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Data Preparation Tools Market Size, Share & Trends Analysis Report By Platform (Self-service, Data Integration), By Deployment, By Vertical (IT & Telecom, Retail & E-commerce, BFSI), By Function, By Region, and Segment Forecasts, 2021-2028

  • ID: 4538719
  • Report
  • October 2021
  • Region: Global
  • 100 Pages
  • Grand View Research

FEATURED COMPANIES

  • Alteryx, Inc
  • Datawatch Corporation
  • Informatica Corporation
  • Microsoft Corporation
  • SAP SE
  • SAS Institute Inc.
The global data preparation tools market size is anticipated to reach USD 12.89 billion by 2028. The market is expected to expand at a CAGR of 18.6% from 2021 to 2028. Data preparation tools can help organizations augment their efficiency by ensuring easy access to data. The increasing demand for data analytics, particularly in the IT and retail sectors, is expected to drive the demand for data preparation tools.





The growth of the market can be attributed particularly to the capabilities of self-service data preparation tools to ensure easy interchangeability, collaboration, and profiling of data as well as to address the concerns associated with the safety of the data. Demand for self-service data preparation tools would continue to increase as data analytics companies continue to demand efficient solutions to access and analyze large volumes of data.

On-premise deployment of data preparation tools accounted for the largest revenue share in 2020 as organizations preferred to adopt conventional data collection and preparation techniques. However, the demand for deployment of data preparation tools over the cloud is expected to grow over the forecast period, as cloud deployment can ensure easy access to data via virtual sources.

Data preparation tools help enterprises collect, analyze, and standardize data. The data collection sub-segment accounted for the largest market share of more than 27% in 2020. However, the market size of the data governance sub-segment is expected to increase noticeably over the forecast period.

The North America sub-segment accounted for the largest share of the market for data preparation tools in 2020. Demand for data preparation tools is expected to increase over the forecast period in line with the growing adoption of data preparation tools for data analytics in the U.S. However, the market size of the Asia Pacific sub-segment is expected to register the highest CAGR over the forecast period.

Data Preparation Tools Market Report Highlights

  • The demand for data preparation tools is expected to increase as various companies jointly adopt data governance initiatives.
  • The market size of the IT and telecom sub-segment is expected to expand at a CAGR of 20.1% over the forecast period.
  • The market size of the Asia Pacific sub-segment is expected to witness significant growth over the forecast period owing to the large-scale adoption of data preparation tools in retail analytics.
  • Alteryx, Inc.; Datawatch Corporation; Informatica Corporation; International Business Machines Corporation; Microsoft Corporation; MicroStrategy Incorporated; Qlik Technologies Inc.; SAP SE; SAS Institute Inc.; and Tibco Software Inc. are some of the key players in the market.


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Frequently Asked Questions about the Global Data Preparation Tools Market

What is the estimated value of the Global Data Preparation Tools Market?

The Global Data Preparation Tools Market was estimated to be valued at $3.9 billion in 2021.

What is the growth rate of the Global Data Preparation Tools Market?

The growth rate of the Global Data Preparation Tools Market is 18.6%, with an estimated value of $12.9 billion by 2028.

What is the forecasted size of the Global Data Preparation Tools Market?

The Global Data Preparation Tools Market is estimated to be worth $12.9 billion by 2028.

Who are the key companies in the Global Data Preparation Tools Market?

Key companies in the Global Data Preparation Tools Market include Alteryx, Inc, Datawatch Corporation, Informatica Corporation, International Business Machines Corporation, Microsoft Corporation, MicroStrategy Incorporated, QlikTech International AB., SAP SE and Tibco Software Inc..
Note: Product cover images may vary from those shown

FEATURED COMPANIES

  • Alteryx, Inc
  • Datawatch Corporation
  • Informatica Corporation
  • Microsoft Corporation
  • SAP SE
  • SAS Institute Inc.

