세계의 데이터 준비 툴 시장 보고서(2025년)

Data preparation tools are software solutions engineered to streamline the collection, cleansing, and transformation of raw data into a usable format for analysis and reporting. By automating manual tasks and improving data quality, these tools empower organizations to extract valuable insights efficiently.

Data preparation tools primarily operate on self-service and data integration platforms. Self-service platforms empower users to independently cleanse, transform, and analyze data without extensive technical knowledge. These tools are deployed both on-premises and in the cloud, offering functionalities such as data collection, cataloging, quality assessment, governance, ingestion, and curation. They cater to various verticals including IT, telecom, retail, BFSI, government, healthcare, energy, transportation, manufacturing, and more.

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

The data preparation tools market size has grown exponentially in recent years. It will grow from $7.79 billion in 2024 to $9.59 billion in 2025 at a compound annual growth rate (CAGR) of 23.2%. The growth in the historic period can be attributed to the increasing complexity of data formats and sources driving tool sophistication, growth of data preparation as a service (DPaaS) offerings, use of data virtualization technology in preparation processes, development of industry-specific data preparation solutions, adoption of federated learning approaches for distributed data preparation tasks.

The data preparation tools market size is expected to see exponential growth in the next few years. It will grow to $21.84 billion in 2029 at a compound annual growth rate (CAGR) of 22.8%. The growth in the forecast period can be attributed to adoption of edge AI for on-device data preparation tasks, increasing adoption of AI and machine learning for data preparation tasks, growing demand for self-service data preparation tools, rising need for data quality and governance in preparation processes, demand for real-time data preparation capabilities. Major trends in the forecast period include technological advancements, expansion of big data and IoT driving demand for scalable data preparation solutions, collaboration features for team-based data preparation projects, adoption of federated learning approaches for distributed data preparation tasks, integration of data preparation with data governance and stewardship platforms.

The burgeoning volume of data is poised to drive the expansion of the data preparation tools market. Data, encompassing raw facts and figures collected for analysis, is witnessing rapid growth propelled by increased digitalization, technological advancements, and the proliferation of connected devices. This surge necessitates the use of data preparation tools to efficiently clean, transform, and organize data for analysis, given the complexity and scale of handling large datasets. For instance, a report by the Linux Foundation in December 2022 revealed significant data growth trends, with average end-user organizations experiencing substantial annual increases in data storage capacity. The data growth witnessed underscores the critical role of data preparation tools in managing and harnessing the vast amounts of data generated.

Leading companies in the data preparation tools market are prioritizing the development of innovative technologies to streamline data processing tasks. One such advancement is SnapGPT, a generative AI tool introduced by SnapLogic in August 2023. SnapGPT leverages artificial intelligence to facilitate the creation of data pipelines more efficiently, offering a faster and more intuitive approach to integration tasks. Equipped with features such as text recognition, image recognition, speech-to-text capabilities, and fast integration prototyping, SnapGPT empowers users to generate accurate queries and transform data seamlessly across various formats. This integration of AI-driven capabilities with user-friendly functionalities enhances the efficiency and effectiveness of data integration workflows, addressing the evolving needs of data-driven organizations.

In February 2022, Alteryx Inc. bolstered its presence in the data preparation tools market by acquiring Trifacta Inc. This acquisition underscores Alteryx's commitment to facilitating cloud-based analytics solutions and providing versatile deployment options tailored to enterprise users' diverse analytics needs. Trifacta Inc., renowned for its expertise in cloud data engineering and data preparation tools, aligns with Alteryx's vision of empowering organizations with robust data analytics capabilities in the cloud environment.

Major companies operating in the data preparation tools market are Amazon Web Services Inc., Microsoft Corporation, International Business Machines Corporation, Oracle Corporation, SAP SE, Salesforce.com Inc., SAS Institute Inc., Hitachi Vantara Corporation, Teradata Corporation, Informatica Inc., Tibco Software Inc., Zoho DataPrep, Quest Software Inc., Alteryx Inc., Rapid Insight Inc., QlikTech International AB, Altair Engineering Inc., Micro Strategy Incorporated, DataRobot Inc., Dataiku Inc., Datawatch Corporation, Unifi Software Inc., Datameer Inc., InfluxData Inc

North America was the largest region in the data preparation tools market in 2024. Asia-Pacific is expected to be the fastest-growing region in the forecast period. The regions covered in the data preparation tools market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa.

