資料角力的全球市場
市場調查報告書
商品編碼
1199025

資料角力的全球市場

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

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簡介目錄

全球資料角力的市場規模預測將從2022年的16億美元,到2030年達到70億美元,在2022年到2030年間預計將以年複合成長率19.9%的速度成長。

本報告提供全球資料角力市場相關調查分析,提供市場趨勢與推動因素,地區分析,競爭情形等資訊。

調查對象企業範例(全44公司):

  • 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 調查手法

第2章 摘要整理

  • 市場概要
  • 主要企業
  • 市場趨勢與推動因素
  • 全球市場預測

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
  • 其他的歐洲
  • 亞太地區
  • 其他地區

第4章 競爭

簡介目錄
Product Code: MCP11464

What`s New for 2023?

»Special coverage on Russia-Ukraine war; global inflation; easing of "zero-Covid" policy in China and its `bumpy` reopening; supply chain disruptions, global trade tensions; and risk of recession.

»Global competitiveness and key competitor percentage market shares

» Market presence across multiple geographies - Strong/Active/Niche/Trivial

»Online interactive peer-to-peer collaborative bespoke updates

»Access to our digital archives and MarketGlass Research Platform

»Complimentary updates for one year

Looking Ahead to 2023

The global economy is at a critical crossroads with a number of interlocking challenges and crises running in parallel. The uncertainty around how Russia`s war on Ukraine will play out this year and the war`s role in creating global instability means that the trouble on the inflation front is not over yet. Food and fuel inflation will remain a persistent economic problem. Higher retail inflation will impact consumer confidence and spending. As governments combat inflation by raising interest rates, new job creation will slowdown and impact economic activity and growth. Lower capital expenditure is in the offing as companies go slow on investments, held back by inflation worries and weaker demand. With slower growth and high inflation, developed markets seem primed to enter into a recession. Fears of new COVID outbreaks and China's already uncertain post-pandemic path poses a real risk of the world experiencing more acute supply chain pain and manufacturing disruptions this year. Volatile financial markets, growing trade tensions, stricter regulatory environment and pressure to mainstream climate change into economic decisions will compound the complexity of challenges faced. Year 2023 is expected to be tough year for most markets, investors and consumers. Nevertheless, there is always opportunity for businesses and their leaders who can chart a path forward with resilience and adaptability.

Global Data Wrangling Market to Reach $7 Billion by 2030

In the changed post COVID-19 business landscape, the global market for Data Wrangling estimated at US$1.6 Billion in the year 2022, is projected to reach a revised size of US$7 Billion by 2030, growing at aCAGR of 19.9% over the period 2022-2030. Tools, one of the segments analyzed in the report, is projected to record 20.8% CAGR and reach US$5.1 Billion by the end of the analysis period. Taking into account the ongoing post pandemic recovery, growth in the Services segment is readjusted to a revised 17.6% CAGR for the next 8-year period.

The U.S. Market is Estimated at $482.5 Million, While China is Forecast to Grow at 18.6% CAGR

The Data Wrangling market in the U.S. is estimated at US$482.5 Million in the year 2022. 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 18.6% over the analysis period 2022 to 2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at 18.4% and 17% respectively over the 2022-2030 period. Within Europe, Germany is forecast to grow at approximately 14.2% CAGR.

