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Data Preparation Tools Market: By Platform, By Function, By Deployment, By Vertical, and Geography
Data Preparation Tools Market size was valued at US$ 4.3 billion in 2023 and is poised to grow at a significant CAGR of 19.3% during the forecast 2024 - 2030. The process of making raw data ready for further processing and analysis is known as data preparation. The gathering, preparation, and labelling of raw data into a format appropriate for machine learning (ML) algorithms, followed by data exploration and visualization, are crucial phases. The basic purpose of data preparation tools is to combine data from many sources and prepare the data for analysis. Although there are many data preparation tools on the market today, before there was a great demand for professional help. In data-driven industries like IT and BFSI, data preparation is more widely accepted. These technologies' main purpose is to efficiently locate the appropriate data at the appropriate time. The decision-making process, however, may be hampered by challenges with data preparation that result in incomplete and time-consuming outcomes. The desire for predictive business analytics, the value of high-quality data, and the simplification of corporate operations are three major factors boosting the market for data preparation technologies. Self-service technology for preparation can fully automate this procedure. Additionally, the industry's growth is anticipated to be fueled by the enormous rise in information volume, which will lead to an increase in demand for analytics. Businesses need quicker and more precise information if they want to stay competitive. As a result, analytics are gaining credibility across numerous industries, which is driving up demand for these pre-processing technologies. The rising demand for data analytics in many data-driven applications is expected to raise demand for cloud-based data preparation solutions. Additionally, it is projected that a rising focus on the self-service platform would enhance organizational procedures and increase demand for data preparation tools. In response to the expanding need for analytics in enterprises, numerous data-driven corporations have made investments in the research and development of the market for data preparation. The market is expected to see an increase in the utilisation of the technology due to benefits including extracting business insights from socially shared photographs and automatically organizing untagged photo collections. Additionally, it aids in the improvement of safety features available on autonomous vehicles, including terrain detection, wear detection, and condition monitoring, as well as emergency vehicle recognition. Robotics and drones, autonomous photo arrangement on visual webpages, facial recognition on social networking sites, and other fields have all adopted data-driven machine learning.
Study Period
2024-2030Base Year
2023CAGR
18.4%Largest Market
North AmericaFastest Growing Market
Asia Pacific
The demand for self-service data preparation solutions is growing quickly as enterprises and organisations install advanced analytics and business intelligence (BI) platforms. Self-service and cloud platforms for data preparation are becoming more and more common among IT organisations that are driven by data. The increasing significance of effective data management in future. It is predicted that the market for data preparation tools will be driven by the rising demand for effective data management among businesses to deliver more useful insights. Data preparation tools also make it possible for business users like data engineers, citizen integrators, analysts, and citizen data scientists to combine external and internal datasets for particular use cases, facilitating faster data collection and organisation. Technologies for data preparation have many benefits, including quick error correction, enhanced scalability, better data utilisation, and collaboration. One of the most important problems that businesses are dealing with as a direct result of employing these data preparation solutions is the high deployment cost. One of the major issues that businesses are dealing with is this. Businesses all across the world are suffering as a result of this problem. High cost is expected to hamper the market.
Report Benchmarks |
Details |
Report Study Period |
2024-2030 |
Market Size in 2023 |
US$ 4.3 billion |
Market CAGR |
18.4% |
By Function |
|
By Deployment Mode |
|
By Vertical |
|
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The data preparation tools Market is valued at US$ 4.2 billion in 2023.
The data preparation tools market has been classified into North America, Asia Pacific, Europe, Latin America, Middle East and Africa, and the rest of MEA.
