Data Wrangling Global Market Report 2024

Description

Data wrangling is the process of cleaning, structuring, and organizing raw data into a suitable format for analysis. This involves tasks such as error removal, combining complex data sets, and making the data more accessible and analyzable. Data wrangling is crucial for streamlining the data preparation process, ultimately saving time and resources in the overall data analysis workflow.

The primary components of data wrangling are tools and services. Tools are software applications or programs designed to perform specific tasks related to data processing, analysis, or management. These tools can be deployed either in the cloud or on-premises, catering to various enterprise sizes, including small and medium-sized enterprises (SMEs) and large enterprises. Data wrangling finds application across diverse industries, such as information technology and telecommunications, retail, government, banking, financial services, and insurance (BFSI), healthcare, among others.

The data wrangling market research report is one of a series of new reports from The Business Research Company that provides data wrangling market statistics, including data wrangling industry global market size, regional shares, competitors with a data wrangling market share, detailed data wrangling market segments, market trends and opportunities, and any further data you may need to thrive in the data wrangling industry. This data wrangling market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.

The data wrangling market size has grown rapidly in recent years. It will grow from $2.83 billion in 2023 to $3.28 billion in 2024 at a compound annual growth rate (CAGR) of 15.9%. The growth observed in the historic period can be attributed to several key factors. These include the increasing volumes of data generated, a growing demand for advanced analytical algorithms, the rising growth in the healthcare sector, the escalating volume of data overall, and the increasing requirements for data integration.

The data wrangling market size is expected to see rapid growth in the next few years. It will grow to $5.90 billion in 2028 at a compound annual growth rate (CAGR) of 15.8%. The anticipated growth in the forecast period can be attributed to several key factors. These include the growing concern about data veracity, the rapid pace of data generation, a focus on cost reduction in data management processes, the increasing complexity of data, and the rise of self-service analytics. Major trends expected during this period encompass advancements in artificial intelligence (AI) and big data technologies, the time-intensive nature of data wrangling processes, the automation of data wrangling tasks, a heightened focus on data quality assurance, and the increasing adoption of cloud-based data wrangling solutions.

The escalating volumes of data are poised to propel the growth of the data wrangling market in the forthcoming years. Data volume, denoting the quantity of data generated, collected, processed, or stored within a specific system, organization, or dataset, is witnessing an upward trend fueled by the proliferation of connected devices, expanding internet usage, and heightened digitalization efforts. As data volumes surge, the importance of data wrangling intensifies, as it becomes increasingly critical to effectively clean, organize, and structure large datasets. This enables users to expedite decision-making processes and derive more precise insights from the vast troves of available data. According to insights from the Linux Foundation in December 2022, end-user organizations with storage capacities of up to 20 petabytes experienced annual data growth of 566 terabytes (TB) in 2021, escalating to 1,746 TB in 2022. Similarly, organizations with storage capacities of up to 25 petabytes witnessed annual data growth of 2,208 TB in 2022, marking a threefold increase compared to the growth observed in 2021 (700 TB). Consequently, the burgeoning volumes of data are serving as a catalyst for the expansion of the data wrangling market.

Key players within the data wrangling market are focusing on the development of innovative technological tools to gain a competitive advantage. Notable among these advancements are open-source data wrangling tools, designed to facilitate the cleaning, transformation, and preparation of raw data for analysis. For instance, in November 2022, Thinking Machines, a Philippines-based technology consulting company, unveiled GeoWrangler, an open-source data wrangling tool tailored for the swift processing of geospatial data. GeoWrangler aims to enhance the efficiency and accessibility of data wrangling processes by streamlining geospatial projects and augmenting data transformation capabilities. Leveraging Python libraries, GeoWrangler simplifies the handling of large datasets and facilitates the creation of transformation workflows for geospatial data. Engineered to support location intelligence and analytics, GeoWrangler accelerates the processing of geospatial information, thereby empowering users to extract valuable insights more effectively.