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

The data preparation tools market consists of revenues earned by entities by providing services such as data cleansing, data integration, data transformation, and data enrichment. The market value includes the value of related goods sold by the service provider or included within the service offering. The data preparation tools market also includes sales of servers, storage devices, and networking equipment. 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 Preparation Tools Global Market Report 2025 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 preparation tools 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.

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Where is the largest and fastest growing market for data preparation tools ? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward? The data preparation tools 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 forecasts are made after considering the major factors currently impacting the market. These include the Russia-Ukraine war, rising inflation, higher interest rates, and the legacy of the COVID-19 pandemic.

• 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 Platform: Self-Service; Data Integration
• 2) By Deployment Mode: On-Premises; Cloud
• 3) By Function: Data Collection; Data Cataloging; Data Quality; Data Governance; Data Ingestion; Data Curation
• 4) By Vertical: Information Technology (IT) And Telecom; Retail And E-Commerce; Banking, Financial Services, And Insurance (BFSI); Government; Healthcare; Energy And Utilities; Transportation; Manufacturing; Other Verticals
• Subsegments:
• 1) By Self-Service: Data Wrangling; Data Cleansing; Data Transformation; Data Visualization; Data Profiling; Automated Data Preparation
• 2) By Data Integration: Data Aggregation; ETL (Extract, Transform, Load) Integration; Data Pipeline Management; Real-time Data Integration; Cloud Data Integration; Data Migration And Synchronization
• Companies Mentioned: Amazon Web Services Inc.; Microsoft Corporation; International Business Machines Corporation; Oracle Corporation; SAP SE
• 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.

Table of Contents

1. Executive Summary

2. Data Preparation Tools Market Characteristics

3. Data Preparation Tools Market Trends And Strategies

4. Data Preparation Tools Market - Macro Economic Scenario Including The Impact Of Interest Rates, Inflation, Geopolitics, Covid And Recovery On The Market

5. Global Data Preparation Tools Growth Analysis And Strategic Analysis Framework

• 5.1. Global Data Preparation Tools PESTEL Analysis (Political, Social, Technological, Environmental and Legal Factors, Drivers and Restraints)
• 5.2. Analysis Of End Use Industries
• 5.3. Global Data Preparation Tools Market Growth Rate Analysis
• 5.4. Global Data Preparation Tools Historic Market Size and Growth, 2019 - 2024, Value ($ Billion)
• 5.5. Global Data Preparation Tools Forecast Market Size and Growth, 2024 - 2029, 2034F, Value ($ Billion)
• 5.6. Global Data Preparation Tools Total Addressable Market (TAM)

6. Data Preparation Tools Market Segmentation

• 6.1. Global Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• Self-Service
• Data Integration
• 6.2. Global Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• On-Premises
• Cloud
• 6.3. Global Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• Data Collection
• Data Cataloging
• Data Quality
• Data Governance
• Data Ingestion
• Data Curation
• 6.4. Global Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• Information Technology (IT) And Telecom
• Retail And E-Commerce
• Banking, Financial Services, And Insurance (BFSI)
• Government
• Healthcare
• Energy And Utilities
• Transportation
• Manufacturing
• Other Verticals
• 6.5. Global Data Preparation Tools Market, Sub-Segmentation Of Self-Service, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• Data Wrangling
• Data Cleansing
• Data Transformation
• Data Visualization
• Data Profiling
• Automated Data Preparation
• 6.6. Global Data Preparation Tools Market, Sub-Segmentation Of Data Integration, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• Data Aggregation
• ETL (Extract, Transform, Load) Integration
• Data Pipeline Management
• Real-time Data Integration
• Cloud Data Integration
• Data Migration And Synchronization

7. Data Preparation Tools Market Regional And Country Analysis

• 7.1. Global Data Preparation Tools Market, Split By Region, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 7.2. Global Data Preparation Tools Market, Split By Country, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

8. Asia-Pacific Data Preparation Tools Market

• 8.1. Asia-Pacific Data Preparation Tools Market Overview
• Region Information, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies
• 8.2. Asia-Pacific Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 8.3. Asia-Pacific Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 8.4. Asia-Pacific Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

9. China Data Preparation Tools Market

• 9.1. China Data Preparation Tools Market Overview
• 9.2. China Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
• 9.3. China Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
• 9.4. China Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion

10. India Data Preparation Tools Market

• 10.1. India Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 10.2. India Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 10.3. India Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

11. Japan Data Preparation Tools Market

• 11.1. Japan Data Preparation Tools Market Overview
• 11.2. Japan Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 11.3. Japan Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 11.4. Japan Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

12. Australia Data Preparation Tools Market

• 12.1. Australia Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 12.2. Australia Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 12.3. Australia Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

