세계의 데이터 랭글링 시장 : 시장 규모, 점유율, 동향 분석 보고서 - 전개 모드별, 컴포넌트별, 비즈니스 기능별, 조직 규모별, 업계별, 지역별 전망 및 예측(2024-2031년)

The Global Data Wrangling Market size is expected to reach $7.60 billion by 2031, rising at a market growth of 13.9% CAGR during the forecast period.

The North America segment witnessed 46% revenue share in the market in 2023. The region has a high concentration of AI-powered analytics firms, cloud service providers, and enterprise software vendors, making it a hub for advanced data wrangling solutions. Additionally, stringent regulatory compliance requirements, such as GDPR-like data privacy laws in the U.S. and Canada, further drive demand for secure and automated data wrangling tools.

In today's digital landscape, businesses and organizations generate vast amounts of data from multiple sources. With the rapid expansion of IoT (Internet of Things) devices, social media platforms, cloud applications, and enterprise systems, data is being produced at an unprecedented rate. This data explosion is characterized by structured (e.g., databases, spreadsheets) and unstructured formats (e.g., images, videos, logs, emails), making managing it increasingly complex. Hence, the growing complexity and volume of data propel the widespread adoption of advanced data wrangling platforms.

Additionally, The increasing reliance on Artificial Intelligence (AI) and Machine Learning (ML) across industries has amplified the need for high-quality, structured data. This plays a vital role in enhancing the efficiency and accuracy of AI models. Poorly prepared data can introduce biases, errors, and inaccuracies, leading to unreliable model predictions. Thus, with AI continuously evolving, the demand for intelligent, self-learning data wrangling tools is expected to grow, further propelling this market.

However, The implementation of data wrangling solutions comes with substantial financial challenges, as organizations must invest heavily in advanced software, IT infrastructure, and skilled professionals. These solutions often incorporate AI-driven automation, machine learning algorithms, and cloud-based processing, all of which require significant upfront costs. Hence, these factors may hamper the growth of the market.

Deployment Mode Outlook

On the basis of deployment mode, the market is classified into cloud and on-premise. The cloud segment acquired 37% revenue share in the market in 2023. Businesses seeking to modernize their data analytics capabilities leverage cloud-based wrangling platforms for automated data processing, AI-driven transformations, and seamless multi-cloud integrations. The rising demand for real-time analytics, remote accessibility, and global collaboration further drives cloud adoption, as companies can efficiently process and manage data from multiple sources without heavy infrastructure investments.

Component Outlook

Based on component, the market is bifurcated into solution and services. The services segment recorded 28% revenue share in the market in 2023. Many organizations, especially SMEs and enterprises with legacy infrastructure, lack the in-house expertise to effectively manage complex data transformation, migration, and compliance processes. As a result, they rely on third-party service providers to handle tasks such as data cleansing, deduplication, enrichment, and validation, ensuring data is accurate, consistent, and analytics-ready.

Business Function Outlook

On the basis of business function, the market is divided into finance & IT, sales & marketing, human resource, operations, and others. The finance & IT segment garnered 28% revenue share in the market in 2023. Financial institutions, including banks, insurance firms, and investment companies, process vast amounts of transactional, market, and customer data that must be cleaned, structured, and integrated for accurate analysis. Regulations like Basel III, IFRS, and SOX compliance mandate strict data governance and audit trails, necessitating efficient data wrangling solutions.

Organization Size Outlook

By organization size, the market is divided into small & medium enterprises and large enterprises. The small & medium enterprises segment witnessed 25% revenue share in the market in 2023. Small & medium enterprises (SMEs) often have limited IT budgets and in-house data expertise, making them reliant on affordable and easy-to-use data wrangling solutions. The rise of subscription-based SaaS models and on-demand data processing services has allowed SMEs to access AI-powered data transformation tools without significant upfront investments.

Vertical Outlook

Based on vertical, the market is segmented into BFSI, government & public sector, energy & utilities, manufacturing, retail, healthcare, IT & telecom, and others. The government & public sector segment procured 11% revenue share in the market in 2023. Governments handle vast amounts of census data, tax records, law enforcement databases, and emergency response systems, necessitating efficient data wrangling for accurate analysis and decision-making. Public sector agencies also require clean and integrated datasets to support smart city initiatives, cybersecurity monitoring, and interdepartmental collaboration.