The data preparation tools market key players are: Alteryx, Inc. Tibco Software, Inc. Informatica Corporation Datawatch Corporation Microsoft Corporation International Business Machines Corporation Qlik Technologies, Inc. MicroStrategy Incorporated SAS Institute, Inc. SAP SE
1. Executive Summary |
2. Global Data Preparation Tools Market Introduction |
2.1.Global Data Preparation Tools Market - Taxonomy |
2.2.Global Data Preparation Tools Market - Definitions |
2.2.1.Function |
2.2.2.Deployment Mode |
2.2.3.Vertical |
2.2.4.Region |
3. Global Data Preparation Tools Market Dynamics |
3.1. Drivers |
3.2. Restraints |
3.3. Opportunities/Unmet Needs of the Market |
3.4. Trends |
3.5. Product Landscape |
3.6. New Product Launches |
3.7. Impact of COVID 19 on Market |
4. Global Data Preparation Tools Market Analysis, 2019 - 2023 and Forecast 2024 - 2030 |
4.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
4.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) |
4.3. Market Opportunity Analysis |
5. Global Data Preparation Tools Market By Function , 2019 - 2023 and Forecast 2024 - 2030 (Sales Value USD Million) |
5.1. Collection |
5.1.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
5.1.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
5.1.3. Market Opportunity Analysis |
5.2. Cataloging |
5.2.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
5.2.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
5.2.3. Market Opportunity Analysis |
5.3. Data quality |
5.3.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
5.3.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
5.3.3. Market Opportunity Analysis |
5.4. Governance |
5.4.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
5.4.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
5.4.3. Market Opportunity Analysis |
5.5. Ingestion |
5.5.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
5.5.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
5.5.3. Market Opportunity Analysis |
5.6. Curation |
5.6.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
5.6.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
5.6.3. Market Opportunity Analysis |
6. Global Data Preparation Tools Market By Deployment Mode, 2019 - 2023 and Forecast 2024 - 2030 (Sales Value USD Million) |
6.1. On-Premises |
6.1.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
6.1.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
6.1.3. Market Opportunity Analysis |
6.2. Cloud |
6.2.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
6.2.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
6.2.3. Market Opportunity Analysis |
7. Global Data Preparation Tools Market By Vertical, 2019 - 2023 and Forecast 2024 - 2030 (Sales Value USD Million) |
7.1. IT & Telecom |
7.1.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
7.1.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
7.1.3. Market Opportunity Analysis |
7.2. Retail & E-commerce |
7.2.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
7.2.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
7.2.3. Market Opportunity Analysis |
7.3. BFSI |
7.3.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
7.3.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
7.3.3. Market Opportunity Analysis |
7.4. Others |
7.4.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
7.4.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
7.4.3. Market Opportunity Analysis |
8. Global Data Preparation Tools Market By Region, 2019 - 2023 and Forecast 2024 - 2030 (Sales Value USD Million) |
8.1. North America |
8.1.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
8.1.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
8.1.3. Market Opportunity Analysis |
8.2. Europe |
8.2.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
8.2.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
8.2.3. Market Opportunity Analysis |
8.3. Asia Pacific (APAC) |
8.3.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
8.3.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
8.3.3. Market Opportunity Analysis |
8.4. Middle East and Africa (MEA) |
8.4.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
8.4.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
8.4.3. Market Opportunity Analysis |
8.5. Latin America |
8.5.1. Market Analysis, 2019 - 2023 and Forecast, 2024 - 2030, (Sales Value USD Million) |