Chapter 1 Methodology and Scope
1.1 Information Procurement and Research Scope
1.2 Information Analysis
1.3 Market formulation & data visualization
1.4 Market Scope and Assumptions
1.4.1 Secondary sources
1.4.2 Primary Sources
Chapter 2 Executive Summary
2.1 Market Snapshot
2.2 Market Outlook
2.3 Global Data Preparation Tools Market
2.4 Segment Trends
2.4.1 Regional Trends
2.4.1.1 Global Data Preparation Tools Market, By Region, 2018 - 2028
2.4.2 Platform Trends
2.4.2.1 Global Data Preparation Tools Market, By Platform, 2018 - 2028
2.4.3 Deployment Trends
2.4.3.1 Global Data Preparation Tools Market, By Deployment, 2018 - 2028
2.4.4 Function Trends
2.4.4.1 Global Data Preparation Tools Market, By Function, 2018 - 2028
2.4.5 Vertical Trends
2.4.5.1 Global Data Preparation Tools Market, By Vertical, 2018 - 2028
Chapter 3 Industry Outlook
3.1 Market Segmentation & Scope
3.1.1 Market Definition
3.2 Penetration & Growth Prospect Mapping
3.3 Technology Overview
3.4 Value Chain Analysis
3.5 Market Dynamics
3.5.1 Market Drivers
3.5.1.1 Importance of effective data on a timely basis
3.5.1.2 Self-service data preparation tools
3.5.1.3 Growing need to make text/image more interactive and engaging.
3.5.2 Market Restraints
3.5.2.1 Organizational barriers to data preparation
3.5.2.2 High costs associated with manual labeling of complex images.
3.6 Industry Analysis - Porter’s
3.6.1 Supplier Power
3.6.2 Buyer Power
3.6.3 Substitution Threat
3.6.4 Threat from New Entrant
3.6.5 Competitive Rivalry
3.7 PEST Analysis
3.7.1 Political
3.7.2 Economic
3.7.3 Social
3.7.4 Technological
3.8 Major Deals & Strategic Alliances Analysis, 2020
3.8.1 Mergers & Acquisitions and Technology Collaborations
3.9 Key Opportunities Mapping
3.10 Data Preparation Tools - Analyst Recommendation
3.10.1 Outsourcing/ Crowdsourcing of Data Labeling
3.10.2 Increasing Adoption of Data Collection and Labeling Tools in Healthcare Industry
3.11 Data Preparation Tools - COVID - 19 Impact Analysis
Chapter 4 Data Preparation Tools: Platform Outlook
4.1 Data Preparation Tools Market, By Platform, 2020 & 2028
4.2 Self-service
4.2.1 Self-service Data Preparation Tools Market, By Region, 2018 - 2028
4.3 Data integration
4.3.1 Data integration Data Preparation Tools Market, By Region, 2018 - 2028
Chapter 5 Data Preparation Tools: Deployment Outlook-
5.1 Data Preparation Tools Market, By Deployment, 2020 & 2028
5.2 On-premises
5.2.1 On-premises Data Preparation Tools Market, By Region, 2018 - 2028
5.3 Cloud
5.3.1 Cloud Data Preparation Tools Market, By Region, 2018 - 2028
Chapter 6 Data Preparation Tools: Function Outlook
6.1 Data Preparation Tools Market, By Function, 2020 & 2028
6.2 Data collection
6.2.1 Data collection Market, By Region, 2018 - 2028
6.3 Data cataloging
6.3.1 Data cataloging Market, By Region, 2018 - 2028
6.4 Data quality
6.4.1 Data quality Market, By Region, 2018 - 2028
6.5 Data governance
6.5.1 Data governance Market, By Region, 2018 - 2028
6.6 Data ingestion
6.6.1 Data ingestion Market, By Region, 2018 - 2028
6.7 Data curation
6.7.1 Data curation Market, By Region, 2018 - 2028
Chapter 7 Data Preparation Tools: Vertical Outlook
7.1 Data Preparation Tools Market, By Vertical, 2020 & 2028
7.2 IT and Telecom
7.2.1 IT and Telecom Data Preparation Tools Market, By Region, 2018 - 2028
7.3 Retail and E-commerce
7.3.1 Retail and E-commerce Data Preparation Tools Market, By Region, 2018 - 2028
7.4 BFSI
7.4.1 BFSI Data Preparation Tools Market, By Region, 2018 - 2028
7.5 Government
7.5.1 Government Data Preparation Tools Market, By Region, 2018 - 2028
7.6 Healthcare
7.6.1 Healthcare Data Preparation Tools Market, By Region, 2018 - 2028
7.7 Energy and utility
7.7.1 Energy and utility Data Preparation Tools Market, By Region, 2018 - 2028
