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Global Data Wrangling Market by Component (Service, Tools), Business Function (Finance, Human Resources & Legal, Marketing & Sales), Deployment Mode, Organization Size, End-User - Forecast 2024-2030- Product Image
Global Data Wrangling Market by Component (Service, Tools), Business Function (Finance, Human Resources & Legal, Marketing & Sales), Deployment Mode, Organization Size, End-User - Forecast 2024-2030- Product Image
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Global Data Wrangling Market by Component (Service, Tools), Business Function (Finance, Human Resources & Legal, Marketing & Sales), Deployment Mode, Organization Size, End-User - Forecast 2024-2030

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    Report

  • 198 Pages
  • March 2024
  • Region: Global
  • 360iResearch™
  • ID: 5887756
UP TO OFF until Dec 31st 2024
1h Free Analyst Time
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The Data Wrangling Market size was estimated at USD 4.31 billion in 2023, USD 4.99 billion in 2024, and is expected to grow at a CAGR of 9.98% to reach USD 8.39 billion by 2030.

FPNV Positioning Matrix

The FPNV Positioning Matrix is pivotal in evaluating the Data Wrangling Market. It offers a comprehensive assessment of vendors, examining key metrics related to Business Strategy and Product Satisfaction. This in-depth analysis empowers users to make well-informed decisions aligned with their requirements. Based on the evaluation, the vendors are then categorized into four distinct quadrants representing varying levels of success: Forefront (F), Pathfinder (P), Niche (N), or Vital (V).

Market Share Analysis

The Market Share Analysis is a comprehensive tool that provides an insightful and in-depth examination of the current state of vendors in the Data Wrangling Market. By meticulously comparing and analyzing vendor contributions in terms of overall revenue, customer base, and other key metrics, we can offer companies a greater understanding of their performance and the challenges they face when competing for market share. Additionally, this analysis provides valuable insights into the competitive nature of the sector, including factors such as accumulation, fragmentation dominance, and amalgamation traits observed over the base year period studied. With this expanded level of detail, vendors can make more informed decisions and devise effective strategies to gain a competitive edge in the market.

Key Company Profiles

The report delves into recent significant developments in the Data Wrangling Market, highlighting leading vendors and their innovative profiles. These include Altair Engineering Inc., Alteryx, Cambridge Semantics, Cloud Software Group, Inc., Cloudera, Inc., Dataiku, Datameer, Inc., DataRobot, Inc., Fivetran Inc., Hitachi Vantara Corporation, Informatica Inc., International Business Machines Corporation, Microsoft Corporation, MicroStrategy Incorporated, NumFOCUS, Inc., Oracle Corporation, QlikTech International AB, Quest Software Inc., Rapid Insight Inc., SAS Institute Inc., TABLEAU SOFTWARE, LLC, TAMR, Inc, and Teradata Corporation.

Market Segmentation & Coverage

This research report categorizes the Data Wrangling Market to forecast the revenues and analyze trends in each of the following sub-markets:

  • Component
    • Service
    • Tools
  • Business Function
    • Finance
    • Human Resources & Legal
    • Marketing & Sales
    • Operations
  • Deployment Mode
    • Cloud
    • On-premise
  • Organization Size
    • Large Enterprises
    • Small & Medium-Sized Enterprises
  • End-User
    • BFSI
    • Energy & Utilities
    • Healthcare & Life Sciences
    • Retail & eCommerce
    • Telecom & IT
    • Transportation & Logistics
    • Travel & Hospitality
  • Region
    • Americas
      • Argentina
      • Brazil
      • Canada
      • Mexico
      • United States
        • California
        • Florida
        • Illinois
        • New York
        • Ohio
        • Pennsylvania
        • Texas
    • Asia-Pacific
      • Australia
      • China
      • India
      • Indonesia
      • Japan
      • Malaysia
      • Philippines
      • Singapore
      • South Korea
      • Taiwan
      • Thailand
      • Vietnam
    • Europe, Middle East & Africa
      • Denmark
      • Egypt
      • Finland
      • France
      • Germany
      • Israel
      • Italy
      • Netherlands
      • Nigeria
      • Norway
      • Poland
      • Qatar
      • Russia
      • Saudi Arabia
      • South Africa
      • Spain
      • Sweden
      • Switzerland
      • Turkey
      • United Arab Emirates
      • United Kingdom