13. Indonesia Data Preparation Tools Market

• 13.1. Indonesia Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 13.2. Indonesia Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 13.3. Indonesia Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

14. South Korea Data Preparation Tools Market

• 14.1. South Korea Data Preparation Tools Market Overview
• 14.2. South Korea Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 14.3. South Korea Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 14.4. South Korea Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

15. Western Europe Data Preparation Tools Market

• 15.1. Western Europe Data Preparation Tools Market Overview
• 15.2. Western Europe Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 15.3. Western Europe Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 15.4. Western Europe Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

16. UK Data Preparation Tools Market

• 16.1. UK Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 16.2. UK Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 16.3. UK Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

17. Germany Data Preparation Tools Market

• 17.1. Germany Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 17.2. Germany Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 17.3. Germany Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

18. France Data Preparation Tools Market

• 18.1. France Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 18.2. France Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 18.3. France Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

19. Italy Data Preparation Tools Market

• 19.1. Italy Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 19.2. Italy Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 19.3. Italy Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

20. Spain Data Preparation Tools Market

• 20.1. Spain Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 20.2. Spain Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 20.3. Spain Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

21. Eastern Europe Data Preparation Tools Market

• 21.1. Eastern Europe Data Preparation Tools Market Overview
• 21.2. Eastern Europe Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 21.3. Eastern Europe Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 21.4. Eastern Europe Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

22. Russia Data Preparation Tools Market

• 22.1. Russia Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 22.2. Russia Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 22.3. Russia Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

23. North America Data Preparation Tools Market

• 23.1. North America Data Preparation Tools Market Overview
• 23.2. North America Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 23.3. North America Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 23.4. North America Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

24. USA Data Preparation Tools Market

• 24.1. USA Data Preparation Tools Market Overview
• 24.2. USA Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 24.3. USA Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 24.4. USA Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

25. Canada Data Preparation Tools Market

• 25.1. Canada Data Preparation Tools Market Overview
• 25.2. Canada Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 25.3. Canada Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 25.4. Canada Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

26. South America Data Preparation Tools Market

• 26.1. South America Data Preparation Tools Market Overview
• 26.2. South America Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 26.3. South America Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 26.4. South America Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

27. Brazil Data Preparation Tools Market

• 27.1. Brazil Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 27.2. Brazil Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 27.3. Brazil Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

28. Middle East Data Preparation Tools Market

• 28.1. Middle East Data Preparation Tools Market Overview
• 28.2. Middle East Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 28.3. Middle East Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 28.4. Middle East Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

29. Africa Data Preparation Tools Market

• 29.1. Africa Data Preparation Tools Market Overview
• 29.2. Africa Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 29.3. Africa Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 29.4. Africa Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

30. Data Preparation Tools Market Competitive Landscape And Company Profiles

• 30.1. Data Preparation Tools Market Competitive Landscape
• 30.2. Data Preparation Tools Market Company Profiles
  • 30.2.1. Amazon Web Services Inc. Overview, Products and Services, Strategy and Financial Analysis
  • 30.2.2. Microsoft Corporation Overview, Products and Services, Strategy and Financial Analysis
  • 30.2.3. International Business Machines Corporation Overview, Products and Services, Strategy and Financial Analysis
  • 30.2.4. Oracle Corporation Overview, Products and Services, Strategy and Financial Analysis
  • 30.2.5. SAP SE Overview, Products and Services, Strategy and Financial Analysis

31. Data Preparation Tools Market Other Major And Innovative Companies

• 31.1. Salesforce.com Inc.
• 31.2. SAS Institute Inc.
• 31.3. Hitachi Vantara Corporation
• 31.4. Teradata Corporation
• 31.5. Informatica Inc.
• 31.6. Tibco Software Inc.
• 31.7. Zoho DataPrep
• 31.8. Quest Software Inc.
• 31.9. Alteryx Inc.
• 31.10. Rapid Insight Inc.
• 31.11. QlikTech International AB
• 31.12. Altair Engineering Inc.
• 31.13. Micro Strategy Incorporated
• 31.14. DataRobot Inc.
• 31.15. Dataiku Inc.

32. Global Data Preparation Tools Market Competitive Benchmarking And Dashboard

33. Key Mergers And Acquisitions In The Data Preparation Tools Market

34. Recent Developments In The Data Preparation Tools Market

35. Data Preparation Tools Market High Potential Countries, Segments and Strategies

• 35.1 Data Preparation Tools Market In 2029 - Countries Offering Most New Opportunities
• 35.2 Data Preparation Tools Market In 2029 - Segments Offering Most New Opportunities
• 35.3 Data Preparation Tools Market In 2029 - 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