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市场调查报告书
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1544077

全球资料组织市场

Data Wrangling
出版日期: | 出版商: Global Industry Analysts, Inc. | 英文 193 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，全球资料组织市场预计将达到 79 亿美元

全球资料缩减市场预计 2023 年为 22 亿美元，预计到 2030 年将达到 79 亿美元，2023-2030 年分析期间复合年增长率为 19.9%。资料缩减服务是本报告分析的细分市场之一，预计复合年增长率为 17.6%，到分析期结束时将达到 21 亿美元。分析期间，资料组织工具领域的复合年增长率预计为 20.8%。

美国市场预估价值5.92亿美元，中国预期复合年增长率18.4%

到 2023 年，美国资料缩减市场预计将达到 5.92 亿美元。中国作为全球第二大经济体，预计2030年市场规模将达12亿美元，2023-2030年分析期间复合年增长率为18.4%。其他值得注意的区域市场包括日本和加拿大，在分析期间预计复合年增长率分别为 18.2% 和 16.9%。在欧洲，德国的复合年增长率预计约为 14.1%。

全球资料组织市场趋势与驱动因素总结

什么巨量资料资料组织？

资料缩减（通常称为资料安装）是将原始资料从一种格式转换和对应到另一种格式以准备分析的过程。资料准备的关键步骤是清理、结构化原始资料并将其丰富为更易于理解和有用的格式。随着巨量资料的爆炸性成长，随着公司和组织从物联网设备、社群媒体和交易系统等各种来源累积的大量非结构化资料不断增加，资料组织的重要性也随之增加。有效的资料组织使您能够准确分析这些资料，提供可行的见解，促进策略决策并提高业务效率。如果没有这个关键步骤，原始资料通常会不完整、不一致且不准确，导致收集到的大部分资料无法使用。

资料缩减如何提高资料品质和分析？

资料缩减透过解决清理阶段的缺失值、错误和不一致等问题来提高资料品质。此过程还涉及资料转换和丰富，包括标准化资料格式、校正值以及合併资料集以丰富资料的上下文。例如，可以整合公司内不同部门的资料以提供业务的全面视图。此外，资料缩减的结构化阶段有助于将资料组织成更适合分析的格式，例如将资料转换为机器学习演算法的模型就绪格式。透过提高资料的品质和结构，资料缩减有助于更复杂和准确的分析，使企业能够从其资料资产中获得预测性见解和策略情报。

资料组织面临哪些挑战？

儘管资料组织很重要，但它是一个复杂、耗时且通常困难的过程。主要挑战之一是资料数量庞大且种类繁多，这对于资料专业人员的手动管理来说可能是难以承受的。不同的资料来源具有不同的结构、品质等级和所包含的资讯类型，并且可能需要不同的方法。此外，资料组织工具和技术必须不断发展，以跟上资料创建和新兴类型非结构化资料的快速步伐。在处理过程中确保资料隐私和安全性也很重要，特别是在按照 GDPR 和 HIPAA 等法规处理敏感资讯和个人资讯时。这些挑战不仅需要熟练的资料专业人员，还需要复杂的工具来自动化资料组织的许多方面并提高效率和准确性。

资料组织市场成长的驱动力是什么？

资料缩减市场的成长是由几个因素推动的，这些因素反映了资料分析在商务策略中日益增长的重要性。数位技术产生的资料呈指数级增长，是组织利用这些资料获得竞争优势的主要动力。随着分析技术变得越来越复杂，对高品质、准备充分的资料的需求从未如此之大。人工智慧和机器学习的创新也是一个重要的推动力，因为这些技术需要大型、受控的资料集来训练准确的模型。此外，随着资料主导决策在各行业的推广，资料组织已成为寻求从复杂资料环境中提取有价值见解的公司的一项重要能力。此外，对更高资料品质和隐私的监管压力正在推动企业投资先进的资料组织解决方案，以确保合规性和安全性。在此背景下，资料组织是更广泛的资料管理和分析范围内一个重要且不断发展的领域。

受访企业范例（共44家）

  • Alteryx, Inc.
  • Brillio
  • Cooladata Ltd.
  • Dataiku, Inc
  • Datameer, Inc.
  • Hitachi Vantara Corporation
  • IBM Corporation
  • Ideata Analytics
  • Impetus Technologies
  • Infogix
  • Informatica, LLC
  • Innovative Routines International（IRI）
  • Onedot AG
  • Oracle Corporation
  • Paxata
  • Rapid Insight.
  • SAS Institute, Inc.
  • Talend SA
  • Teradata Corporation
  • TIBCO Software, Inc.
  • TMMData
  • Trifacta
  • Unifi Software

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: MCP11464

Global Data Wrangling Market to Reach US$7.9 Billion by 2030

The global market for Data Wrangling estimated at US$2.2 Billion in the year 2023, is expected to reach US$7.9 Billion by 2030, growing at a CAGR of 19.9% over the analysis period 2023-2030. Data Wrangling Services, one of the segments analyzed in the report, is expected to record a 17.6% CAGR and reach US$2.1 Billion by the end of the analysis period. Growth in the Data Wrangling Tools segment is estimated at 20.8% CAGR over the analysis period.