The report offers valuable insights on the following aspects

  1. Market Penetration: It presents comprehensive information on the market provided by key players.
  2. Market Development: It delves deep into lucrative emerging markets and analyzes the penetration across mature market segments.
  3. Market Diversification: It provides detailed information on new product launches, untapped geographic regions, recent developments, and investments.
  4. Competitive Assessment & Intelligence: It conducts an exhaustive assessment of market shares, strategies, products, certifications, regulatory approvals, patent landscape, and manufacturing capabilities of the leading players.
  5. Product Development & Innovation: It offers intelligent insights on future technologies, R&D activities, and breakthrough product developments.

The report addresses key questions such as

  1. What is the market size and forecast of the Data Wrangling Market?
  2. Which products, segments, applications, and areas should one consider investing in over the forecast period in the Data Wrangling Market?
  3. What are the technology trends and regulatory frameworks in the Data Wrangling Market?
  4. What is the market share of the leading vendors in the Data Wrangling Market?
  5. Which modes and strategic moves are suitable for entering the Data Wrangling Market?

Please note: For this report, the purchase of an Enterprise license allows up to ten worldwide users of an organization access to the report

Please note: This report can be updated on request. Please contact our Customer Experience team using the Ask a Question widget on our website.

With the purchase of this report at the Multi-user License or greater level, you will have access to one hour with an expert analyst who will help you link key findings in the report to the business issues you're addressing. This will need to be used within three months of purchase.

This report also includes a complimentary Excel file with data from the report for purchasers at the Site License or greater level.

