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市场调查报告书
商品编码
1544072

全球资料准备市场

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个工作天内

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简介目录

到 2030 年，全球资料准备市场预计将达到 225 亿美元

2023 年全球资料准备市场预计为 68 亿美元，预计到 2030 年将达到 225 亿美元，2023 年至 2030 年复合年增长率为 18.6%。 BSFI 最终用途是本报告分析的细分市场之一，预计复合年增长率为 19.0%，到分析期结束时将达到 111 亿美元。分析期间内，零售终端使用产业的复合年增长率预计为 16.0%。

美国市场预计19亿美元，中国预计复合年增长率17.8%

到 2023 年，美国资料准备市场预计将达到 19 亿美元。中国作为世界第二大经济体，预计2030年市场规模将达34亿美元，2023-2030年分析期间复合年增长率为17.8%。其他值得注意的区域市场包括日本和加拿大，预计在分析期间复合年增长率分别为 16.2% 和 16.2%。在欧洲，德国的复合年增长率预计约为 13.8%。

全球资料准备市场趋势与驱动因素总结

什么是资料准备？

资料准备是资料分析工作流程中的关键过程，涉及清理、组织原始资料并将其转换为适合分析的格式。从各种来源收集的资料通常包含错误、不一致、冗余和不完整性，如果处理不当，可能会导致分析结果偏差。有效的资料准备可以提高资料品质并确保后续分析准确可靠。这项工作涉及多种任务，包括修復错误和删除不相关资料的资料清理、组合不同来源的资料的资料整合以及重新格式化和重组资料的资料转换。这些流程对于资料分析准备至关重要，可以帮助企业和分析师有效地获得有意义且可操作的见解。

资料准备如何提高巨量资料和分析的有效性？

在巨量资料时代，企业必须处理的资料数量、种类和速度都急剧增加。资料准备工具和技术在进入分析过程之前确保资料集干净、组织良好且结构良好，在管理这种复杂性方面发挥着至关重要的作用。随着高级分析和机器学习的兴起，对高品质资料的需求从未如此之高。资料准备可确保输入分析演算法的资料集不存在可能导致错误结论的偏差和异常。此外，准备充分的资料可以透过减少处理时间和所需资源、提高整体业务效率并帮助公司快速响应市场变化和内部需求来显着加快分析过程。

组织在资料准备上面临哪些挑战？

儘管资料准备很重要，但它也带来了一些挑战。将结构化资料库、非结构化文字檔案和即时资料流中的资料整合到内聚的资料集集中可能具有挑战性。每种酱料都需要不同的加工技术，使得製备过程复杂且耗时。此外，在整个准备阶段保持资料的准确性和一致性是一项重大挑战，特别是在处理可能包含隐藏重复项、缺失值和不准确条目的大量资料时。随着资料量的增长，用于准备资料的工具和流程也必须在不降低效能或不成比例地增加成本的情况下进行扩展。

资料准备市场成长的驱动力是什么？

资料准备市场的成长受到多种因素的推动，反映出资料在策略决策和业务管理中的作用不断扩大。随着越来越多的公司踏上数位转型之旅，对能够处理日益复杂的资料的强大资料准备工具的需求变得至关重要。资料分析和商业智慧平台的激增也推动了对资料准备解决方案的需求。因为这些平台需要干净、准确的资料才能发挥最佳功能。此外，有关资料隐私和准确性的监管压力迫使公司投资先进的资料准备工具以确保合规性。自动化和人工智慧等技术的进步使资料准备工具变得更加复杂和用户友好，允许没有技术背景的用户执行复杂的资料准备任务。资料处理能力的民主化以及对资料策略价值的认识不断增强，将在确保资料准备市场的持续成长和加强以资料为中心的业务实践方面发挥关键作用。

受访企业范例（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

目录

第一章调查方法

第 2 章执行摘要

  • 市场概况
  • 主要企业
  • 市场趋势和驱动因素
  • 全球市场展望

第三章市场分析

  • 美国
  • 加拿大
  • 日本
  • 中国
  • 欧洲
  • 法国
  • 德国
  • 义大利
  • 英国
  • 其他欧洲国家
  • 亚太地区
  • 其他领域

第四章 比赛

简介目录
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