Regional Outlook

Region-wise, the market is analyzed across North America, Europe, Asia Pacific, and LAMEA. The Asia Pacific segment garnered 23% revenue share in the market in 2023. Countries like China, India, Japan, and South Korea are experiencing a surge in AI-driven analytics, big data processing, and real-time business intelligence, fueling demand for scalable and cost-effective data wrangling solutions. The increasing prevalence of startups and small to medium-sized enterprises in the region is also propelling the adoption of cloud-based and on-demand data management platforms.

List of Key Companies Profiled

• Altair Engineering Inc.
• Alteryx, Inc.
• Datameer, Inc.
• Hitachi Vantara LLC (Hitachi Ltd.)
• IBM Corporation
• Impetus Technologies, Inc.
• Oracle Corporation
• SAS Institute Inc.
• TIBCO Software, Inc. (Vista Equity Partners Management, LLC)
• Teradata Corporation

Global Data Wrangling Market Report Segmentation

By Deployment Mode

• On-premise
• Cloud

By Component

• Solution
• Services
  • Professional Services
  • Managed Services

By Business Function

• Sales & Marketing
• Finance & IT
• Operations
• Human Resource
• Other Business Function

By Organization Size

• Large Enterprises
• Small & Medium Enterprises

By Vertical

• BFSI
• Retail
• Healthcare
• Telecom & IT
• Government & Public Sector
• Manufacturing
• Energy & Utilities
• Other Vertical

By Geography

• North America
  • US
  • Canada
  • Mexico
  • Rest of North America
• Europe
  • Germany
  • UK
  • France
  • Russia
  • Spain
  • Italy
  • Rest of Europe
• Asia Pacific
  • China
  • Japan
  • India
  • South Korea
  • Australia
  • Malaysia
  • Rest of Asia Pacific
• LAMEA
  • Brazil
  • Argentina
  • UAE
  • Saudi Arabia
  • South Africa
  • Nigeria
  • Rest of LAMEA

Table of Contents

Chapter 1. Market Scope & Methodology

• 1.1 Market Definition
• 1.2 Objectives
• 1.3 Market Scope
• 1.4 Segmentation
  • 1.4.1 Global Data Wrangling Market, by Deployment Mode
  • 1.4.2 Global Data Wrangling Market, by Component
  • 1.4.3 Global Data Wrangling Market, by Business Function
  • 1.4.4 Global Data Wrangling Market, by Organization Size
  • 1.4.5 Global Data Wrangling Market, by Vertical
  • 1.4.6 Global Data Wrangling Market, by Geography
• 1.5 Methodology for the research

Chapter 2. Market at a Glance

• 2.1 Key Highlights

Chapter 3. Market Overview

• 3.1 Introduction
  • 3.1.1 Overview
    • 3.1.1.1 Market Composition and Scenario
• 3.2 Key Factors Impacting the Market
  • 3.2.1 Market Drivers
  • 3.2.2 Market Restraints
  • 3.2.3 Market Opportunities
  • 3.2.4 Market Challenges

Chapter 4. Competition Analysis - Global

• 4.1 Market Share Analysis, 2023
• 4.2 Porter Five Forces Analysis

Chapter 5. Global Data Wrangling Market by Deployment Mode

• 5.1 Global On-premise Market by Region
• 5.2 Global Cloud Market by Region

Chapter 6. Global Data Wrangling Market by Component

• 6.1 Global Solution Market by Region
• 6.2 Global Services Market by Region
• 6.3 Global Data Wrangling Market by Services Type
  • 6.3.1 Global Professional Services Market by Region
  • 6.3.2 Global Managed Services Market by Region

Chapter 7. Global Data Wrangling Market by Business Function

• 7.1 Global Sales & Marketing Market by Region
• 7.2 Global Finance & IT Market by Region
• 7.3 Global Operations Market by Region
• 7.4 Global Human Resource Market by Region
• 7.5 Global Other Business Function Market by Region