8.5.2. Year-Over-Year (Y-o-Y) Growth Analysis (%) and Market Share Analysis (%) |
8.5.3. Market Opportunity Analysis |
9. North America Data Preparation Tools Market ,2019 - 2023 and Forecast 2024 - 2030 (Sales Value USD Million) |
9.1. Function Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
9.1.1.Collection |
9.1.2.Cataloging |
9.1.3.Data quality |
9.1.4.Governance |
9.1.5.Ingestion |
9.1.6.Curation |
9.2. Deployment Mode Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
9.2.1.On-Premises |
9.2.2.Cloud |
9.3. Vertical Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
9.3.1.IT & Telecom |
9.3.2.Retail & E-commerce |
9.3.3.BFSI |
9.3.4.Others |
9.4. Country Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
9.4.1.United States of America (USA) |
9.4.2.Canada |
10. Europe Data Preparation Tools Market ,2019 - 2023 and Forecast 2024 - 2030 (Sales Value USD Million) |
10.1. Function Analysis and Forecast by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
10.1.1.Collection |
10.1.2.Cataloging |
10.1.3.Data quality |
10.1.4.Governance |
10.1.5.Ingestion |
10.1.6.Curation |
10.2. Deployment Mode Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
10.2.1.On-Premises |
10.2.2.Cloud |
10.3. Vertical Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
10.3.1.IT & Telecom |
10.3.2.Retail & E-commerce |
10.3.3.BFSI |
10.3.4.Others |
10.4. Country Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
10.4.1.Germany |
10.4.2.France |
10.4.3.Italy |
10.4.4.United Kingdom (UK) |
10.4.5.Spain |
10.4.6.Rest of EU |
11. Asia Pacific (APAC) Data Preparation Tools Market ,2019 - 2023 and Forecast 2024 - 2030 (Sales Value USD Million) |
11.1. Function Analysis and Forecast by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
11.1.1.Collection |
11.1.2.Cataloging |
11.1.3.Data quality |
11.1.4.Governance |
11.1.5.Ingestion |
11.1.6.Curation |
11.2. Deployment Mode Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
11.2.1.On-Premises |
11.2.2.Cloud |
11.3. Vertical Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
11.3.1.IT & Telecom |
11.3.2.Retail & E-commerce |
11.3.3.BFSI |
11.3.4.Others |
11.4. Country Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
11.4.1.China |
11.4.2.India |
11.4.3.Australia and New Zealand (ANZ) |
11.4.4.Japan |
11.4.5.Rest of APAC |
12. Middle East and Africa (MEA) Data Preparation Tools Market, 2019 - 2023 and Forecast 2024 - 2030 (Sales Value USD Million) |
12.1. Function Analysis and Forecast by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
12.1.1.Collection |
12.1.2.Cataloging |
12.1.3.Data quality |
12.1.4.Governance |
12.1.5.Ingestion |
12.1.6.Curation |
12.2. Deployment Mode Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
12.2.1.On-Premises |
12.2.2.Cloud |
12.3. Vertical Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
12.3.1.IT & Telecom |
12.3.2.Retail & E-commerce |
12.3.3.BFSI |
12.3.4.Others |
12.4. Country Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
12.4.1.GCC Countries |
12.4.2.South Africa |
12.4.3.Rest of MEA |
13. Latin America Data Preparation Tools Market, 2019 - 2023 and Forecast 2024 - 2030 (Sales Value USD Million) |
13.1. Function Analysis and Forecast by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
13.1.1.Collection |
13.1.2.Cataloging |
13.1.3.Data quality |
13.1.4.Governance |
13.1.5.Ingestion |
13.1.6.Curation |
13.2. Deployment Mode Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
13.2.1.On-Premises |
13.2.2.Cloud |
13.3. Vertical Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
13.3.1.IT & Telecom |
13.3.2.Retail & E-commerce |
13.3.3.BFSI |
13.3.4.Others |
13.4. Country Analysis 2019 - 2023 and Forecast 2024 - 2030 by Sales Value USD Million, Y-o-Y Growth (%), and Market Share (%) |
13.4.1.Brazil |
13.4.2.Mexico |
13.4.3.Rest of LA |
14. Competition Landscape |
14.1. Market Player Profiles (Introduction, Brand/Product Sales, Financial Analysis, Product Offerings, Key Developments, Collaborations, M & A, Strategies, and SWOT Analysis) |
14.2.1.Alteryx, Inc. |
14.2.2.Tibco Software, Inc. |
14.2.3.Informatica Corporation |
14.2.4.Datawatch Corporation |
14.2.5.Microsoft Corporation |
14.2.6.International Business Machines Corporation |
14.2.7.Qlik Technologies, Inc. |
14.2.8.MicroStrategy Incorporated |
14.2.9.SAS Institute, Inc. |
14.2.10.SAP SE |
15. Research Methodology |
16. Appendix and Abbreviations |
Key Market Players