In January 2022, Alteryx Inc., a prominent US-based computer software company, completed the acquisition of Trifacta for $400 million. This strategic move is anticipated to bolster Alteryx's cloud data engineering capabilities and enrich its analytics solution offerings by incorporating robust data-wrangling functionalities. Trifacta, also headquartered in the US, specializes in providing data wrangling solutions tailored for data exploration and self-service data preparation.

Major companies operating in the data wrangling market are International Business Machines Corporation, Oracle Corporation, Cloud Software Group Inc., SAS Institute Inc., Hitachi Vantara, Teradata Corporation, Informatica, Alteryx Inc., Unifi, Altair Engineering Inc., Brillio, Talend, Cloudera Inc., DataRobot Inc., Dataiku, Datawatch Corporation, Datameer Inc., Rapid Insight Inc., Paxata Inc., Zaloni, Trifacta, Onedot, Cambridge Semantics Inc., Impetus Technologies Inc., CoolaData, Ideata Analytics

North America was the largest region in the data wrangling market in 2023. Asia-Pacific is expected to be the fastest-growing region in the forecast period. The regions covered in the data wrangling market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa.

The countries covered in the data wrangling market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, USA, Canada, Italy, Spain.

The data wrangling market consists of revenues earned by entities by providing services such as data cleaning, data transformation, data standardization, and data visualization. The market value includes the value of related goods sold by the service provider or included within the service offering. The data wrangling market also includes sales of data integration platforms, data preparation tools, high-performance servers, and Uninterruptible Power Supply (UPS). Values in this market are 'factory gate' values, that is, the value of goods sold by the manufacturers or creators of the goods, whether to other entities (including downstream manufacturers, wholesalers, distributors, and retailers) or directly to end customers. The value of goods in this market includes related services sold by the creators of the goods.

The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified).

The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products.

Data Wrangling Global Market Report 2024 from The Business Research Company provides strategists, marketers and senior management with the critical information they need to assess the market.

This report focuses on data wrangling market which is experiencing strong growth. The report gives a guide to the trends which will be shaping the market over the next ten years and beyond.

Reasons to Purchase

Gain a truly global perspective with the most comprehensive report available on this market covering 50+ geographies.
Understand how the market has been affected by the COVID-19 and how it is responding as the impact of the virus abates.
Assess the Russia - Ukraine war's impact on agriculture, energy and mineral commodity supply and its direct and indirect impact on the market.
Measure the impact of high global inflation on market growth.
Create regional and country strategies on the basis of local data and analysis.
Identify growth segments for investment.
Outperform competitors using forecast data and the drivers and trends shaping the market.
Understand customers based on the latest market shares.
Benchmark performance against key competitors.
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Where is the largest and fastest growing market for data wrangling ? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward? The data wrangling market global report from the Business Research Company answers all these questions and many more.

The report covers market characteristics, size and growth, segmentation, regional and country breakdowns, competitive landscape, market shares, trends and strategies for this market. It traces the market's historic and forecast market growth by geography.

The market characteristics section of the report defines and explains the market.
The market size section gives the market size ($b) covering both the historic growth of the market, and forecasting its development.
The forecasts are made after considering the major factors currently impacting the market. These include:

The impact of sanctions, supply chain disruptions, and altered demand for goods and services due to the Russian Ukraine war, impacting various macro-economic factors and parameters in the Eastern European region and its subsequent effect on global markets.

The impact of higher inflation in many countries and the resulting spike in interest rates.

The continued but declining impact of COVID-19 on supply chains and consumption patterns.

Market segmentations break down the market into sub markets.
The regional and country breakdowns section gives an analysis of the market in each geography and the size of the market by geography and compares their historic and forecast growth. It covers the growth trajectory of COVID-19 for all regions, key developed countries and major emerging markets.
The competitive landscape chapter gives a description of the competitive nature of the market, market shares, and a description of the leading companies. Key financial deals which have shaped the market in recent years are identified.
The trends and strategies section analyses the shape of the market as it emerges from the crisis and suggests how companies can grow as the market recovers.