Chapter 8. Global Data Wrangling Market by Organization Size

• 8.1 Global Large Enterprises Market by Region
• 8.2 Global Small & Medium Enterprises Market by Region

Chapter 9. Global Data Wrangling Market by Vertical

• 9.1 Global BFSI Market by Region
• 9.2 Global Retail Market by Region
• 9.3 Global Healthcare Market by Region
• 9.4 Global Telecom & IT Market by Region
• 9.5 Global Government & Public Sector Market by Region
• 9.6 Global Manufacturing Market by Region
• 9.7 Global Energy & Utilities Market by Region
• 9.8 Global Other Vertical Market by Region

Chapter 10. Global Data Wrangling Market by Region

• 10.1 North America Data Wrangling Market
  • 10.1.1 North America Data Wrangling Market by Deployment Mode
    • 10.1.1.1 North America On-premise Market by Region
    • 10.1.1.2 North America Cloud Market by Region
  • 10.1.2 North America Data Wrangling Market by Component
    • 10.1.2.1 North America Solution Market by Country
    • 10.1.2.2 North America Services Market by Country
    • 10.1.2.3 North America Data Wrangling Market by Services Type
      • 10.1.2.3.1 North America Professional Services Market by Country
      • 10.1.2.3.2 North America Managed Services Market by Country
  • 10.1.3 North America Data Wrangling Market by Business Function
    • 10.1.3.1 North America Sales & Marketing Market by Country
    • 10.1.3.2 North America Finance & IT Market by Country
    • 10.1.3.3 North America Operations Market by Country
    • 10.1.3.4 North America Human Resource Market by Country
    • 10.1.3.5 North America Other Business Function Market by Country
  • 10.1.4 North America Data Wrangling Market by Organization Size
    • 10.1.4.1 North America Large Enterprises Market by Country
    • 10.1.4.2 North America Small & Medium Enterprises Market by Country
  • 10.1.5 North America Data Wrangling Market by Vertical
    • 10.1.5.1 North America BFSI Market by Country
    • 10.1.5.2 North America Retail Market by Country
    • 10.1.5.3 North America Healthcare Market by Country
    • 10.1.5.4 North America Telecom & IT Market by Country
    • 10.1.5.5 North America Government & Public Sector Market by Country
    • 10.1.5.6 North America Manufacturing Market by Country
    • 10.1.5.7 North America Energy & Utilities Market by Country
    • 10.1.5.8 North America Other Vertical Market by Country
  • 10.1.6 North America Data Wrangling Market by Country
    • 10.1.6.1 US Data Wrangling Market
      • 10.1.6.1.1 US Data Wrangling Market by Deployment Mode
      • 10.1.6.1.2 US Data Wrangling Market by Component
        • 10.1.6.1.2.1 US Data Wrangling Market by Services Type
      • 10.1.6.1.3 US Data Wrangling Market by Business Function
      • 10.1.6.1.4 US Data Wrangling Market by Organization Size
      • 10.1.6.1.5 US Data Wrangling Market by Vertical
    • 10.1.6.2 Canada Data Wrangling Market
      • 10.1.6.2.1 Canada Data Wrangling Market by Deployment Mode
      • 10.1.6.2.2 Canada Data Wrangling Market by Component
        • 10.1.6.2.2.1 Canada Data Wrangling Market by Services Type
      • 10.1.6.2.3 Canada Data Wrangling Market by Business Function
      • 10.1.6.2.4 Canada Data Wrangling Market by Organization Size
      • 10.1.6.2.5 Canada Data Wrangling Market by Vertical
    • 10.1.6.3 Mexico Data Wrangling Market
      • 10.1.6.3.1 Mexico Data Wrangling Market by Deployment Mode
      • 10.1.6.3.2 Mexico Data Wrangling Market by Component
        • 10.1.6.3.2.1 Mexico Data Wrangling Market by Services Type
      • 10.1.6.3.3 Mexico Data Wrangling Market by Business Function
      • 10.1.6.3.4 Mexico Data Wrangling Market by Organization Size
      • 10.1.6.3.5 Mexico Data Wrangling Market by Vertical
    • 10.1.6.4 Rest of North America Data Wrangling Market