Table of Contents

1. Preface
1.1. Objectives of the Study
1.2. Market Segmentation & Coverage
1.3. Years Considered for the Study
1.4. Currency & Pricing
1.5. Language
1.6. Limitations
1.7. Assumptions
1.8. Stakeholders
2. Research Methodology
2.1. Define: Research Objective
2.2. Determine: Research Design
2.3. Prepare: Research Instrument
2.4. Collect: Data Source
2.5. Analyze: Data Interpretation
2.6. Formulate: Data Verification
2.7. Publish: Research Report
2.8. Repeat: Report Update
3. Executive Summary
4. Market Overview
4.1. Introduction
4.2. Data Wrangling Market, by Region
5. Market Insights
5.1. Market Dynamics
5.1.1. Drivers
5.1.1.1. Growing volumes of digital data and data security concerns
5.1.1.2. Introduction of AI and big-data technologies in IoT devices
5.1.1.3. Trends of bring your own device (BYOD) and enterprise mobility
5.1.2. Restraints
5.1.2.1. Problems related to scalability and performance
5.1.3. Opportunities
5.1.3.1. Robust research activities to enhance and develop improved data wrangling
5.1.3.2. High spending and inclination toward automated solutions
5.1.4. Challenges
5.1.4.1. Data security and privacy concerns associated with data wrangling
5.2. Market Segmentation Analysis
5.3. Market Trend Analysis
5.4. Cumulative Impact of High Inflation
5.5. Porter’s Five Forces Analysis
5.5.1. Threat of New Entrants
5.5.2. Threat of Substitutes
5.5.3. Bargaining Power of Customers
5.5.4. Bargaining Power of Suppliers
5.5.5. Industry Rivalry
5.6. Value Chain & Critical Path Analysis
5.7. Regulatory Framework
6. Data Wrangling Market, by Component
6.1. Introduction
6.2. Service
6.3. Tools
7. Data Wrangling Market, by Business Function
7.1. Introduction
7.2. Finance
7.3. Human Resources & Legal
7.4. Marketing & Sales
7.5. Operations
8. Data Wrangling Market, by Deployment Mode
8.1. Introduction
8.2. Cloud
8.3. On-premise
9. Data Wrangling Market, by Organization Size
9.1. Introduction
9.2. Large Enterprises
9.3. Small & Medium-Sized Enterprises
10. Data Wrangling Market, by End-User
10.1. Introduction
10.2. BFSI
10.3. Energy & Utilities
10.4. Healthcare & Life Sciences
10.5. Retail & eCommerce
10.6. Telecom & IT
10.7. Transportation & Logistics
10.8. Travel & Hospitality
11. Americas Data Wrangling Market
11.1. Introduction
11.2. Argentina
11.3. Brazil
11.4. Canada
11.5. Mexico
11.6. United States
12. Asia-Pacific Data Wrangling Market
12.1. Introduction
12.2. Australia
12.3. China
12.4. India
12.5. Indonesia
12.6. Japan
12.7. Malaysia
12.8. Philippines
12.9. Singapore
12.10. South Korea
12.11. Taiwan
12.12. Thailand
12.13. Vietnam
13. Europe, Middle East & Africa Data Wrangling Market
13.1. Introduction
13.2. Denmark
13.3. Egypt
13.4. Finland
13.5. France
13.6. Germany
13.7. Israel
13.8. Italy
13.9. Netherlands
13.10. Nigeria
13.11. Norway
13.12. Poland
13.13. Qatar
13.14. Russia
13.15. Saudi Arabia
13.16. South Africa
13.17. Spain
13.18. Sweden
13.19. Switzerland
13.20. Turkey
13.21. United Arab Emirates
13.22. United Kingdom
14. Competitive Landscape
14.1. FPNV Positioning Matrix
14.2. Market Share Analysis, By Key Player
14.3. Competitive Scenario Analysis, By Key Player
15. Competitive Portfolio
15.1. Key Company Profiles
15.1.1. Altair Engineering Inc.
15.1.2. Alteryx
15.1.3. Cambridge Semantics
15.1.4. Cloud Software Group, Inc.
15.1.5. Cloudera, Inc.
15.1.6. Dataiku
15.1.7. Datameer, Inc.
15.1.8. DataRobot, Inc.
15.1.9. Fivetran Inc.
15.1.10. Hitachi Vantara Corporation
15.1.11. Informatica Inc.
15.1.12. International Business Machines Corporation
15.1.13. Microsoft Corporation
15.1.14. MicroStrategy Incorporated
15.1.15. NumFOCUS, Inc.
15.1.16. Oracle Corporation
15.1.17. QlikTech International AB
15.1.18. Quest Software Inc.
15.1.19. Rapid Insight Inc.
15.1.20. SAS Institute Inc.
15.1.21. TABLEAU SOFTWARE, LLC
15.1.22. TAMR, Inc
15.1.23. Teradata Corporation
15.2. Key Product Portfolio
16. Appendix
16.1. Discussion Guide
16.2. License & Pricing
List of Figures
FIGURE 1. DATA WRANGLING MARKET RESEARCH PROCESS
FIGURE 2. DATA WRANGLING MARKET SIZE, 2023 VS 2030
FIGURE 3. DATA WRANGLING MARKET SIZE, 2018-2030 (USD MILLION)
FIGURE 4. DATA WRANGLING MARKET SIZE, BY REGION, 2023 VS 2030 (%)
FIGURE 5. DATA WRANGLING MARKET SIZE, BY REGION, 2023 VS 2024 VS 2030 (USD MILLION)
FIGURE 6. DATA WRANGLING MARKET DYNAMICS
FIGURE 7. DATA WRANGLING MARKET SIZE, BY COMPONENT, 2023 VS 2030 (%)
FIGURE 8. DATA WRANGLING MARKET SIZE, BY COMPONENT, 2023 VS 2024 VS 2030 (USD MILLION)
FIGURE 9. DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2023 VS 2030 (%)
FIGURE 10. DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2023 VS 2024 VS 2030 (USD MILLION)
FIGURE 11. DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2023 VS 2030 (%)
FIGURE 12. DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2023 VS 2024 VS 2030 (USD MILLION)
FIGURE 13. DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2023 VS 2030 (%)
FIGURE 14. DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2023 VS 2024 VS 2030 (USD MILLION)
FIGURE 15. DATA WRANGLING MARKET SIZE, BY END-USER, 2023 VS 2030 (%)
FIGURE 16. DATA WRANGLING MARKET SIZE, BY END-USER, 2023 VS 2024 VS 2030 (USD MILLION)
FIGURE 17. AMERICAS DATA WRANGLING MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
FIGURE 18. AMERICAS DATA WRANGLING MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
FIGURE 19. UNITED STATES DATA WRANGLING MARKET SIZE, BY STATE, 2023 VS 2030 (%)
FIGURE 20. UNITED STATES DATA WRANGLING MARKET SIZE, BY STATE, 2023 VS 2024 VS 2030 (USD MILLION)
FIGURE 21. ASIA-PACIFIC DATA WRANGLING MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
FIGURE 22. ASIA-PACIFIC DATA WRANGLING MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
FIGURE 23. EUROPE, MIDDLE EAST & AFRICA DATA WRANGLING MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
FIGURE 24. EUROPE, MIDDLE EAST & AFRICA DATA WRANGLING MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
FIGURE 25. DATA WRANGLING MARKET, FPNV POSITIONING MATRIX, 2023
FIGURE 26. DATA WRANGLING MARKET SHARE, BY KEY PLAYER, 2023
List of Tables
TABLE 1. DATA WRANGLING MARKET SEGMENTATION & COVERAGE
TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018-2023
TABLE 3. DATA WRANGLING MARKET SIZE, 2018-2030 (USD MILLION)
TABLE 4. GLOBAL DATA WRANGLING MARKET SIZE, BY REGION, 2018-2030 (USD MILLION)
TABLE 5. DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 6. DATA WRANGLING MARKET SIZE, BY SERVICE, BY REGION, 2018-2030 (USD MILLION)
TABLE 7. DATA WRANGLING MARKET SIZE, BY TOOLS, BY REGION, 2018-2030 (USD MILLION)
TABLE 8. DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 9. DATA WRANGLING MARKET SIZE, BY FINANCE, BY REGION, 2018-2030 (USD MILLION)
TABLE 10. DATA WRANGLING MARKET SIZE, BY HUMAN RESOURCES & LEGAL, BY REGION, 2018-2030 (USD MILLION)
TABLE 11. DATA WRANGLING MARKET SIZE, BY MARKETING & SALES, BY REGION, 2018-2030 (USD MILLION)
TABLE 12. DATA WRANGLING MARKET SIZE, BY OPERATIONS, BY REGION, 2018-2030 (USD MILLION)
TABLE 13. DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 14. DATA WRANGLING MARKET SIZE, BY CLOUD, BY REGION, 2018-2030 (USD MILLION)
TABLE 15. DATA WRANGLING MARKET SIZE, BY ON-PREMISE, BY REGION, 2018-2030 (USD MILLION)
TABLE 16. DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 17. DATA WRANGLING MARKET SIZE, BY LARGE ENTERPRISES, BY REGION, 2018-2030 (USD MILLION)
TABLE 18. DATA WRANGLING MARKET SIZE, BY SMALL & MEDIUM-SIZED ENTERPRISES, BY REGION, 2018-2030 (USD MILLION)
TABLE 19. DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 20. DATA WRANGLING MARKET SIZE, BY BFSI, BY REGION, 2018-2030 (USD MILLION)
TABLE 21. DATA WRANGLING MARKET SIZE, BY ENERGY & UTILITIES, BY REGION, 2018-2030 (USD MILLION)