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
    • World Market Trajectories
    • Data Wrangling - Global Key Competitors Percentage Market Share in 2022 (E)
    • Data Wrangling Competitor Market Share Scenario Worldwide (in %): 2019 & 2025
    • Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2022 (E)
    • Impact of Covid-19 and a Looming Global Recession
    • Product Overview
    • Data Wrangling, A Definition
    • Types of Data Wrangling
    • Data Wrangling Process
    • Data Wrangling Tools: A Review
  • 2. FOCUS ON SELECT PLAYERS
  • 3. MARKET TRENDS & DRIVERS
    • Emergence of Big Data & the Need for Advanced Analytics Algorithms Provides the Foundation for Growth in the Market
    • Swallowed by Big Data, Data Wrangling is the Key to Maximize Data Intelligence
    • As a Precursor to Analytics Workflows, Data Wrangling to Richly Benefit From the Rise of Big Data Across Myriad Industry Verticals: Global Volume of Big Data Created Worldwide (In Zettabytes) for the Years 2015, 2020 and 2025
    • Growing Importance of Data Analytics & Increased Investments in Big Data Tools in an Increasingly Data Driven World
    • Robust Investments in Big Data Analytics Bodes Well for the Growth & Adoption of Data Wrangling: Global Big Data & Business Analytics (In US$ Billion) for the Years 2017, 2019, 2022 and 2024
    • Data Preparation Storms Into the Spotlight as the Prime Beneficiary of Big Data Explosion & the Ensuing Focus on Data Analytics
    • Growing Urgency to Integrate AI & ML Technologies into Data Analytics Drive the Need for Data Wrangling
    • As Artificial Intelligence & Machine Learning Pervades Every Aspect of Modern Life Including Business Intelligence, Data Wrangling Catapults in Commercial Value: Global Artificial Intelligence Market (In US$ Million) for the Years 2017, 2019, 2022 and 2024
    • Successful Digitalization of Business Models to Spearhead Growth by Widening the Playing Field for Data Wrangling Tools
    • Digitalization of Healthcare Brings Out Healthcare & Life Sciences as the Fastest Growing End-Use Market
    • Ongoing Focus on Successful Digitalization of Business Models to Spur the Importance of Data Wrangling in Making Raw Digital Data Usable: Global Digital Transformation Market (In US$ Billion) for the Years 2017, 2019, 2022 and 2024
    • Global Industry Digitalization Index Score by Industry Group for the Year 2018
    • Astounding Financial Benefit of Digitalization Accelerates Digitalization Programs Among Industries Worldwide: Global Cumulative Value of Digitalization by Industry (In US$ Billion) for the Period 2016 to 2025
    • Cloud Data Wrangling Emerges to the Forefront Supported by Unrivalled Benefits
    • Supported by Tangible Benefits that Can Now be Measured, Adoption of Cloud & the Proliferation of XaaS Bodes Well for Cloud Based Data Wrangling Services: Business Benefits of Cloud Measured in Percentages by Type of Benefit Offered
    • Data Wrangling Emerges as the Bridge to Realize the Full Potential of IoT Big Data by Making Unorganized IoT Data Structured, Meaningful & Usable
    • Exploding Ecosystem of IoT Devices Drives the Critical Need for Pre-Processing of Device Data: Global Number of IoT Enabled Devices: Global Number of Active IoT Connected Devices Worldwide (In Billion Units) for the Years 2015, 2017, 2019, 2022, 2024 and 2026
    • Robust Hadoop Deployment Drives Demand for Data Wrangling for Data Preparation Work in Hadoop
    • Expanding Hadoop Market to Push Up Data Cleansing Needs and Spur Demand for Data Wrangling: Global Market for Hadoop (In US$ Billion) for the Years 2017, 2019, 2022
    • Growing Role of Data Science in Data Driven Smart Cities Expands the Addressable Market Opportunity for Data Wrangling
    • Expanding Base of Connected Things in Smart Cities & the Volume IoT Data Generated Creates Lucrative Opportunities for Technologies Needed to Turn Smart City Big Data into Insight: Global Installed Base of Connected Devices in Smart Cities (In Billion) for the Years 2015, 2017 & 2019
  • 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 2022 through 2030 and % CAGR
    • TABLE 2: World 8-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 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 4: World 8-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 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 6: World 8-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 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 8: World 8-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 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 10: World 8-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 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 12: World 8-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 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 14: World 8-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 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 16: World 8-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 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 18: World 8-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 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 21: World 8-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 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 23: World 8-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 2023 & 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2023 (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 2022 through 2030 and % CAGR
    • TABLE 25: USA 8-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 27: USA 8-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 29: USA 8-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 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 31: Canada 8-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 33: Canada 8-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 35: Canada 8-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 2023 & 2030
  • JAPAN
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2023 (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 2022 through 2030 and % CAGR
    • TABLE 37: Japan 8-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 39: Japan 8-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 41: Japan 8-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 2023 & 2030
  • CHINA
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2023 (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 2022 through 2030 and % CAGR
    • TABLE 43: China 8-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 45: China 8-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 47: China 8-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 2023 & 2030
  • EUROPE
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2023 (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 2022 through 2030 and % CAGR
    • TABLE 49: Europe 8-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 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 51: Europe 8-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 53: Europe 8-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 55: Europe 8-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 2023 & 2030
  • FRANCE
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2023 (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 2022 through 2030 and % CAGR
    • TABLE 57: France 8-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 59: France 8-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 61: France 8-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 2023 & 2030
  • GERMANY
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2023 (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 2022 through 2030 and % CAGR
    • TABLE 63: Germany 8-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 65: Germany 8-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 67: Germany 8-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 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 69: Italy 8-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 71: Italy 8-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 73: Italy 8-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 2023 & 2030
  • UNITED KINGDOM
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2023 (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 2022 through 2030 and % CAGR
    • TABLE 75: UK 8-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 77: UK 8-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 79: UK 8-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 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 81: Rest of Europe 8-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 83: Rest of Europe 8-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 85: Rest of Europe 8-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 2023 & 2030
  • ASIA-PACIFIC
    • Data Wrangling Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2023 (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 2022 through 2030 and % CAGR
    • TABLE 87: Asia-Pacific 8-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 89: Asia-Pacific 8-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 91: Asia-Pacific 8-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 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 93: Rest of World 8-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 95: Rest of World 8-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2023 & 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 2022 through 2030 and % CAGR
    • TABLE 97: Rest of World 8-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 2023 & 2030

IV. COMPETITION