      • 10.1.6.4.1 Rest of North America Data Wrangling Market by Deployment Mode
      • 10.1.6.4.2 Rest of North America Data Wrangling Market by Component
        • 10.1.6.4.2.1 Rest of North America Data Wrangling Market by Services Type
      • 10.1.6.4.3 Rest of North America Data Wrangling Market by Business Function
      • 10.1.6.4.4 Rest of North America Data Wrangling Market by Organization Size
      • 10.1.6.4.5 Rest of North America Data Wrangling Market by Vertical
• 10.2 Europe Data Wrangling Market
  • 10.2.1 Europe Data Wrangling Market by Deployment Mode
    • 10.2.1.1 Europe On-premise Market by Country
    • 10.2.1.2 Europe Cloud Market by Country
  • 10.2.2 Europe Data Wrangling Market by Component
    • 10.2.2.1 Europe Solution Market by Country
    • 10.2.2.2 Europe Services Market by Country
    • 10.2.2.3 Europe Data Wrangling Market by Services Type
      • 10.2.2.3.1 Europe Professional Services Market by Country
      • 10.2.2.3.2 Europe Managed Services Market by Country
  • 10.2.3 Europe Data Wrangling Market by Business Function
    • 10.2.3.1 Europe Sales & Marketing Market by Country
    • 10.2.3.2 Europe Finance & IT Market by Country
    • 10.2.3.3 Europe Operations Market by Country
    • 10.2.3.4 Europe Human Resource Market by Country
    • 10.2.3.5 Europe Other Business Function Market by Country
  • 10.2.4 Europe Data Wrangling Market by Organization Size
    • 10.2.4.1 Europe Large Enterprises Market by Country
    • 10.2.4.2 Europe Small & Medium Enterprises Market by Country
  • 10.2.5 Europe Data Wrangling Market by Vertical
    • 10.2.5.1 Europe BFSI Market by Country
    • 10.2.5.2 Europe Retail Market by Country
    • 10.2.5.3 Europe Healthcare Market by Country
    • 10.2.5.4 Europe Telecom & IT Market by Country
    • 10.2.5.5 Europe Government & Public Sector Market by Country
    • 10.2.5.6 Europe Manufacturing Market by Country
    • 10.2.5.7 Europe Energy & Utilities Market by Country
    • 10.2.5.8 Europe Other Vertical Market by Country
  • 10.2.6 Europe Data Wrangling Market by Country
    • 10.2.6.1 Germany Data Wrangling Market
      • 10.2.6.1.1 Germany Data Wrangling Market by Deployment Mode
      • 10.2.6.1.2 Germany Data Wrangling Market by Component
        • 10.2.6.1.2.1 Germany Data Wrangling Market by Services Type
      • 10.2.6.1.3 Germany Data Wrangling Market by Business Function
      • 10.2.6.1.4 Germany Data Wrangling Market by Organization Size
      • 10.2.6.1.5 Germany Data Wrangling Market by Vertical
    • 10.2.6.2 UK Data Wrangling Market
      • 10.2.6.2.1 UK Data Wrangling Market by Deployment Mode
      • 10.2.6.2.2 UK Data Wrangling Market by Component
        • 10.2.6.2.2.1 UK Data Wrangling Market by Services Type
      • 10.2.6.2.3 UK Data Wrangling Market by Business Function
      • 10.2.6.2.4 UK Data Wrangling Market by Organization Size
      • 10.2.6.2.5 UK Data Wrangling Market by Vertical
    • 10.2.6.3 France Data Wrangling Market
      • 10.2.6.3.1 France Data Wrangling Market by Deployment Mode
      • 10.2.6.3.2 France Data Wrangling Market by Component
        • 10.2.6.3.2.1 France Data Wrangling Market by Services Type
      • 10.2.6.3.3 France Data Wrangling Market by Business Function
      • 10.2.6.3.4 France Data Wrangling Market by Organization Size
      • 10.2.6.3.5 France Data Wrangling Market by Vertical
    • 10.2.6.4 Russia Data Wrangling Market
      • 10.2.6.4.1 Russia Data Wrangling Market by Deployment Mode
      • 10.2.6.4.2 Russia Data Wrangling Market by Component
        • 10.2.6.4.2.1 Russia Data Wrangling Market by Services Type
      • 10.2.6.4.3 Russia Data Wrangling Market by Business Function
