 43: China 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 44: China Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 45: China Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 46: China 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
  • EUROPE
    • Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2024 (E)
    • TABLE 47: Europe Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 48: Europe Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 49: Europe 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 50: Europe Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 51: Europe Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 52: Europe 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
    • TABLE 53: Europe Recent Past, Current & Future Analysis for Data Preparation by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Million for Years 2023 through 2030 and % CAGR
    • TABLE 54: Europe Historic Review for Data Preparation by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 55: Europe 16-Year Perspective for Data Preparation by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK and Rest of Europe Markets for Years 2014, 2024 & 2030
  • FRANCE
    • Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2024 (E)
    • TABLE 56: France Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 57: France Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 58: France 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 59: France Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 60: France Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 61: France 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
  • GERMANY
    • Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2024 (E)
    • TABLE 62: Germany Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 63: Germany Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 64: Germany 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 65: Germany Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 66: Germany Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 67: Germany 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
  • ITALY
    • TABLE 68: Italy Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 69: Italy Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 70: Italy 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 71: Italy Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 72: Italy Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 73: Italy 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
  • UNITED KINGDOM
    • Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2024 (E)
    • TABLE 74: UK Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 75: UK Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 76: UK 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 77: UK Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 78: UK Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 79: UK 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
  • REST OF EUROPE
    • TABLE 80: Rest of Europe Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 81: Rest of Europe Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 82: Rest of Europe 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 83: Rest of Europe Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 84: Rest of Europe Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 85: Rest of Europe 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
  • ASIA-PACIFIC
    • Data Preparation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2024 (E)
    • TABLE 86: Asia-Pacific Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 87: Asia-Pacific Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 88: Asia-Pacific 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 89: Asia-Pacific Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 90: Asia-Pacific Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 91: Asia-Pacific 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030
  • REST OF WORLD
    • TABLE 92: Rest of World Recent Past, Current & Future Analysis for Data Preparation by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 93: Rest of World Historic Review for Data Preparation by Deployment - On-Premise and Cloud Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 94: Rest of World 16-Year Perspective for Data Preparation by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2014, 2024 & 2030
    • TABLE 95: Rest of World Recent Past, Current & Future Analysis for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2023 through 2030 and % CAGR
    • TABLE 96: Rest of World Historic Review for Data Preparation by End-Use - BSFI, Retail, IT & Telecom and Other End-Uses Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2022 and % CAGR
    • TABLE 97: Rest of World 16-Year Perspective for Data Preparation by End-Use - Percentage Breakdown of Value Sales for BSFI, Retail, IT & Telecom and Other End-Uses for the Years 2014, 2024 & 2030

IV. COMPETITION