The U.S. Market is Estimated at US$592.0 Million While China is Forecast to Grow at 18.4% CAGR

The Data Wrangling market in the U.S. is estimated at US$592.0 Million in the year 2023. China, the world's second largest economy, is forecast to reach a projected market size of US$1.2 Billion by the year 2030 trailing a CAGR of 18.4% over the analysis period 2023-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 18.2% and 16.9% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 14.1% CAGR.

Global Data Wrangling Market - Key Trends and Drivers Summarized

What Is Data Wrangling and Why Is It Fundamental to Big Data Success?

Data wrangling, often referred to as data munging, is the process of transforming and mapping raw data from one form into another to prepare it for analysis. This essential phase of data preparation involves cleaning, structuring, and enriching raw data into a more digestible and useful format. The importance of data wrangling has escalated with the explosion of big data, as businesses and organizations accumulate vast amounts of unstructured data from various sources including IoT devices, social media, and transactional systems. Effective data wrangling ensures that this data can be accurately analyzed to provide actionable insights, drive strategic decision-making, and enhance operational efficiency. Without this critical step, much of the data collected would remain untapped, as raw data is often incomplete, inconsistent, or imprecise.

How Does Data Wrangling Enhance Data Quality and Analysis?

Data wrangling enhances the quality of data by addressing issues such as missing values, errors, and inconsistencies during the cleaning phase. This process also involves transforming and enriching data, which may include normalizing data formats, correcting values, and integrating datasets to enrich the data's context. For instance, data from different departments within a company can be amalgamated to provide a comprehensive view of operations. Furthermore, the structuring phase of data wrangling helps in organizing the data into a more appropriate format for analysis, such as converting data into model-ready formats for machine learning algorithms. By improving data quality and structure, data wrangling facilitates more sophisticated and accurate analyses, allowing businesses to unlock predictive insights and strategic intelligence from their data assets.

What Are the Challenges Associated with Data Wrangling?

Despite its importance, data wrangling can be a complex, time-consuming, and often challenging process. One of the primary challenges is the sheer volume and variety of data, which can be overwhelming for data professionals to manage manually. Each data source may require a different approach due to varying structures, quality levels, and the types of information contained. Additionally, data wrangling tools and techniques must continuously evolve to keep up with the rapid pace of data creation and the emerging varieties of unstructured data. Another significant challenge is ensuring data privacy and security during the wrangling process, especially when handling sensitive or personal information in compliance with regulations such as GDPR or HIPAA. These challenges necessitate not only skilled data professionals but also advanced tools that can automate many aspects of data wrangling to improve efficiency and accuracy.

What Drives the Growth in the Data Wrangling Market?

The growth in the data wrangling market is driven by several factors, reflecting the increasing importance of data analytics in business strategy. The exponential growth of data generated by digital technologies is a major catalyst, as organizations seek to harness this data for competitive advantage. As analytics technologies become more sophisticated, the demand for high-quality, well-prepared data is higher than ever. Innovations in artificial intelligence and machine learning are also significant drivers, as these technologies require large volumes of curated datasets to train accurate models. Furthermore, the push towards data-driven decision-making across industries has made data wrangling an essential capability for companies looking to extract valuable insights from complex data landscapes. Additionally, regulatory pressures for higher data quality and privacy are pushing businesses to invest in advanced data wrangling solutions that ensure compliance and security. Together, these drivers ensure that data wrangling remains a critical and growing field within the broader landscape of data management and analytics.

Select Competitors (Total 44 Featured) -

  • Alteryx, Inc.
  • Brillio
  • Cooladata Ltd.
  • Dataiku, Inc
  • Datameer, Inc.
  • Hitachi Vantara Corporation
  • IBM Corporation
  • Ideata Analytics
  • Impetus Technologies
  • Infogix
  • Informatica, LLC
  • Innovative Routines International (IRI)
  • Onedot AG
  • Oracle Corporation
  • Paxata
  • Rapid Insight.
  • SAS Institute, Inc.
  • Talend SA
  • Teradata Corporation
  • TIBCO Software, Inc.
  • TMMData
  • Trifacta
  • Unifi Software