      • 10.2.6.4.4 Russia Data Wrangling Market by Organization Size
      • 10.2.6.4.5 Russia Data Wrangling Market by Vertical
    • 10.2.6.5 Spain Data Wrangling Market
      • 10.2.6.5.1 Spain Data Wrangling Market by Deployment Mode
      • 10.2.6.5.2 Spain Data Wrangling Market by Component
        • 10.2.6.5.2.1 Spain Data Wrangling Market by Services Type
      • 10.2.6.5.3 Spain Data Wrangling Market by Business Function
      • 10.2.6.5.4 Spain Data Wrangling Market by Organization Size
      • 10.2.6.5.5 Spain Data Wrangling Market by Vertical
    • 10.2.6.6 Italy Data Wrangling Market
      • 10.2.6.6.1 Italy Data Wrangling Market by Deployment Mode
      • 10.2.6.6.2 Italy Data Wrangling Market by Component
        • 10.2.6.6.2.1 Italy Data Wrangling Market by Services Type
      • 10.2.6.6.3 Italy Data Wrangling Market by Business Function
      • 10.2.6.6.4 Italy Data Wrangling Market by Organization Size
      • 10.2.6.6.5 Italy Data Wrangling Market by Vertical
    • 10.2.6.7 Rest of Europe Data Wrangling Market
      • 10.2.6.7.1 Rest of Europe Data Wrangling Market by Deployment Mode
      • 10.2.6.7.2 Rest of Europe Data Wrangling Market by Component
        • 10.2.6.7.2.1 Rest of Europe Data Wrangling Market by Services Type
      • 10.2.6.7.3 Rest of Europe Data Wrangling Market by Business Function
      • 10.2.6.7.4 Rest of Europe Data Wrangling Market by Organization Size
      • 10.2.6.7.5 Rest of Europe Data Wrangling Market by Vertical
• 10.3 Asia Pacific Data Wrangling Market
  • 10.3.1 Asia Pacific Data Wrangling Market by Deployment Mode
    • 10.3.1.1 Asia Pacific On-premise Market by Country
    • 10.3.1.2 Asia Pacific Cloud Market by Country
  • 10.3.2 Asia Pacific Data Wrangling Market by Component
    • 10.3.2.1 Asia Pacific Solution Market by Country
    • 10.3.2.2 Asia Pacific Services Market by Country
    • 10.3.2.3 Asia Pacific Data Wrangling Market by Services Type
      • 10.3.2.3.1 Asia Pacific Professional Services Market by Country
      • 10.3.2.3.2 Asia Pacific Managed Services Market by Country
  • 10.3.3 Asia Pacific Data Wrangling Market by Business Function
    • 10.3.3.1 Asia Pacific Sales & Marketing Market by Country
    • 10.3.3.2 Asia Pacific Finance & IT Market by Country
    • 10.3.3.3 Asia Pacific Operations Market by Country
    • 10.3.3.4 Asia Pacific Human Resource Market by Country
    • 10.3.3.5 Asia Pacific Other Business Function Market by Country
  • 10.3.4 Asia Pacific Data Wrangling Market by Organization Size
    • 10.3.4.1 Asia Pacific Large Enterprises Market by Country
    • 10.3.4.2 Asia Pacific Small & Medium Enterprises Market by Country
  • 10.3.5 Asia Pacific Data Wrangling Market by Vertical
    • 10.3.5.1 Asia Pacific BFSI Market by Country
    • 10.3.5.2 Asia Pacific Retail Market by Country
    • 10.3.5.3 Asia Pacific Healthcare Market by Country
    • 10.3.5.4 Asia Pacific Telecom & IT Market by Country
    • 10.3.5.5 Asia Pacific Government & Public Sector Market by Country
    • 10.3.5.6 Asia Pacific Manufacturing Market by Country
    • 10.3.5.7 Asia Pacific Energy & Utilities Market by Country
    • 10.3.5.8 Asia Pacific Other Vertical Market by Country
  • 10.3.6 Asia Pacific Data Wrangling Market by Country
    • 10.3.6.1 China Data Wrangling Market
      • 10.3.6.1.1 China Data Wrangling Market by Deployment Mode
      • 10.3.6.1.2 China Data Wrangling Market by Component
        • 10.3.6.1.2.1 China Data Wrangling Market by Services Type
      • 10.3.6.1.3 China Data Wrangling Market by Business Function
      • 10.3.6.1.4 China Data Wrangling Market by Organization Size
      • 10.3.6.1.5 China Data Wrangling Market by Vertical
    • 10.3.6.2 Japan Data Wrangling Market
      • 10.3.6.2.1 Japan Data Wrangling Market by Deployment Mode