7.8 Transportation
7.8.1 Transportation Data Preparation Tools Market, By Region, 2018 - 2028
7.9 Manufacturing
7.9.1 Manufacturing Data Preparation Tools Market, By Region, 2018 - 2028
7.10 Other
7.10.1 Other Data Preparation Tools Market, By Region, 2018 - 2028
Chapter 8 Data Preparation Tools: Regional Outlook
8.1 Data Preparation Tools Market, Regional Movement Analysis
8.2 Data Preparation Tools Market, By Region, 2020 & 2028
8.3 North America
8.3.1 North America Data Preparation Tools Market, By Platform, 2018 - 2028
8.3.2 North America Data Preparation Tools Market, By Deployment, 2018 - 2028
8.3.3 North America Data Preparation Tools Market, By Function, 2018 - 2028
8.3.4 North America Data Preparation Tools Market, By Vertical, 2018 - 2028
8.3.5 U.S.
8.3.5.1 U.S. Data Preparation Tools Market, By Platform, 2018 - 2028
8.3.5.2 U.S. Data Preparation Tools Market, By Deployment, 2018 - 2028
8.3.5.3 U.S. Data Preparation Tools Market, By Function, 2018 - 2028
8.3.5.4 U.S. Data Preparation Tools Market, By Vertical, 2018 - 2028
8.3.6 Canada
8.3.6.1 Canada Data Preparation Tools Market, By Platform, 2018 - 2028
8.3.6.2 Canada Data Preparation Tools Market, By Deployment, 2018 - 2028
8.3.6.3 Canada Data Preparation Tools Market, By Function, 2018 - 2028
8.3.6.4 Canada Data Preparation Tools Market, By Vertical, 2018 - 2028
8.3.7 Mexico
8.3.7.1 Mexico Data Preparation Tools Market, By Platform, 2018 - 2028
8.3.7.2 Mexico Data Preparation Tools Market, By Deployment, 2018 - 2028
8.3.7.3 Mexico Data Preparation Tools Market, By Function, 2018 - 2028
8.3.7.4 Mexico Data Preparation Tools Market, By Vertical, 2018 - 2028
8.4 Europe
8.4.1 Europe Data Preparation Tools Market, By Platform, 2018 - 2028
8.4.2 Europe Data Preparation Tools Market, By Deployment, 2018 - 2028
8.4.3 Europe Data Preparation Tools Market, By Function, 2018 - 2028
8.4.4 Europe Data Preparation Tools Market, By Vertical, 2018 - 2028
8.4.5 Germany
8.4.5.1 Germany Data Preparation Tools Market, By Platform, 2018 - 2028
8.4.5.2 Germany Data Preparation Tools Market, By Deployment, 2018 - 2028
8.4.5.3 Germany Data Preparation Tools Market, By Function, 2018 - 2028
8.4.5.4 Germany Data Preparation Tools Market, By Vertical, 2018 - 2028
8.4.6 U.K.
8.4.6.1 U.K. Data Preparation Tools Market, By Platform, 2018 - 2028
8.4.6.2 U.K. Data Preparation Tools Market, By Deployment, 2018 - 2028
8.4.6.3 U.K. Data Preparation Tools Market, By Function, 2018 - 2028
8.4.6.4 U.K. Data Preparation Tools Market, By Vertical, 2018 - 2028
8.4.7 France
8.4.7.1 France Data Preparation Tools Market, By Platform, 2018 - 2028
8.4.7.2 France Data Preparation Tools Market, By Deployment, 2018 - 2028
8.4.7.3 France Data Preparation Tools Market, By Function, 2018 - 2028
8.4.7.4 France Data Preparation Tools Market, By Vertical, 2018 - 2028
8.5 Asia Pacific
8.5.1 Asia Pacific Data Preparation Tools Market, By Platform, 2018 - 2028
8.5.2 Asia Pacific Data Preparation Tools Market, By Deployment, 2018 - 2028
8.5.3 Asia Pacific Data Preparation Tools Market, By Function, 2018 - 2028
8.5.4 Asia Pacific Data Preparation Tools Market, By Vertical, 2018 - 2028
8.5.5 China
8.5.5.1 China Data Preparation Tools Market, By Platform, 2018 - 2028
8.5.5.2 China Data Preparation Tools Market, By Deployment, 2018 - 2028
8.5.5.3 China Data Preparation Tools Market, By Function, 2018 - 2028
8.5.5.4 China Data Preparation Tools Market, By Vertical, 2018 - 2028
8.5.6 Japan
8.5.6.1 Japan Data Preparation Tools Market, By Platform, 2018 - 2028
8.5.6.2 Japan Data Preparation Tools Market, By Deployment, 2018 - 2028
8.5.6.3 Japan Data Preparation Tools Market, By Function, 2018 - 2028
8.5.6.4 Japan Data Preparation Tools Market, By Vertical, 2018 - 2028