Scope

Markets Covered:

1) By Component: Tools; Service
2) By Deployment: Cloud-Based; On-Premises
3) By Enterprise Type: Small And Medium Sized; Large
4) By End-User Industry: Information Technology And Telecommunication; Retail; Government; Banking, Financial Services And Insurance (BFSI); Healthcare; Other End-User Industries'
Companies Mentioned: International Business Machines Corporation; Oracle Corporation; Cloud Software Group Inc.; SAS Institute Inc.; Hitachi Vantara
Countries: Australia; Brazil; China; France; Germany; India; Indonesia; Japan; Russia; South Korea; UK; USA; Canada; Italy; Spain
Regions: Asia-Pacific; Western Europe; Eastern Europe; North America; South America; Middle East; Africa
Time series: Five years historic and ten years forecast.
Data: Ratios of market size and growth to related markets, GDP proportions, expenditure per capita,
Data segmentations: country and regional historic and forecast data, market share of competitors, market segments.
Sourcing and Referencing: Data and analysis throughout the report is sourced using end notes.
Delivery format: PDF, Word and Excel Data Dashboard.

Product Code: r17043

1. Executive Summary

2. Data Wrangling Market Characteristics

3. Data Wrangling Market Trends And Strategies

4. Data Wrangling Market - Macro Economic Scenario

4.1. Impact Of High Inflation On The Market
4.2. Ukraine-Russia War Impact On The Market
4.3. COVID-19 Impact On The Market

5. Global Data Wrangling Market Size and Growth

5.1. Global Data Wrangling Market Drivers and Restraints
- 5.1.1. Drivers Of The Market
- 5.1.2. Restraints Of The Market
5.2. Global Data Wrangling Historic Market Size and Growth, 2018 - 2023, Value ($ Billion)
5.3. Global Data Wrangling Forecast Market Size and Growth, 2023 - 2028, 2033F, Value ($ Billion)

6. Data Wrangling Market Segmentation

6.1. Global Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Tools
Service
6.2. Global Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Cloud-Based
On-Premises
6.3. Global Data Wrangling Market, Segmentation By Enterprise Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Small And Medium Sized
Large
6.4. Global Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Information Technology And Telecommunication
Retail
Government
Banking, Financial Services And Insurance (BFSI)
Healthcare
Other End-User Industries

7. Data Wrangling Market Regional And Country Analysis

7.1. Global Data Wrangling Market, Split By Region, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
7.2. Global Data Wrangling Market, Split By Country, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

8. Asia-Pacific Data Wrangling Market

8.1. Asia-Pacific Data Wrangling Market Overview
Region Information, Impact Of COVID-19, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies
8.2. Asia-Pacific Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
8.3. Asia-Pacific Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
8.4. Asia-Pacific Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

9. China Data Wrangling Market

9.1. China Data Wrangling Market Overview
9.2. China Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
9.3. China Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
9.4. China Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion

10. India Data Wrangling Market

10.1. India Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
10.2. India Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
10.3. India Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

11. Japan Data Wrangling Market

11.1. Japan Data Wrangling Market Overview
11.2. Japan Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
11.3. Japan Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
11.4. Japan Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

12. Australia Data Wrangling Market

12.1. Australia Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
12.2. Australia Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
12.3. Australia Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

13. Indonesia Data Wrangling Market

13.1. Indonesia Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
13.2. Indonesia Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
13.3. Indonesia Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

14. South Korea Data Wrangling Market

14.1. South Korea Data Wrangling Market Overview
14.2. South Korea Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
14.3. South Korea Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
14.4. South Korea Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

15. Western Europe Data Wrangling Market

15.1. Western Europe Data Wrangling Market Overview
15.2. Western Europe Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
15.3. Western Europe Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
15.4. Western Europe Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

16. UK Data Wrangling Market

16.1. UK Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
16.2. UK Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
16.3. UK Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

17. Germany Data Wrangling Market

17.1. Germany Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
17.2. Germany Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
17.3. Germany Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

18. France Data Wrangling Market

18.1. France Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
18.2. France Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
18.3. France Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

19. Italy Data Wrangling Market

19.1. Italy Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
19.2. Italy Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
19.3. Italy Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

