Data preparation tools market is anticipated to grow at a significant CAGR of 16.2% during the forecast period (2023-2030). The growing demand for quality data to make informed business decisions is a key factor driving the demand for the global market. Data preparation tools are software applications that help users cleanse, transform, and integrate data from various sources into a format that is suitable for analysis and modeling. These tools play a crucial role in the data lifecycle by ensuring that data is accurate, consistent, and ready for use. This process typically includes the following steps, data collection, data cleansing, data transformation, and data validation.
In November 2020, AWS unveiled Glue DataBrew, a new visual data preparation tool for AWS Glue that is designed to help users clean and normalize data without writing code. Data preparation is the Achille’s Heel of advanced analytics and machine learning, as it regularly consumes upwards of 80% of data scientists and analysts’ time. However, without spending this time to clean, transform, and prepare data for analysis or for training machine learning models, the analysis or ML activity risks being flawed. Advancements in data preparation tools are anticipated to offer lucrative opportunities to the growth of the global market.
Segmental Outlook
The global data preparation tools market is segmented on the type, deployment, and industry vertical. Based on the type, the market is sub-segmented into self-service and data integration. Based on deployment, the market is sub-segmented into on-premise and cloud. Based on the industrial verticals, the market is sub-segmented into IT & Telecom, E-Commerce, BFSI, government, healthcare, and others. Among the end user, the IT &telecom sub-segment is anticipated to hold a considerable share of the market. The high usage of data preparation tools in IT & telecom industries for better decision making, availability of large amount of data and growth of E-commerce platforms is a key contributor to the growth of this market segment. Data preparation tools are essential components of automated systems, providing accurate analysis of data and help to take the right decision.
The Cloud Sub-Segment is Anticipated to Exhibit Highest CAGR in the Global Data Preparation Tools Market
Among the deployment, the cloud sub-segment is expected to hold a considerable share of the global data preparation tools market. Cloud-based data preparation tools are becoming increasingly popular because they offer scalability, flexibility, and cost-efficiency. Cloud-based tools also make it easier for organizations to collaborate on data preparation tasks. This segmental growth is attributed to several factor such as increasing demand for safety and convenience, rising demand for cloud services, and availability of cloud platforms at affordable price for small and mid-sized organization. It provides advantages such as highly reliability and convenience. Hence, companies are working on development of better technology and adopting various strategic initiatives such as partnership, product launch and acquisition to stay competitive in the market. For instance, in November 2023, IBM announced that it has been working with Amazon Web Services (AWS) on the general availability of Amazon Relational Database Service for Db2, a fully managed cloud offering designed to make it easier for database customers to manage data for artificial intelligence (AI) workloads across hybrid cloud environments. Businesses are turning to AI to unlock insights that can lead to more informed decisions, automation of repetitive tasks, and greater efficiencies. These AI technologies are powered by massive amounts of data that require modern data stores residing on cloud-native architectures to provide scalability, cost optimization, enhanced performance, and business continuity.
Regional Outlook
The global data preparation tools market is further segmented based on geography including North America (the US, and Canada), Europe (UK, Italy, Spain, Germany, France, and the Rest of Europe), Asia-Pacific (India, China, Japan, South Korea, and Rest of Asia), and the Rest of the World (the Middle East & Africa, and Latin America). Among these, Asia-pacific is anticipated to exhibit highest CAGR, owing to increasing demand for data analytics in developing countries, such as China and India, as the retail and e-commerce sectors continue to gain traction in these countries.
Global Data Preparation Tools Market Growth, by Region 2023-2030
North America Holds Considerable Share in the Global Data Preparation Tools Market
Among all regions, the North America holds considerable share in the global market the presence of key players that are adopting different growth strategies is contributing to the regional market growth. For instance, In May 2022, Alteryx, Inc. announced Alteryx AiDIN, the industry's first engine that combines the power of artificial intelligence (AI), machine learning (ML), and generative AI with the Alteryx Analytics Cloud Platform to accelerate analytics efficiency and productivity. Alteryx now brings the most advanced models and methods to more users across the organization, enabling anyone to capture the competitive advantage of AI and ML.Alteryx is combining the power of its trusted Alteryx analytics outputs with generative AI and large language models to supercharge the democratization of analytics and dissemination of insights across the organization, while still capturing the governance and observability.
Market Players Outlook
The major companies serving the data preparation tools market include Altair Engineering Inc., AWS, Inc., IBM Corp., Microsoft Corp., and SAP SE among others. The market players are considerably contributing to the market growth by the adoption of various strategies including mergers and acquisitions, partnerships, collaborations, funding, and new product launches, to stay competitive in the market.