      • 10.3.6.2.2 Japan Data Wrangling Market by Component
        • 10.3.6.2.2.1 Japan Data Wrangling Market by Services Type
      • 10.3.6.2.3 Japan Data Wrangling Market by Business Function
      • 10.3.6.2.4 Japan Data Wrangling Market by Organization Size
      • 10.3.6.2.5 Japan Data Wrangling Market by Vertical
    • 10.3.6.3 India Data Wrangling Market
      • 10.3.6.3.1 India Data Wrangling Market by Deployment Mode
      • 10.3.6.3.2 India Data Wrangling Market by Component
        • 10.3.6.3.2.1 India Data Wrangling Market by Services Type
      • 10.3.6.3.3 India Data Wrangling Market by Business Function
      • 10.3.6.3.4 India Data Wrangling Market by Organization Size
      • 10.3.6.3.5 India Data Wrangling Market by Vertical
    • 10.3.6.4 South Korea Data Wrangling Market
      • 10.3.6.4.1 South Korea Data Wrangling Market by Deployment Mode
      • 10.3.6.4.2 South Korea Data Wrangling Market by Component
        • 10.3.6.4.2.1 South Korea Data Wrangling Market by Services Type
      • 10.3.6.4.3 South Korea Data Wrangling Market by Business Function
      • 10.3.6.4.4 South Korea Data Wrangling Market by Organization Size
      • 10.3.6.4.5 South Korea Data Wrangling Market by Vertical
    • 10.3.6.5 Australia Data Wrangling Market
      • 10.3.6.5.1 Australia Data Wrangling Market by Deployment Mode
      • 10.3.6.5.2 Australia Data Wrangling Market by Component
        • 10.3.6.5.2.1 Australia Data Wrangling Market by Services Type
      • 10.3.6.5.3 Australia Data Wrangling Market by Business Function
      • 10.3.6.5.4 Australia Data Wrangling Market by Organization Size
      • 10.3.6.5.5 Australia Data Wrangling Market by Vertical
    • 10.3.6.6 Malaysia Data Wrangling Market
      • 10.3.6.6.1 Malaysia Data Wrangling Market by Deployment Mode
      • 10.3.6.6.2 Malaysia Data Wrangling Market by Component
        • 10.3.6.6.2.1 Malaysia Data Wrangling Market by Services Type
      • 10.3.6.6.3 Malaysia Data Wrangling Market by Business Function
      • 10.3.6.6.4 Malaysia Data Wrangling Market by Organization Size
      • 10.3.6.6.5 Malaysia Data Wrangling Market by Vertical
    • 10.3.6.7 Rest of Asia Pacific Data Wrangling Market
      • 10.3.6.7.1 Rest of Asia Pacific Data Wrangling Market by Deployment Mode
      • 10.3.6.7.2 Rest of Asia Pacific Data Wrangling Market by Component
        • 10.3.6.7.2.1 Rest of Asia Pacific Data Wrangling Market by Services Type
      • 10.3.6.7.3 Rest of Asia Pacific Data Wrangling Market by Business Function
      • 10.3.6.7.4 Rest of Asia Pacific Data Wrangling Market by Organization Size
      • 10.3.6.7.5 Rest of Asia Pacific Data Wrangling Market by Vertical
• 10.4 LAMEA Data Wrangling Market
  • 10.4.1 LAMEA Data Wrangling Market by Deployment Mode
    • 10.4.1.1 LAMEA On-premise Market by Country
    • 10.4.1.2 LAMEA Cloud Market by Country
  • 10.4.2 LAMEA Data Wrangling Market by Component
    • 10.4.2.1 LAMEA Solution Market by Country
    • 10.4.2.2 LAMEA Services Market by Country
    • 10.4.2.3 LAMEA Data Wrangling Market by Services Type
      • 10.4.2.3.1 LAMEA Professional Services Market by Country
      • 10.4.2.3.2 LAMEA Managed Services Market by Country
  • 10.4.3 LAMEA Data Wrangling Market by Business Function
    • 10.4.3.1 LAMEA Sales & Marketing Market by Country
    • 10.4.3.2 LAMEA Finance & IT Market by Country
    • 10.4.3.3 LAMEA Operations Market by Country
    • 10.4.3.4 LAMEA Human Resource Market by Country
    • 10.4.3.5 LAMEA Other Business Function Market by Country
  • 10.4.4 LAMEA Data Wrangling Market by Organization Size
    • 10.4.4.1 LAMEA Large Enterprises Market by Country
    • 10.4.4.2 LAMEA Small & Medium Enterprises Market by Country