20. Spain Data Wrangling Market

20.1. Spain Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
20.2. Spain Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
20.3. Spain Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

21. Eastern Europe Data Wrangling Market

21.1. Eastern Europe Data Wrangling Market Overview
21.2. Eastern Europe Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
21.3. Eastern Europe Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
21.4. Eastern Europe Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

22. Russia Data Wrangling Market

22.1. Russia Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
22.2. Russia Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
22.3. Russia Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

23. North America Data Wrangling Market

23.1. North America Data Wrangling Market Overview
23.2. North America Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
23.3. North America Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
23.4. North America Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

24. USA Data Wrangling Market

24.1. USA Data Wrangling Market Overview
24.2. USA Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
24.3. USA Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
24.4. USA Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

25. Canada Data Wrangling Market

25.1. Canada Data Wrangling Market Overview
25.2. Canada Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
25.3. Canada Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
25.4. Canada Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

26. South America Data Wrangling Market

26.1. South America Data Wrangling Market Overview
26.2. South America Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
26.3. South America Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
26.4. South America Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

27. Brazil Data Wrangling Market

27.1. Brazil Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
27.2. Brazil Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
27.3. Brazil Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

28. Middle East Data Wrangling Market

28.1. Middle East Data Wrangling Market Overview
28.2. Middle East Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
28.3. Middle East Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
28.4. Middle East Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

29. Africa Data Wrangling Market

29.1. Africa Data Wrangling Market Overview
29.2. Africa Data Wrangling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
29.3. Africa Data Wrangling Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
29.4. Africa Data Wrangling Market, Segmentation By End-User Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

30. Data Wrangling Market Competitive Landscape And Company Profiles

30.1. Data Wrangling Market Competitive Landscape
30.2. Data Wrangling Market Company Profiles
- 30.2.1. International Business Machines Corporation
  - 30.2.1.1. Overview
  - 30.2.1.2. Products and Services
  - 30.2.1.3. Strategy
  - 30.2.1.4. Financial Performance
- 30.2.2. Oracle Corporation
  - 30.2.2.1. Overview
  - 30.2.2.2. Products and Services
  - 30.2.2.3. Strategy
  - 30.2.2.4. Financial Performance
- 30.2.3. Cloud Software Group Inc.
  - 30.2.3.1. Overview
  - 30.2.3.2. Products and Services
  - 30.2.3.3. Strategy
  - 30.2.3.4. Financial Performance
- 30.2.4. SAS Institute Inc.
  - 30.2.4.1. Overview
  - 30.2.4.2. Products and Services
  - 30.2.4.3. Strategy
  - 30.2.4.4. Financial Performance
- 30.2.5. Hitachi Vantara
  - 30.2.5.1. Overview
  - 30.2.5.2. Products and Services
  - 30.2.5.3. Strategy
  - 30.2.5.4. Financial Performance

31. Data Wrangling Market Other Major And Innovative Companies

31.1. Teradata Corporation
31.2. Informatica
31.3. Alteryx Inc.
31.4. Unifi
31.5. Altair Engineering Inc.
31.6. Brillio
31.7. Talend
31.8. Cloudera Inc.
31.9. DataRobot Inc.
31.10. Dataiku
31.11. Datawatch Corporation
31.12. Datameer Inc.
31.13. Rapid Insight Inc.
31.14. Paxata Inc.
31.15. Zaloni

32. Global Data Wrangling Market Competitive Benchmarking

33. Global Data Wrangling Market Competitive Dashboard

34. Key Mergers And Acquisitions In The Data Wrangling Market

35. Data Wrangling Market Future Outlook and Potential Analysis

35.1 Data Wrangling Market In 2028 - Countries Offering Most New Opportunities
35.2 Data Wrangling Market In 2028 - Segments Offering Most New Opportunities
35.3 Data Wrangling Market In 2028 - Growth Strategies
- 35.3.1 Market Trend Based Strategies
- 35.3.2 Competitor Strategies

36. Appendix

36.1. Abbreviations
36.2. Currencies
36.3. Historic And Forecast Inflation Rates
36.4. Research Inquiries
36.5. The Business Research Company
36.6. Copyright And Disclaimer