세계의 데이터 준비 소프트웨어 시장 보고서(2025년)

Data preparation software comprises tools specifically engineered to streamline the cleaning, transformation, and organization of raw data, rendering it suitable for analysis. These solutions play a pivotal role in expediting data processing tasks, thereby ensuring the accuracy and efficiency required for informed decision-making processes driven by data.

The primary categories of data preparation software are cloud-based and web-based solutions. Web-based software is accessible through web browsers, necessitating only an internet connection for use. These solutions are deployed either on-premise or hosted, with pricing models typically offered as subscription-based or one-time payment options. Functionality encompasses data integration, cleansing, transformation, and profiling, serving various industry verticals such as banking, financial services, insurance (BFSI), healthcare, manufacturing, retail, telecom, energy, and education.

The data preparation software market research report is one of a series of new reports from The Business Research Company that provides data preparation software market statistics, including the data preparation software industry global market size, regional shares, competitors with data preparation software market share, detailed data preparation software market segments, market trends, and opportunities, and any further data you may need to thrive in the data preparation software industry. This data preparation software 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 software market size has grown rapidly in recent years. It will grow from $1.73 billion in 2024 to $1.97 billion in 2025 at a compound annual growth rate (CAGR) of 14.3%. The growth in the historic period can be attributed to demand for data preparation in advanced analytics and AI applications, increasing investment in data preparation automation, adoption of data preparation for data science and machine learning projects, rising need for data preparation in data lakes and data warehouses, and rising demand for data preparation in regulatory reporting.

The data preparation software market size is expected to see rapid growth in the next few years. It will grow to $3.35 billion in 2029 at a compound annual growth rate (CAGR) of 14.1%. The growth in the forecast period can be attributed to integration of AI and machine learning capabilities into data preparation software, technological advancement, shift towards scalable and agile data preparation platforms, integration of data preparation with data governance frameworks, and integration of data preparation with data integration platforms. Major trends in the forecast period include the integration of AI and machine learning capabilities into data preparation software, technological advancement, shift towards scalable and agile data preparation platforms, integration of data preparation with data governance frameworks, and integration of data preparation with data integration platforms.

The rising demand for self-service data preparation tools is anticipated to drive the expansion of the data preparation software market in the coming years. These self-service tools allow users to manipulate and transform raw data into an accessible format without needing extensive technical knowledge or IT support. Demand for such tools is growing due to the increasing complexity and volume of data, along with the need for greater agility and accessibility in data analytics. Data preparation software supports this demand by offering solutions that simplify data cleansing, integration, and enrichment, thereby fostering the need for efficient, user-friendly data preparation options. For example, according to GRUBBRR, a U.S.-based software development company, self-service kiosk technology is projected to generate 50% of revenue from 2022 to 2032, with the sector expected to reach $51.05 billion by 2028. Consequently, the rising need for self-service data preparation tools is fueling growth in the data preparation software market.

Key players in the data preparation software market are focused on innovating advanced solutions to maintain a competitive edge. One notable example is the development of new IBM business analytics enterprise software aimed at dismantling data silos. This enterprise software assists organizations in consolidating data from disparate sources, enabling swift data-driven decision-making and adept management of unpredictable disruptions. IBM's launch of the business analytics enterprise software in November 2023 underscores its commitment to breaking down data silos and streamlining planning and analytics processes. Offering features such as data silo breakdown, business intelligence capabilities, and AI-powered planning, this platform empowers enterprises to embrace a more data-driven approach and foster streamlined planning and decision-making.

In February 2022, Alteryx Inc. strengthened its position in the data preparation software market by acquiring Trifacta Inc. This strategic acquisition aims to offer flexible deployment options across various cloud providers, enhance collaboration between IT and business teams, and deliver actionable insights. Trifacta Inc., known for its expertise in cloud data engineering and data preparation software, aligns with Alteryx's vision of providing robust data analytics automation platforms and facilitating seamless data-driven workflows.

Major companies operating in the data preparation software market are Amazon Web Services Inc., Microsoft Corporation, International Business Machines Corporation, Oracle Corporation, Salesforce.com Inc., SAS Institute Inc., SAP SE, Hitachi Vantara Corporation, NICE Ltd., Teradata Corporation, Informatica Inc., Tibco Software Inc., 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., Crate Tech Inc.

North America was the largest region in the data preparation software market in 2024. The regions covered in the data preparation software market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa.

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

The data preparation software market consists of revenues earned by entities by providing services such as data cleansing, data integration, data wrangling, data enrichment, and data profiling. The market value includes the value of related goods sold by the service provider or included within the service offering. The data preparation software market also includes sales of servers, storage devices, networking equipment, and computing infrastructure. 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 Software 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 software 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 software ? 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 software 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 Type: Cloud Based; Web Based
• 2) By Deployment: On-Premise; Hosted
• 3) By Pricing Model: Subscription; One-Time
• 4) By Functionality: Data Integration; Data Cleansing; Data Transformation; Data Profiling
• 5) By Industry Vertical: Banking, Financial Services, And Insurance (BFSI); Healthcare; Manufacturing; Retail; Telecom; Energy; Education
• Subsegments:
• 1) By Cloud-Based: Public Cloud; Private Cloud; Hybrid Cloud; Multi-Cloud
• 2) By Web-Based: SaaS (Software As A Service); PaaS (Platform As A Service); On-Demand Web Applications
• Companies Mentioned: Amazon Web Services Inc.; Microsoft Corporation; International Business Machines Corporation; Oracle Corporation; Salesforce.com Inc.
• 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 Software Market Characteristics