  • 10.4.5 LAMEA Data Wrangling Market by Vertical
    • 10.4.5.1 LAMEA BFSI Market by Country
    • 10.4.5.2 LAMEA Retail Market by Country
    • 10.4.5.3 LAMEA Healthcare Market by Country
    • 10.4.5.4 LAMEA Telecom & IT Market by Country
    • 10.4.5.5 LAMEA Government & Public Sector Market by Country
    • 10.4.5.6 LAMEA Manufacturing Market by Country
    • 10.4.5.7 LAMEA Energy & Utilities Market by Country
    • 10.4.5.8 LAMEA Other Vertical Market by Country
  • 10.4.6 LAMEA Data Wrangling Market by Country
    • 10.4.6.1 Brazil Data Wrangling Market
      • 10.4.6.1.1 Brazil Data Wrangling Market by Deployment Mode
      • 10.4.6.1.2 Brazil Data Wrangling Market by Component
        • 10.4.6.1.2.1 Brazil Data Wrangling Market by Services Type
      • 10.4.6.1.3 Brazil Data Wrangling Market by Business Function
      • 10.4.6.1.4 Brazil Data Wrangling Market by Organization Size
      • 10.4.6.1.5 Brazil Data Wrangling Market by Vertical
    • 10.4.6.2 Argentina Data Wrangling Market
      • 10.4.6.2.1 Argentina Data Wrangling Market by Deployment Mode
      • 10.4.6.2.2 Argentina Data Wrangling Market by Component
        • 10.4.6.2.2.1 Argentina Data Wrangling Market by Services Type
      • 10.4.6.2.3 Argentina Data Wrangling Market by Business Function
      • 10.4.6.2.4 Argentina Data Wrangling Market by Organization Size
      • 10.4.6.2.5 Argentina Data Wrangling Market by Vertical
    • 10.4.6.3 UAE Data Wrangling Market
      • 10.4.6.3.1 UAE Data Wrangling Market by Deployment Mode
      • 10.4.6.3.2 UAE Data Wrangling Market by Component
        • 10.4.6.3.2.1 UAE Data Wrangling Market by Services Type
      • 10.4.6.3.3 UAE Data Wrangling Market by Business Function
      • 10.4.6.3.4 UAE Data Wrangling Market by Organization Size
      • 10.4.6.3.5 UAE Data Wrangling Market by Vertical
    • 10.4.6.4 Saudi Arabia Data Wrangling Market
      • 10.4.6.4.1 Saudi Arabia Data Wrangling Market by Deployment Mode
      • 10.4.6.4.2 Saudi Arabia Data Wrangling Market by Component
        • 10.4.6.4.2.1 Saudi Arabia Data Wrangling Market by Services Type
      • 10.4.6.4.3 Saudi Arabia Data Wrangling Market by Business Function
      • 10.4.6.4.4 Saudi Arabia Data Wrangling Market by Organization Size
      • 10.4.6.4.5 Saudi Arabia Data Wrangling Market by Vertical
    • 10.4.6.5 South Africa Data Wrangling Market
      • 10.4.6.5.1 South Africa Data Wrangling Market by Deployment Mode
      • 10.4.6.5.2 South Africa Data Wrangling Market by Component
        • 10.4.6.5.2.1 South Africa Data Wrangling Market by Services Type
      • 10.4.6.5.3 South Africa Data Wrangling Market by Business Function
      • 10.4.6.5.4 South Africa Data Wrangling Market by Organization Size
      • 10.4.6.5.5 South Africa Data Wrangling Market by Vertical
    • 10.4.6.6 Nigeria Data Wrangling Market
      • 10.4.6.6.1 Nigeria Data Wrangling Market by Deployment Mode
      • 10.4.6.6.2 Nigeria Data Wrangling Market by Component
        • 10.4.6.6.2.1 Nigeria Data Wrangling Market by Services Type
      • 10.4.6.6.3 Nigeria Data Wrangling Market by Business Function
      • 10.4.6.6.4 Nigeria Data Wrangling Market by Organization Size
      • 10.4.6.6.5 Nigeria Data Wrangling Market by Vertical
    • 10.4.6.7 Rest of LAMEA Data Wrangling Market
      • 10.4.6.7.1 Rest of LAMEA Data Wrangling Market by Deployment Mode
      • 10.4.6.7.2 Rest of LAMEA Data Wrangling Market by Component
        • 10.4.6.7.2.1 Rest of LAMEA Data Wrangling Market by Services Type
      • 10.4.6.7.3 Rest of LAMEA Data Wrangling Market by Business Function
      • 10.4.6.7.4 Rest of LAMEA Data Wrangling Market by Organization Size
      • 10.4.6.7.5 Rest of LAMEA Data Wrangling Market by Vertical