TABLE 22. DATA WRANGLING MARKET SIZE, BY HEALTHCARE & LIFE SCIENCES, BY REGION, 2018-2030 (USD MILLION)
TABLE 23. DATA WRANGLING MARKET SIZE, BY RETAIL & ECOMMERCE, BY REGION, 2018-2030 (USD MILLION)
TABLE 24. DATA WRANGLING MARKET SIZE, BY TELECOM & IT, BY REGION, 2018-2030 (USD MILLION)
TABLE 25. DATA WRANGLING MARKET SIZE, BY TRANSPORTATION & LOGISTICS, BY REGION, 2018-2030 (USD MILLION)
TABLE 26. DATA WRANGLING MARKET SIZE, BY TRAVEL & HOSPITALITY, BY REGION, 2018-2030 (USD MILLION)
TABLE 27. AMERICAS DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 28. AMERICAS DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 29. AMERICAS DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 30. AMERICAS DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 31. AMERICAS DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 32. AMERICAS DATA WRANGLING MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
TABLE 33. ARGENTINA DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 34. ARGENTINA DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 35. ARGENTINA DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 36. ARGENTINA DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 37. ARGENTINA DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 38. BRAZIL DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 39. BRAZIL DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 40. BRAZIL DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 41. BRAZIL DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 42. BRAZIL DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 43. CANADA DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 44. CANADA DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 45. CANADA DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 46. CANADA DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 47. CANADA DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 48. MEXICO DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 49. MEXICO DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 50. MEXICO DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 51. MEXICO DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 52. MEXICO DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 53. UNITED STATES DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 54. UNITED STATES DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 55. UNITED STATES DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 56. UNITED STATES DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 57. UNITED STATES DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 58. UNITED STATES DATA WRANGLING MARKET SIZE, BY STATE, 2018-2030 (USD MILLION)
TABLE 59. ASIA-PACIFIC DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 60. ASIA-PACIFIC DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 61. ASIA-PACIFIC DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 62. ASIA-PACIFIC DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 63. ASIA-PACIFIC DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 64. ASIA-PACIFIC DATA WRANGLING MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
TABLE 65. AUSTRALIA DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 66. AUSTRALIA DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 67. AUSTRALIA DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 68. AUSTRALIA DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 69. AUSTRALIA DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 70. CHINA DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 71. CHINA DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 72. CHINA DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 73. CHINA DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 74. CHINA DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 75. INDIA DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 76. INDIA DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 77. INDIA DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 78. INDIA DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 79. INDIA DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 80. INDONESIA DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 81. INDONESIA DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 82. INDONESIA DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 83. INDONESIA DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 84. INDONESIA DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 85. JAPAN DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 86. JAPAN DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 87. JAPAN DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 88. JAPAN DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 89. JAPAN DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 90. MALAYSIA DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 91. MALAYSIA DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 92. MALAYSIA DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 93. MALAYSIA DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 94. MALAYSIA DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 95. PHILIPPINES DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 96. PHILIPPINES DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 97. PHILIPPINES DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 98. PHILIPPINES DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 99. PHILIPPINES DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 100. SINGAPORE DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 101. SINGAPORE DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 102. SINGAPORE DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 103. SINGAPORE DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 104. SINGAPORE DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 105. SOUTH KOREA DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 106. SOUTH KOREA DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 107. SOUTH KOREA DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 108. SOUTH KOREA DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 109. SOUTH KOREA DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 110. TAIWAN DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 111. TAIWAN DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 112. TAIWAN DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 113. TAIWAN DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 114. TAIWAN DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 115. THAILAND DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 116. THAILAND DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 117. THAILAND DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 118. THAILAND DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 119. THAILAND DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 120. VIETNAM DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 121. VIETNAM DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 122. VIETNAM DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 123. VIETNAM DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 124. VIETNAM DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 125. EUROPE, MIDDLE EAST & AFRICA DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 126. EUROPE, MIDDLE EAST & AFRICA DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 127. EUROPE, MIDDLE EAST & AFRICA DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 128. EUROPE, MIDDLE EAST & AFRICA DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 129. EUROPE, MIDDLE EAST & AFRICA DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 130. EUROPE, MIDDLE EAST & AFRICA DATA WRANGLING MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