8.5.7 India
8.5.7.1 India Data Preparation Tools Market, By Platform, 2018 - 2028
8.5.7.2 India Data Preparation Tools Market, By Deployment, 2018 - 2028
8.5.7.3 India Data Preparation Tools Market, By Function, 2018 - 2028
8.5.7.4 India Data Preparation Tools Market, By Vertical, 2018 - 2028 -
8.6 South America
8.6.1 South America Data Preparation Tools Market, By Platform, 2018 - 2028
8.6.2 South America Data Preparation Tools Market, By Deployment, 2018 - 2028
8.6.3 South America Data Preparation Tools Market, By Function, 2018 - 2028
8.6.4 South America Data Preparation Tools Market, By Vertical, 2018 - 2028
8.6.5 Brazil
8.6.5.1 Brazil Data Preparation Tools Market, By Platform, 2018 - 2028
8.6.5.2 Brazil Data Preparation Tools Market, By Deployment, 2018 - 2028
8.6.5.3 Brazil Data Preparation Tools Market, By Function, 2018 - 2028
8.6.5.4 Brazil Data Preparation Tools Market, By Vertical, 2018 - 2028
8.7 Middle East and Africa (MEA)
8.7.1 MEA Data Preparation Tools Market, By Platform, 2018 - 2028
8.7.2 MEA Data Preparation Tools Market, By Deployment, 2018 - 2028.
8.7.3 MEA Data Preparation Tools Market, By Function, 2018 - 2028
8.7.4 MEA Data Preparation Tools Market, By Vertical, 2018 - 2028
Chapter 9 Competitive Landscape
9.1 Alteryx, Inc
9.1.1 Company Overview
9.1.2 Financial Performance
9.1.3 Product Benchmarking
9.1.4 Recent Developments
9.2 Datawatch Corporation
9.2.1 Company Overview
9.2.2 Product Benchmarking
9.2.3 Recent Development
9.3 Informatica Corporation
9.3.1 Company Overview
9.3.2 Product Benchmarking
9.3.3 Recent Developments
9.4 International Business Machines Corporation
9.4.1 Company Overview
9.4.2 Financial Performance
9.4.3 Product Benchmarking
9.4.4 Recent Developments
9.5 Microsoft Corporation
9.5.1 Company Overview
9.5.2 Financial Performance
9.5.3 Product Benchmarking
9.5.4 Recent Developments
9.6 MicroStrategy Incorporated
9.6.1 Company Overview
9.6.2 Financial Performance
9.6.3 Product Benchmarking
9.7 QlikTech International AB.
9.7.1 Company Overview
9.7.2 Product Benchmarking
9.7.3 Recent Developments
9.8 SAP SE
9.8.1 Company Overview
9.8.2 Product Benchmarking
9.8.3 Recent Developments
9.9 SAS Institute Inc.
9.9.1 Company Overview
9.9.2 Product Benchmarking
9.9.3 Recent Developments
9.10 Tibco Software Inc.
9.10.1 Company Overview
9.10.2 Product Benchmarking
9.10.3 Recent Developments
List of Tables
Table 1 Data Preparation Tools Market-Industry snapshot & key buying criteria, 2018-2028
Table 2 Global Data Preparation Tools Market, 2018-2028 (USD Million)
Table 3 Global Data Preparation Tools Market, by region, 2018-2028 (USD Million)
Table 4 Global Data Preparation Tools Market, by Platform, 2018-2028 (USD Million)
Table 5 Global Data Preparation Tools Market, by Deployment, 2018-2028 (USD Million)
Table 6 Global Data Preparation Tools Market, by function, 2018-2028 (USD Million)
Table 7 Global Data Preparation Tools Market, by vertical, 2018-2028 (USD Million)
Table 8 Key market driver impact
Table 9 Key market restraint impact
Table 10 Data preparation tools-M&A, collaborations & partnership scenario
Table 11 Self-service Data Preparation Tools Market, by region, 2018-2028 (USD Million)
Table 12 Data integration Data Preparation Tools Market, by region, 2018-2028 (USD Million)
Table 13 On-premises Data Preparation Tools Market, by region, 2018-2028 (USD Million)
Table 14 Cloud Data Preparation Tools Market, by region, 2018-2028 (USD Million)
Table 15 Data collection Market, by region, 2018-2028 (USD Million)
Table 16 Data cataloging Market, by region, 2018-2028 (USD Million)
Table 17 Data quality Market, by region, 2018-2028 (USD Million)
Table 18 Data governance Market, by region, 2018-2028 (USD Million)