TABLE OF CONTENTS

I. METHODOLOGY

II. EXECUTIVE SUMMARY

  • 1. MARKET OVERVIEW
    • Influencer Market Insights
    • Data Wrangling - Global Key Competitors Percentage Market Share in 2024 (E)
    • Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2024 (E)
    • Global Economic Update
  • 2. FOCUS ON SELECT PLAYERS
  • 3. MARKET TRENDS & DRIVERS
    • Surge in Big Data Analytics Drives Demand for Data Wrangling Tools
    • Growing Need for Faster Decision-Making Bolsters Adoption of Data Wrangling Solutions
    • Increasing Complexity of Data Sources Spurs Innovations in Data Wrangling Technologies
    • Growing Focus on Predictive Analytics Enhances Need for Robust Data Wrangling Tools
    • Adoption of Data Wrangling Tools in Healthcare to Improve Patient Care and Research
    • Growing Investments in Data-Driven Strategies Propel the Data Wrangling Tools Market
    • Enhanced Focus on Operational Efficiency Bolsters Adoption of Data Wrangling Solutions in SMEs
    • Need for Agile Data Handling in Financial Services Spurs Data Wrangling Tool Deployments
  • 4. GLOBAL MARKET PERSPECTIVE
    • TABLE 1: World Recent Past, Current & Future Analysis for Data Wrangling by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 2: World 7-Year Perspective for Data Wrangling by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets for Years 2024 & 2030
    • TABLE 3: World Recent Past, Current & Future Analysis for Tools by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 4: World 7-Year Perspective for Tools by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 5: World Recent Past, Current & Future Analysis for Services by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 6: World 7-Year Perspective for Services by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 7: 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$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 8: World 7-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 2024 & 2030
    • TABLE 9: 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$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 10: World 7-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 2024 & 2030
    • TABLE 11: World Recent Past, Current & Future Analysis for BFSI by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 12: World 7-Year Perspective for BFSI by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 13: World Recent Past, Current & Future Analysis for Travel & Hospitality by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 14: World 7-Year Perspective for Travel & Hospitality by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 15: World Recent Past, Current & Future Analysis for Government by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 16: World 7-Year Perspective for Government by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 17: World Recent Past, Current & Future Analysis for Other Verticals by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 18: World 7-Year Perspective for Other Verticals by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 19: World Data Wrangling Market Analysis of Annual Sales in US$ Thousand for Years 2014 through 2030
    • TABLE 20: World Recent Past, Current & Future Analysis for Retail & eCommerce by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 21: World 7-Year Perspective for Retail & eCommerce by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 22: 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$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 23: World 7-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 2024 & 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2024 (E)
    • TABLE 24: USA Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 25: USA 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 26: USA Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 27: USA 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 28: USA Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 29: USA 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • CANADA
    • TABLE 30: Canada Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 31: Canada 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 32: Canada Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 33: Canada 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 34: Canada Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 35: Canada 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • JAPAN
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2024 (E)
    • TABLE 36: Japan Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 37: Japan 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 38: Japan Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 39: Japan 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 40: Japan Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 41: Japan 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • CHINA
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2024 (E)
    • TABLE 42: China Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 43: China 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 44: China Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 45: China 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 46: China Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 47: China 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • EUROPE
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2024 (E)
    • TABLE 48: Europe Recent Past, Current & Future Analysis for Data Wrangling by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2023 through 2030 and % CAGR
    • TABLE 49: Europe 7-Year Perspective for Data Wrangling by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK and Rest of Europe Markets for Years 2024 & 2030
    • TABLE 50: Europe Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 51: Europe 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 52: Europe Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 53: Europe 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 54: Europe Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 55: Europe 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • FRANCE
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2024 (E)
    • TABLE 56: France Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 57: France 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 58: France Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 59: France 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 60: France Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 61: France 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • GERMANY
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2024 (E)
    • TABLE 62: Germany Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 63: Germany 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 64: Germany Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 65: Germany 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 66: Germany Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 67: Germany 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • ITALY
    • TABLE 68: Italy Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 69: Italy 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 70: Italy Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 71: Italy 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 72: Italy Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 73: Italy 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • UNITED KINGDOM
    • Data Wrangling 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 Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 75: UK 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 76: UK Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 77: UK 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 78: UK Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 79: UK 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • REST OF EUROPE
    • TABLE 80: Rest of Europe Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 81: Rest of Europe 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 82: Rest of Europe Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 83: Rest of Europe 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 84: Rest of Europe Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 85: Rest of Europe 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • ASIA-PACIFIC
    • Data Wrangling 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 Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 87: Asia-Pacific 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 88: Asia-Pacific Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 89: Asia-Pacific 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 90: Asia-Pacific Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 91: Asia-Pacific 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030
  • REST OF WORLD
    • TABLE 92: Rest of World Recent Past, Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 93: Rest of World 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2024 & 2030
    • TABLE 94: Rest of World Recent Past, Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 95: Rest of World 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2024 & 2030
    • TABLE 96: Rest of World Recent Past, Current & Future Analysis for Data Wrangling by Vertical - BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2023 through 2030 and % CAGR
    • TABLE 97: Rest of World 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Retail & eCommerce, IT & Telecom, Travel & Hospitality, Government and Other Verticals for the Years 2024 & 2030

IV. COMPETITION