查看購物車
  • Simplified Chinese
  • English
  • Japanese
  • Korean
封面
市場調查報告書
商品編碼
1544077

全球資料組織市場

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個工作天內

價格

※ 本網頁內容可能與最新版本有所差異。詳細情況請與我們聯繫。

簡介目錄

到 2030 年，全球資料組織市場預計將達到 79 億美元

全球資料縮減市場預計 2023 年為 22 億美元，預計到 2030 年將達到 79 億美元，2023-2030 年分析期間複合年成長率為 19.9%。資料縮減服務是本報告分析的細分市場之一，預計複合年成長率為 17.6%，到分析期結束時將達到 21 億美元。分析期間，資料組織工具領域的複合年成長率預計為 20.8%。

美國市場預估價值5.92億美元，中國預期複合年成長率18.4%

到 2023 年，美國資料縮減市場預計將達到 5.92 億美元。中國作為全球第二大經濟體，預計2030年市場規模將達12億美元，2023-2030年分析期間複合年成長率為18.4%。其他值得注意的區域市場包括日本和加拿大，在分析期間預計複合年成長率分別為 18.2% 和 16.9%。在歐洲，德國的複合年成長率預計約為 14.1%。

全球資料組織市場趨勢與促進因素總結

什麼巨量資料資料組織？

資料縮減（通常稱為資料安裝）是將原始資料從一種格式轉換和對應到另一種格式以準備分析的過程。資料準備的關鍵步驟是清理、結構化原始資料並將其豐富為更易於理解和有用的格式。隨著巨量資料的爆炸性成長，隨著公司和組織從物聯網設備、社群媒體和交易系統等各種來源累積的大量非結構化資料不斷增加，資料組織的重要性也隨之增加。有效的資料組織使您能夠準確分析這些資料，提供可行的見解，促進策略決策並提高業務效率。如果沒有這個關鍵步驟，原始資料通常會不完整、不一致且不準確，導致收集到的大部分資料無法使用。

資料縮減如何提高資料品質和分析？

資料縮減透過解決清理階段的缺失值、錯誤和不一致等問題來提高資料品質。此過程還涉及資料轉換和豐富，包括標準化資料格式、校正值以及合併資料集以豐富資料的上下文。例如，可以整合公司內不同部門的資料以提供業務的全面視圖。此外，資料縮減的結構化階段有助於將資料組織成更適合分析的格式，例如將資料轉換為機器學習演算法的模型就緒格式。透過提高資料的品質和結構，資料縮減有助於更複雜和準確的分析，使企業能夠從其資料資產中獲得預測性見解和策略情報。

資料組織面臨哪些挑戰？

儘管資料組織很重要，但它是一個複雜、耗時且通常困難的過程。主要挑戰之一是資料數量龐大且種類繁多，這對於資料專業人員的手動管理來說可能是難以承受的。不同的資料來源具有不同的結構、品質等級和所包含的資訊類型，並且可能需要不同的方法。此外，資料組織工具和技術必須不斷發展，以跟上資料創建和新興類型非結構化資料的快速步伐。在處理過程中確保資料隱私和安全性也很重要，特別是在按照 GDPR 和 HIPAA 等法規處理敏感資訊和個人資訊時。這些挑戰不僅需要熟練的資料專業人員，還需要複雜的工具來自動化資料組織的許多方面並提高效率和準確性。

資料組織市場成長的驅動力是什麼？

資料縮減市場的成長是由幾個因素推動的，這些因素反映了資料分析在商務策略中日益成長的重要性。數位技術產生的資料呈指數級成長，是組織利用這些資料獲得競爭優勢的主要動力。隨著分析技術變得越來越複雜，對高品質、準備充分的資料的需求從未如此之大。人工智慧和機器學習的創新也是一個重要的推動力，因為這些技術需要大型、受控的資料集來訓練準確的模型。此外，隨著資料主導決策在各行業的推廣，資料組織已成為尋求從複雜資料環境中提取有價值見解的公司的一項重要能力。此外，對更高資料品質和隱私的監管壓力正在推動企業投資先進的資料組織解決方案，以確保合規性和安全性。在此背景下，資料組織是更廣泛的資料管理和分析範圍內一個重要且不斷發展的領域。

受訪企業範例（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: 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