Table 19 Data ingestion Market, by region, 2018-2028 (USD Million)
Table 20 Data curation Market, by region, 2018-2028 (USD Million)
Table 21 IT and Telecom Data Preparation Tools Market, by region, 2018-2028 (USD Million)
Table 22 Retail and E-commerce Data Preparation Tools Market, by region, 2018-2028 (USD Million)
Table 23 BFSI Data Preparation Tools Market, by region, 2018-2028 (USD Million)
Table 24 Government Data Preparation Tools Market, by region, 2018-2028 (USD Million)
Table 25 Healthcare Data Preparation Tools Market, by region, 2018-2028 (USD Million)
Table 26 Energy and utility Data Preparation Tools Market, by region, 2018-2028 (USD Million)
Table 27 Transportation Data Preparation Tools Market, by region, 2018-2028 (USD Million)
Table 28 Manufacturing Data Preparation Tools Market, by region, 2018-2028 (USD Million)
Table 29 Other Data Preparation Tools Market, by region, 2018-2028 (USD Million)
Table 30 North America Data Preparation Tools Market, by Platform, 2018-2028 (USD Million)
Table 31 North America Data Preparation Tools Market, by Deployment, 2018-2028 (USD Million)
Table 32 North America Data Preparation Tools Market, by function, 2018-2028 (USD Million)
Table 33 North America Data Preparation Tools Market, by vertical, 2018-2028 (USD Million)
Table 34 U.S. Data Preparation Tools Market, by Platform, 2018-2028 (USD Million)
Table 35 U.S. Data Preparation Tools Market, by Deployment, 2018-2028 (USD Million)
Table 36 U.S. Data Preparation Tools Market, by function, 2018-2028 (USD Million)
Table 37 U.S. Data Preparation Tools Market, by vertical, 2018-2028 (USD Million)
Table 38 Canada Data Preparation Tools Market, by Platform, 2018-2028 (USD Million)
Table 39 Canada Data Preparation Tools Market, by Deployment, 2018-2028 (USD Million)
Table 40 Canada Data Preparation Tools Market, by function, 2018-2028 (USD Million)
Table 41 Canada Data Preparation Tools Market, by vertical, 2018-2028 (USD Million)
Table 42 Mexico Data Preparation Tools Market, by Platform, 2018-2028 (USD Million)
Table 43 Mexico Data Preparation Tools Market, by Deployment, 2018-2028 (USD Million)
Table 44 Mexico Data Preparation Tools Market, by function, 2018-2028 (USD Million)
Table 45 Mexico Data Preparation Tools Market, by vertical, 2018-2028 (USD Million)
Table 46 Europe Data Preparation Tools Market, by Platform, 2018-2028 (USD Million)
Table 47 Europe Data Preparation Tools Market, by Deployment, 2018-2028 (USD Million)
Table 48 Europe Data Preparation Tools Market, by function, 2018-2028 (USD Million)
Table 49 Europe Data Preparation Tools Market, by vertical, 2018-2028 (USD Million)
Table 50 Germany Data Preparation Tools Market, by Platform, 2018-2028 (USD Million)
Table 51 Germany Data Preparation Tools Market, by Deployment, 2018-2028 (USD Million)
Table 52 Germany Data Preparation Tools Market, by function, 2018-2028 (USD Million)
Table 53 Germany Data Preparation Tools Market, by vertical, 2018-2028 (USD Million)
Table 54 U.K. Data Preparation Tools Market, by Platform, 2018-2028 (USD Million)
Table 55 U.K. Data Preparation Tools Market, by Deployment, 2018-2028 (USD Million)
Table 56 U.K. Data Preparation Tools Market, by function, 2018-2028 (USD Million)
Table 57 U.K. Data Preparation Tools Market, by vertical, 2018-2028 (USD Million)
Table 58 France Data Preparation Tools Market, by Platform, 2018-2028 (USD Million)
Table 59 France Data Preparation Tools Market, by Deployment, 2018-2028 (USD Million)
Table 60 France Data Preparation Tools Market, by function, 2018-2028 (USD Million)
Table 61 France Data Preparation Tools Market, by vertical, 2018-2028 (USD Million)
Table 62 Asia Pacific Data Preparation Tools Market, by Platform, 2018-2028 (USD Million)