Chapter 11. Company Profiles

• 11.1 ALTAIR ENGINEERING INC.
  • 11.1.1 Company Overview
  • 11.1.2 Financial Analysis
  • 11.1.3 Segmental and Regional Analysis
  • 11.1.4 Research & Development Expenses
• 11.2 Alteryx, Inc.
  • 11.2.1 Company Overview
  • 11.2.2 Financial Analysis
  • 11.2.3 Research & Development Expenses
  • 11.2.4 Recent strategies and developments:
    • 11.2.4.1 Product Launches and Product Expansions:
  • 11.2.5 SWOT Analysis
• 11.3 Datameer, Inc.
  • 11.3.1 Company Overview
• 11.4 Hitachi Vantara LLC (Hitachi Ltd.)
  • 11.4.1 Company Overview
  • 11.4.2 Financial Analysis
  • 11.4.3 Segmental and Regional Analysis
  • 11.4.4 Research & Development Expenses
  • 11.4.5 SWOT Analysis
• 11.5 IBM Corporation
  • 11.5.1 Company Overview
  • 11.5.2 Financial Analysis
  • 11.5.3 Regional & Segmental Analysis
  • 11.5.4 Research & Development Expenses
  • 11.5.5 SWOT Analysis
• 11.6 Impetus Technologies, Inc.
  • 11.6.1 Company Overview
• 11.7 Oracle Corporation
  • 11.7.1 Company Overview
  • 11.7.2 Financial Analysis
  • 11.7.3 Segmental and Regional Analysis
  • 11.7.4 Research & Development Expense
  • 11.7.5 Recent strategies and developments:
    • 11.7.5.1 Product Launches and Product Expansions:
  • 11.7.6 SWOT Analysis
• 11.8 SAS Institute, Inc.
  • 11.8.1 Company Overview
  • 11.8.2 SWOT Analysis
• 11.9 Tibco Software, Inc. (Vista Equity Partners Management, LLC)
  • 11.9.1 Company Overview
  • 11.9.2 SWOT Analysis
• 11.10. Teradata Corporation
  • 11.10.1 Company Overview
  • 11.10.2 Financial Analysis
  • 11.10.3 Regional Analysis
  • 11.10.4 Research & Development Expenses
  • 11.10.5 SWOT Analysis

Chapter 12. Winning Imperatives of Data Wrangling Market