3. Data Preparation Software Market Trends And Strategies

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

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

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

6. Data Preparation Software Market Segmentation

• 6.1. Global Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• Cloud Based
• Web Based
• 6.2. Global Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• On-Premise
• Hosted
• 6.3. Global Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• Subscription
• One-Time
• 6.4. Global Data Preparation Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• Data Integration
• Data Cleansing
• Data Transformation
• Data Profiling
• 6.5. Global Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• Banking, Financial Services, And Insurance (BFSI)
• Healthcare
• Manufacturing
• Retail
• Telecom
• Energy
• Education
• 6.6. Global Data Preparation Software Market, Sub-Segmentation Of Cloud-Based, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• Public Cloud
• Private Cloud
• Hybrid Cloud
• Multi-Cloud
• 6.7. Global Data Preparation Software Market, Sub-Segmentation Of Web-Based, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• SaaS (Software As A Service)
• PaaS (Platform As A Service)
• On-Demand Web Applications

7. Data Preparation Software Market Regional And Country Analysis

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

8. Asia-Pacific Data Preparation Software Market

• 8.1. Asia-Pacific Data Preparation Software 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 Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 8.3. Asia-Pacific Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 8.4. Asia-Pacific Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

9. China Data Preparation Software Market

• 9.1. China Data Preparation Software Market Overview
• 9.2. China Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
• 9.3. China Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
• 9.4. China Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion

10. India Data Preparation Software Market

• 10.1. India Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 10.2. India Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 10.3. India Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

11. Japan Data Preparation Software Market

• 11.1. Japan Data Preparation Software Market Overview
• 11.2. Japan Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 11.3. Japan Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 11.4. Japan Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

12. Australia Data Preparation Software Market

• 12.1. Australia Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 12.2. Australia Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 12.3. Australia Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

13. Indonesia Data Preparation Software Market

• 13.1. Indonesia Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 13.2. Indonesia Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 13.3. Indonesia Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

14. South Korea Data Preparation Software Market

• 14.1. South Korea Data Preparation Software Market Overview
• 14.2. South Korea Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 14.3. South Korea Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 14.4. South Korea Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

15. Western Europe Data Preparation Software Market

• 15.1. Western Europe Data Preparation Software Market Overview
• 15.2. Western Europe Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 15.3. Western Europe Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 15.4. Western Europe Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

16. UK Data Preparation Software Market

• 16.1. UK Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 16.2. UK Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 16.3. UK Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

17. Germany Data Preparation Software Market

• 17.1. Germany Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 17.2. Germany Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 17.3. Germany Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

18. France Data Preparation Software Market

• 18.1. France Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 18.2. France Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 18.3. France Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

19. Italy Data Preparation Software Market

• 19.1. Italy Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 19.2. Italy Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 19.3. Italy Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

20. Spain Data Preparation Software Market

• 20.1. Spain Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 20.2. Spain Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 20.3. Spain Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

21. Eastern Europe Data Preparation Software Market

• 21.1. Eastern Europe Data Preparation Software Market Overview
• 21.2. Eastern Europe Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 21.3. Eastern Europe Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 21.4. Eastern Europe Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

22. Russia Data Preparation Software Market

• 22.1. Russia Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 22.2. Russia Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 22.3. Russia Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

23. North America Data Preparation Software Market

• 23.1. North America Data Preparation Software Market Overview
• 23.2. North America Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 23.3. North America Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 23.4. North America Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

24. USA Data Preparation Software Market

• 24.1. USA Data Preparation Software Market Overview
• 24.2. USA Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 24.3. USA Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 24.4. USA Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

25. Canada Data Preparation Software Market

• 25.1. Canada Data Preparation Software Market Overview
• 25.2. Canada Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 25.3. Canada Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 25.4. Canada Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

26. South America Data Preparation Software Market

• 26.1. South America Data Preparation Software Market Overview
• 26.2. South America Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 26.3. South America Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 26.4. South America Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

27. Brazil Data Preparation Software Market

• 27.1. Brazil Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 27.2. Brazil Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 27.3. Brazil Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

28. Middle East Data Preparation Software Market

• 28.1. Middle East Data Preparation Software Market Overview
• 28.2. Middle East Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 28.3. Middle East Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 28.4. Middle East Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

29. Africa Data Preparation Software Market

• 29.1. Africa Data Preparation Software Market Overview
• 29.2. Africa Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 29.3. Africa Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
• 29.4. Africa Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

30. Data Preparation Software Market Competitive Landscape And Company Profiles

• 30.1. Data Preparation Software Market Competitive Landscape
• 30.2. Data Preparation Software 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. Salesforce.com Inc. Overview, Products and Services, Strategy and Financial Analysis

31. Data Preparation Software Market Other Major And Innovative Companies

• 31.1. SAS Institute Inc.
• 31.2. SAP SE
• 31.3. Hitachi Vantara Corporation
• 31.4. NICE Ltd.
• 31.5. Teradata Corporation
• 31.6. Informatica Inc.
• 31.7. Tibco Software Inc.
• 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 Software Market Competitive Benchmarking And Dashboard

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

34. Recent Developments In The Data Preparation Software Market

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

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