Table 63 Asia Pacific Data Preparation Tools Market, by Deployment, 2018-2028 (USD Million)
Table 64 Asia Pacific Data Preparation Tools Market, by function, 2018-2028 (USD Million)
Table 65 Asia Pacific Data Preparation Tools Market, by vertical, 2018-2028 (USD Million)
Table 66 China Data Preparation Tools Market, by Platform, 2018-2028 (USD Million)
Table 67 China Data Preparation Tools Market, by Deployment, 2018-2028 (USD Million)
Table 68 China Data Preparation Tools Market, by function, 2018-2028 (USD Million)
Table 69 China Data Preparation Tools Market, by vertical, 2018-2028 (USD Million)
Table 70 Japan Data Preparation Tools Market, by Platform, 2018-2028 (USD Million)
Table 71 Japan Data Preparation Tools Market, by Deployment, 2018-2028 (USD Million)
Table 72 Japan Data Preparation Tools Market, by function, 2018-2028 (USD Million)
Table 73 Japan Data Preparation Tools Market, by vertical, 2018-2028 (USD Million)
Table 74 India Data Preparation Tools Market, by Platform, 2018-2028 (USD Million)
Table 75 India Data Preparation Tools Market, by Deployment, 2018-2028 (USD Million)
Table 76 India Data Preparation Tools Market, by function, 2018-2028 (USD Million)
Table 77 India Data Preparation Tools Market, by vertical, 2018-2028 (USD Million)
Table 78 South America Data Preparation Tools Market, by Platform, 2018-2028 (USD Million)
Table 79 South America Data Preparation Tools Market, by Deployment, 2018-2028 (USD Million)
Table 80 South America Data Preparation Tools Market, by function, 2018-2028 (USD Million)
Table 81 South America Data Preparation Tools Market, by vertical, 2018-2028 (USD Million)
Table 82 Brazil Data Preparation Tools Market, by Platform, 2018-2028 (USD Million)
Table 83 Brazil Data Preparation Tools Market, by Deployment, 2018-2028 (USD Million)
Table 84 Brazil Data Preparation Tools Market, by function, 2018-2028 (USD Million)
Table 85 Brazil Data Preparation Tools Market, by vertical, 2018-2028 (USD Million)
Table 86 MEA Data Preparation Tools Market, by Platform, 2018-2028 (USD Million)
Table 87 MEA Data Preparation Tools Market, by Deployment, 2018-2028 (USD Million)
Table 88 MEA Data Preparation Tools Market, by function, 2018-2028 (USD Million)
Table 89 MEA Data Preparation Tools Market, by vertical, 2018-2028 (USD Million)
List of Figures
Fig. 1 Research process
Fig. 2 Market formulation
Fig. 3 Market snapshot, 2020
Fig. 4 Data Preparation Tools Market segmentation
Fig. 5 Data Preparation Tools Market (USD Million), 2018-2028
Fig. 6 Data Preparation Tools-Value chain analysis
Fig. 7 Data Preparation Tools Market dynamics
Fig. 8 Key opportunity analysis, 2028
Fig. 9 Data Preparation Tools Market, by Platform 2020 & 2028 (USD Million)
Fig. 10 Data Preparation Tools Market, by Deployment 2020 & 2028 (USD Million)
Fig. 11 Data Preparation Tools Market, by Function 2020 & 2028 (USD Million)
Fig. 12 Data Preparation Tools Market, by vertical 2020 & 2028 (USD Million)
Fig. 13 Data Preparation Tools Market: Regional movement analysis, 2020 & 2028
Fig. 14 Data Preparation Tools Market, by region 2020 & 2028 (USD Million)
Fig. 15 North America marketplace: Key takeaways
Fig. 16 Europe marketplace: Key takeaways
Fig. 17 Asia Pacific marketplace: Key takeaways
Fig. 18 South America marketplace: Key takeaways
Fig. 19 MEA marketplace: Key takeaways
Note: Product cover images may vary from those shown
  • Alteryx, Inc
  • Datawatch Corporation
  • Informatica Corporation
  • International Business Machines Corporation
  • Microsoft Corporation
  • MicroStrategy Incorporated
  • QlikTech International AB.
  • SAP SE
  • SAS Institute Inc.
  • Tibco Software Inc.
Note: Product cover images may vary from those shown

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