For instance, in May 2023, TMC technology provider Element has expanded its reselling agreement with cloud computing company Zoho to include a data preparation service powered by ChatGPT. Zoho recently announced the integration of ChatGPT into its business intelligence and data preparation tools, which Element will add to its reselling repertoire. The AI-powered tools will also allow users to request data or information and set KPIs by using natural language, eliminating the need for complex SQL formulas, according to the company. Advanced features include formula generation from chat, the creation of new data sets and data customization.
The Report Covers
1. Report Summary
• Current Industry Analysis and Growth Potential Outlook
1.1. Research Methods and Tools
1.2. Market Breakdown
1.2.1. By Segments
1.2.2. By Region
2. Market Overview and Insights
2.1. Scope of the Report
2.2. Analyst Insight & Current Market Trends
2.2.1. Key Findings
2.2.2. Recommendations
2.2.3. Conclusion
3. Competitive Landscape
3.1. Key Company Analysis
3.2. Altair Engineering, Inc.
3.2.1. Overview
3.2.2. Financial Analysis
3.2.3. SWOT Analysis
3.2.4. Recent Developments
3.3. IBMCorp.
3.3.1. Overview
3.3.2. Financial Analysis
3.3.3. SWOT Analysis
3.3.4. Recent Developments
3.4. Microsoft Corp.
3.4.1. Overview
3.4.2. Financial Analysis
3.4.3. SWOT Analysis
3.4.4. Recent Developments
3.5. Key Strategy Analysis
4. Market Segmentation
4.1. Global Data preparation tools Market by Type
4.1.1. Self - service
4.1.2. Data integration
4.2. Global Data preparation tools Market by Deployment
4.2.1. On-premise
4.2.2. Cloud
4.3. Global Data preparation tools Market by Industry Vertical
4.3.1. IT & Telecom
4.3.2. E-commerce
4.3.3. BFSI
4.3.4. Government
4.3.5. Healthcare
4.3.6. Other(Energy & Utilities, Retail, Transportation and Manufacturing)
5. Regional Analysis
5.1. North America
5.1.1. United States
5.1.2. Canada
5.2. Europe
5.2.1. UK
5.2.2. Germany
5.2.3. Italy
5.2.4. Spain
5.2.5. France
5.2.6. Rest of Europe
5.3. Asia-Pacific
5.3.1. China
5.3.2. India
5.3.3. Japan
5.3.4. South Korea
5.3.5. Rest of Asia-Pacific
5.4. Rest of the World
6. Company Profiles
6.1. Alteryx, Inc.
6.2. Amazon Web Services, Inc.
6.3. Datawatch Corp.
6.4. Informatica Corp.
6.5. Micro Strategy Inc.
6.6. Oracle Corp.
6.7. Qlik Technologies Inc.
6.8. Rapid Insight Inc.
6.9. SAP SE
6.10. SAS Institute Inc.
6.11. Tableau Software, LLC
6.12. Tibco Software Inc.
1. GLOBAL DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY TYPE, 2022-2030 ($ MILLION)
2. GLOBAL SELF SERVICE DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY REGION,2022-2030 ($ MILLION)
3. GLOBAL DATA INTEGRATION DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY REGION,2022-2030 ($ MILLION)
4. GLOBAL DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY DEPLOYMENT, 2022-2030 ($ MILLION)
5. GLOBAL DATA PREPARATION TOOLS IN ON-PREMISE MARKET RESEARCH AND ANALYSIS BY REGION, 2022-2030 ($ MILLION)
6. GLOBAL DATA PREPARATION TOOLS IN CLOUD MARKET RESEARCH AND ANALYSIS BY REGION, 2022-2030 ($ MILLION)
7. GLOBAL DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY INDUSTRY VERTICAL, 2022-2030 ($ MILLION)
8. GLOBAL DATA PREPARATION TOOLS FOR IT & TELECOM MARKET RESEARCH AND ANALYSIS BY REGION, 2022-2030 ($ MILLION)
9. GLOBAL DATA PREPARATION TOOLS FOR E-COMMERCE MARKET RESEARCH AND ANALYSIS BY REGION, 2022-2030 ($ MILLION)
10. GLOBAL DATA PREPARATION TOOLS FOR BFSI MARKET RESEARCH AND ANALYSIS BY REGION, 2022-2030 ($ MILLION)
11. GLOBAL DATA PREPARATION TOOLS FOR GOVERNMENT MARKET RESEARCH AND ANALYSIS BY REGION, 2022-2030 ($ MILLION)
12. GLOBAL DATA PREPARATION TOOLS FOR HEALTHCARE MARKET RESEARCH AND ANALYSIS BY REGION, 2022-2030 ($ MILLION)
13. GLOBAL DATA PREPARATION TOOLS FOR OTHER MARKET RESEARCH AND ANALYSIS BY REGION, 2022-2030 ($ MILLION)
14. GLOBAL DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY REGION, 2022-2030 ($ MILLION)