TABLE 131. DENMARK DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 132. DENMARK DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 133. DENMARK DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 134. DENMARK DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 135. DENMARK DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 136. EGYPT DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 137. EGYPT DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 138. EGYPT DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 139. EGYPT DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 140. EGYPT DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 141. FINLAND DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 142. FINLAND DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 143. FINLAND DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 144. FINLAND DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 145. FINLAND DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 146. FRANCE DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 147. FRANCE DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 148. FRANCE DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 149. FRANCE DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 150. FRANCE DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 151. GERMANY DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 152. GERMANY DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 153. GERMANY DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 154. GERMANY DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 155. GERMANY DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 156. ISRAEL DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 157. ISRAEL DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 158. ISRAEL DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 159. ISRAEL DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 160. ISRAEL DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 161. ITALY DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 162. ITALY DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 163. ITALY DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 164. ITALY DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 165. ITALY DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 166. NETHERLANDS DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 167. NETHERLANDS DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 168. NETHERLANDS DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 169. NETHERLANDS DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 170. NETHERLANDS DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 171. NIGERIA DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 172. NIGERIA DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 173. NIGERIA DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 174. NIGERIA DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 175. NIGERIA DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 176. NORWAY DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 177. NORWAY DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 178. NORWAY DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 179. NORWAY DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 180. NORWAY DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 181. POLAND DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 182. POLAND DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 183. POLAND DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 184. POLAND DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 185. POLAND DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 186. QATAR DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 187. QATAR DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 188. QATAR DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 189. QATAR DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 190. QATAR DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 191. RUSSIA DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 192. RUSSIA DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 193. RUSSIA DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 194. RUSSIA DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 195. RUSSIA DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 196. SAUDI ARABIA DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 197. SAUDI ARABIA DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 198. SAUDI ARABIA DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 199. SAUDI ARABIA DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 200. SAUDI ARABIA DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 201. SOUTH AFRICA DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 202. SOUTH AFRICA DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 203. SOUTH AFRICA DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 204. SOUTH AFRICA DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 205. SOUTH AFRICA DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 206. SPAIN DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 207. SPAIN DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 208. SPAIN DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 209. SPAIN DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 210. SPAIN DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 211. SWEDEN DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 212. SWEDEN DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 213. SWEDEN DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 214. SWEDEN DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 215. SWEDEN DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 216. SWITZERLAND DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 217. SWITZERLAND DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 218. SWITZERLAND DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 219. SWITZERLAND DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 220. SWITZERLAND DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 221. TURKEY DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 222. TURKEY DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 223. TURKEY DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 224. TURKEY DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 225. TURKEY DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 226. UNITED ARAB EMIRATES DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 227. UNITED ARAB EMIRATES DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 228. UNITED ARAB EMIRATES DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 229. UNITED ARAB EMIRATES DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 230. UNITED ARAB EMIRATES DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 231. UNITED KINGDOM DATA WRANGLING MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
TABLE 232. UNITED KINGDOM DATA WRANGLING MARKET SIZE, BY BUSINESS FUNCTION, 2018-2030 (USD MILLION)
TABLE 233. UNITED KINGDOM DATA WRANGLING MARKET SIZE, BY DEPLOYMENT MODE, 2018-2030 (USD MILLION)
TABLE 234. UNITED KINGDOM DATA WRANGLING MARKET SIZE, BY ORGANIZATION SIZE, 2018-2030 (USD MILLION)
TABLE 235. UNITED KINGDOM DATA WRANGLING MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
TABLE 236. DATA WRANGLING MARKET, FPNV POSITIONING MATRIX, 2023
TABLE 237. DATA WRANGLING MARKET SHARE, BY KEY PLAYER, 2023
TABLE 238. DATA WRANGLING MARKET LICENSE & PRICING

