EXECUTIVE ENGAGEMENTS
POOL
20361
Number of executives repeatedly engaged by snail & email outreach
INTERACTIONS
1832
Interactions with Platform & by Email
PARTICIPANTS
407
Unique # Participated
VALIDATIONS
84
Responses Validated*
COMPANIES
44
Responses Validated*
* Login for a full stack data experience
CODE
MCP11464
DATE
APR 2021
TABLES
104
PAGES
178
EDITION
9
PRICE
USD 4950
*Engagement stats are ongoing and dynamic
HIGHLIGHTS & REPORT INDEX
Amid the COVID-19 crisis, the global market for Data Wrangling estimated at US$1.5 Billion in the year 2020, is projected to reach a revised size of US$5.3 Billion by 2027, growing at aCAGR of 19.5% over the period 2020-2027. Tools, one of the segments analyzed in the report, is projected to record 20.5% CAGR and reach US$3.9 Billion by the end of the analysis period. After an early analysis of the business implications of the pandemic and its induced economic crisis, growth in the Services segment is readjusted to a revised 17.3% CAGR for the next 7-year period.
The Data Wrangling market in the U.S. is estimated at US$448.8 Million in the year 2020. China, the world`s second largest economy, is forecast to reach a projected market size of US$903.7 Million by the year 2027 trailing a CAGR of 18.7% over the analysis period 2020 to 2027. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at 17.7% and 16.7% respectively over the 2020-2027 period. Within Europe, Germany is forecast to grow at approximately 14.2% CAGR.
SELECT PLAYERS
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
SEGMENTS
» Component (Tools, Services) » Deployment (Cloud, On-Premise) » Vertical (BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government, Other Verticals)
GEOGRAPHIES
» World » United States » Canada » Japan » China » Europe » France » Germany » Italy » United Kingdom » and Rest of Europe » Asia-Pacific » Rest of World
TABLE OF CONTENTS
| I. METHODOLOGY |
| II. EXECUTIVE SUMMARY |
| 1. MARKET OVERVIEW |
| Influencer Market Insights |
| World Market Trajectories |
| 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 |
| World 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 2020 through 2027 and % CAGR |
| 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 2020 & 2027 |
| World 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 2020 through 2027 and % CAGR |
| 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 2020 & 2027 |
| World 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 2020 through 2027 and % CAGR |
| 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 2020 & 2027 |
| World 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 2020 through 2027 and % CAGR |
| 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 2020 & 2027 |
| World 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 2020 through 2027 and % CAGR |
| 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 2020 & 2027 |
| World 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 2020 through 2027 and % CAGR |
| 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 2020 & 2027 |
| World Current & Future Analysis for Telecom & IT 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 2020 through 2027 and % CAGR |
| World 7-Year Perspective for Telecom & IT by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2020 & 2027 |
| World Current & Future Analysis for Retail & E-Commerce 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 2020 through 2027 and % CAGR |
| World 7-Year Perspective for Retail & E-Commerce by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2020 & 2027 |
| World 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 2020 through 2027 and % CAGR |
| 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 2020 & 2027 |
| World 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 2020 through 2027 and % CAGR |
| 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 2020 & 2027 |
| World 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 2020 through 2027 and % CAGR |
| 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 2020 & 2027 |
| III. MARKET ANALYSIS |
| UNITED STATES |
| USA Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| USA 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2020 & 2027 |
| USA Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| USA 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2020 & 2027 |
| USA Current & Future Analysis for Data Wrangling by Vertical - BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| USA 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals for the Years 2020 & 2027 |
| CANADA |
| Canada Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Canada 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2020 & 2027 |
| Canada Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Canada 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2020 & 2027 |
| Canada Current & Future Analysis for Data Wrangling by Vertical - BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Canada 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals for the Years 2020 & 2027 |
| JAPAN |
| Japan Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Japan 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2020 & 2027 |
| Japan Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Japan 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2020 & 2027 |
| Japan Current & Future Analysis for Data Wrangling by Vertical - BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Japan 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals for the Years 2020 & 2027 |
| CHINA |
| China Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| China 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2020 & 2027 |
| China Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| China 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2020 & 2027 |
| China Current & Future Analysis for Data Wrangling by Vertical - BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| China 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals for the Years 2020 & 2027 |
| EUROPE |
| Europe 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 2020 through 2027 and % CAGR |
| 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 2020 & 2027 |
| Europe Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Europe 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2020 & 2027 |
| Europe Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Europe 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2020 & 2027 |
| Europe Current & Future Analysis for Data Wrangling by Vertical - BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Europe 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals for the Years 2020 & 2027 |
| FRANCE |
| France Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| France 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2020 & 2027 |
| France Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| France 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2020 & 2027 |
| France Current & Future Analysis for Data Wrangling by Vertical - BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| France 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals for the Years 2020 & 2027 |
| GERMANY |
| Germany Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Germany 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2020 & 2027 |
| Germany Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Germany 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2020 & 2027 |
| Germany Current & Future Analysis for Data Wrangling by Vertical - BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Germany 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals for the Years 2020 & 2027 |
| ITALY |
| Italy Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Italy 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2020 & 2027 |
| Italy Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Italy 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2020 & 2027 |
| Italy Current & Future Analysis for Data Wrangling by Vertical - BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Italy 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals for the Years 2020 & 2027 |
| UNITED KINGDOM |
| UK Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| UK 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2020 & 2027 |
| UK Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| UK 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2020 & 2027 |
| UK Current & Future Analysis for Data Wrangling by Vertical - BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| UK 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals for the Years 2020 & 2027 |
| REST OF EUROPE |
| Rest of Europe Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Rest of Europe 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2020 & 2027 |
| Rest of Europe Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Rest of Europe 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2020 & 2027 |
| Rest of Europe Current & Future Analysis for Data Wrangling by Vertical - BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Rest of Europe 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals for the Years 2020 & 2027 |
| ASIA-PACIFIC |
| Asia-Pacific Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Asia-Pacific 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2020 & 2027 |
| Asia-Pacific Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Asia-Pacific 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2020 & 2027 |
| Asia-Pacific Current & Future Analysis for Data Wrangling by Vertical - BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Asia-Pacific 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals for the Years 2020 & 2027 |
| REST OF WORLD |
| Rest of World Current & Future Analysis for Data Wrangling by Component - Tools and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Rest of World 7-Year Perspective for Data Wrangling by Component - Percentage Breakdown of Value Sales for Tools and Services for the Years 2020 & 2027 |
| Rest of World Current & Future Analysis for Data Wrangling by Deployment - Cloud and On-Premise - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Rest of World 7-Year Perspective for Data Wrangling by Deployment - Percentage Breakdown of Value Sales for Cloud and On-Premise for the Years 2020 & 2027 |
| Rest of World Current & Future Analysis for Data Wrangling by Vertical - BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals - Independent Analysis of Annual Sales in US$ Thousand for the Years 2020 through 2027 and % CAGR |
| Rest of World 7-Year Perspective for Data Wrangling by Vertical - Percentage Breakdown of Value Sales for BFSI, Telecom & IT, Retail & E-Commerce, Travel & Hospitality, Government and Other Verticals for the Years 2020 & 2027 |
| IV. COMPETITION |
| Total Companies Profiled: 44 |
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