15. NORTH AMERICAN DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY COUNTRY, 2022-2030 ($ MILLION)
16. NORTH AMERICAN DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY TYPE, 2022-2030 ($ MILLION)
17. NORTH AMERICAN DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY DEPLOYMENT, 2022-2030 ($ MILLION)
18. NORTH AMERICAN DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY INDUSTRY VERTICAL, 2022-2030 ($ MILLION)
19. EUROPEAN DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY COUNTRY, 2022-2030 ($ MILLION)
20. EUROPEAN DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY TYPE, 2022-2030 ($ MILLION)
21. EUROPEAN DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY DEPLOYMENT, 2022-2030 ($ MILLION)
22. EUROPEAN DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY INDUSTRY VERTICAL, 2022-2030 ($ MILLION)
23. ASIA- PACIFIC DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY COUNTRY, 2022-2030 ($ MILLION)
24. ASIA- PACIFIC DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY TYPE, 2022-2030 ($ MILLION)
25. ASIA- PACIFIC DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY DEPLOYMENT, 2022-2030 ($ MILLION)
26. ASIA- PACIFIC DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY INDUSTRY VERTICAL, 2022-2030 ($ MILLION)
27. REST OF THE WORLD DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY COUNTRY, 2022-2030 ($ MILLION)
28. REST OF THE WORLD DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY TYPE, 2022-2030 ($ MILLION)
29. REST OF THE WORLD DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY DEPLOYMENT, 2022-2030 ($ MILLION)
30. REST OF THE WORLD DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY INDUSTRY VERTICAL, 2022-2030 ($ MILLION)
1. GLOBAL DATA PREPARATION TOOLS MARKET SHARE BY TYPE, 2022 VS 2030 (%)
2. GLOBAL SELF - SERVICE DATA PREPARATION TOOLS MARKET SHARE BY REGION, 2022 VS 2030 (%)
3. GLOBAL DATA INTEGRATION DATA PREPARATION TOOLS MARKET SHARE BY REGION, 2022 VS 2030 (%)
4. GLOBAL DATA PREPARATION TOOLS MARKET SHARE BY DEPLOYMENT, 2022 VS 2030 (%)
5. GLOBAL DATA PREPARATION TOOLS IN ON-PREMISE MARKET SHARE BY REGION, 2022 VS 2030 (%)
6. GLOBAL DATA PREPARATION TOOLS IN CLOUD MARKET SHARE BY REGION, 2022 VS 2030 (%)
7. GLOBAL DATA PREPARATION TOOLS MARKET SHARE BY INDUSTRY VERTICAL, 2022 VS 2030 (%)
8. GLOBAL DATA PREPARATION TOOLS FOR IT & TELECOM MARKET SHARE BY REGION, 2022 VS 2030 (%)
9. GLOBAL DATA PREPARATION TOOLS FOR E-COMMERCEMARKET SHARE BY REGION, 2022 VS 2030 (%)
10. GLOBAL DATA PREPARATION TOOLS FOR BFSI MARKET SHARE BY REGION, 2022 VS 2030 (%)
11. GLOBAL DATA PREPARATION TOOLS FOR GOVERNMENT MARKET SHARE BY REGION, 2022 VS 2030 (%)
12. GLOBAL DATA PREPARATION TOOLS FOR HEALTHCARE MARKET SHARE BY REGION, 2022 VS 2030 (%)
13. GLOBAL DATA PREPARATION TOOLS FOR OTHER MARKET SHARE BY REGION, 2022 VS 2030 (%)
14. GLOBAL DATA PREPARATION TOOLS MARKET SHARE BY REGION, 2022 VS 2030 (%)
15. US DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
16. CANADA DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
17. UK DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
18. FRANCE DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
19. GERMANY DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
20. ITALY DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
21. SPAIN DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
22. REST OF EUROPE DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
23. INDIA DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
24. CHINA DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
25. JAPAN DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
26. SOUTH KOREA DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
27. REST OF ASIA-PACIFIC DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
28. REST OF THE WORLD DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)