Companies Mentioned

  • Altair Engineering Inc.
  • Alteryx
  • Cambridge Semantics
  • Cloud Software Group, Inc.
  • Cloudera, Inc.
  • Dataiku
  • Datameer, Inc.
  • DataRobot, Inc.
  • Fivetran Inc.
  • Hitachi Vantara Corporation
  • Informatica Inc.
  • International Business Machines Corporation
  • Microsoft Corporation
  • MicroStrategy Incorporated
  • NumFOCUS, Inc.
  • Oracle Corporation
  • QlikTech International AB
  • Quest Software Inc.
  • Rapid Insight Inc.
  • SAS Institute Inc.
  • TABLEAU SOFTWARE, LLC
  • TAMR, Inc
  • Teradata Corporation

Methodology

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About the Data Wrangling Market

Data Wrangling is a process of transforming and mapping data from one format to another. It is a key component of data storage and management, as it allows for the efficient and effective storage and retrieval of data. Data Wrangling is used to clean, normalize, and transform data into a format that is more suitable for analysis. This process can involve a variety of tasks, such as data cleansing, data integration, data transformation, and data enrichment. Data Wrangling is an important part of data storage and management, as it allows for the efficient and effective storage and retrieval of data. It is also used to ensure data accuracy and consistency, as well as to reduce the amount of time and effort required to analyze data. Some companies in the Data Wrangling market include Alteryx, Trifacta, Paxata, Tamr, and Datawatch. These companies provide a range of services, such as data cleansing, data integration, data transformation, and data enrichment. They also offer a variety of tools and technologies to help organizations manage their data more effectively. Show Less Read more

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