데이터 준비 툴 시장 규모, 점유율, 성장 분석, 플랫폼별, 도입별, 기능별, 업계별, 지역별 - 산업 예측(2024-2031년)

Global Data Preparation Tools Market size was valued at USD 4.9 billion in 2022 and is poised to grow from USD 5.69 billion in 2023 to USD 18.93 billion by 2031, growing at a CAGR of 16.2% during the forecast period (2024-2031).

As of October 2023, the landscape of data preparation tools illustrates a significant evolution driven by the increasing necessity for efficient data management across various industries, particularly in IT and BFSI. These tools are designed to streamline the process of aggregating data from multiple sources, making it accessible for analysis at critical moments, thus shaping more informed decision-making processes. However, the effectiveness of these tools can often be hindered by existing challenges such as incomplete datasets and labor-intensive procedures. The rapid adoption of advanced analytics and Business Intelligence (BI) is fueling a heightened demand for self-service data preparation tools, enabling organizations to take charge of their data analytics processes. This surge in demand is particularly notable in data-driven IT firms embracing hybrid cloud solutions alongside self-service platforms, responding to the growing need for immediate access to actionable insights. Furthermore, the push for cloud-based data preparation tools reflects a broader trend as businesses strive to enhance their operational efficiencies. In light of this trend, many organizations are significantly increasing their investments in research and development to improve data preparation capabilities, aligning with the escalating demand for analytics solutions. Overall, the market is poised for considerable growth as organizations prioritize self-service data preparation, which is expected to enhance their agility and responsiveness in an increasingly data-centric landscape.

Top-down and bottom-up approaches were used to estimate and validate the size of the Global Data Preparation Tools market and to estimate the size of various other dependent submarkets. The research methodology used to estimate the market size includes the following details: The key players in the market were identified through secondary research, and their market shares in the respective regions were determined through primary and secondary research. This entire procedure includes the study of the annual and financial reports of the top market players and extensive interviews for key insights from industry leaders such as CEOs, VPs, directors, and marketing executives. All percentage shares split, and breakdowns were determined using secondary sources and verified through Primary sources. All possible parameters that affect the markets covered in this research study have been accounted for, viewed in extensive detail, verified through primary research, and analyzed to get the final quantitative and qualitative data.

Global Data Preparation Tools Market Segmental Analysis

Global Data Preparation Tools Market is segmented by Platform, Deployment, Functions, Vertical, and region. Based on Platform, the market is segmented into Self-service, and Data integration. Based on Deployment, the market is segmented into On-premise, and Cloud. Based on Functions, the market is segmented into Data Collection, Data Cataloging, Data Quality, Data Governance, Data Ingestion, and Data Curation. Based on Vertical, the market is segmented into IT & Telecom, Retail & E-commerce, BFSI, Government, Healthcare, Energy & Utilities, Transportation, Manufacturing, and Others. Based on region, the market is segmented into North America, Europe, Asia Pacific, Latin America and Middle East & and Africa.

Driver of the Global Data Preparation Tools Market

The exponential growth of unstructured data across various industries has emerged as a pivotal market driver for the Global Data Preparation Tools market. Businesses are increasingly seeking efficient solutions that facilitate accurate data formatting, enabling them to extract valuable insights from disparate data sources in a timely and consistent manner. These tools empower organizations to make informed decisions, align strategic initiatives, and navigate the complexities of data ownership and appropriateness. With a focus on enhancing analyst productivity and enabling exploratory analytics, particularly in sectors like IT and telecom, the demand for sophisticated data preparation solutions is surging. The integration of machine learning with these tools further accelerates market growth by enhancing data integration processes and automating workflows, thereby delivering high-quality services and reducing operational burdens.

Restraints in the Global Data Preparation Tools Market

The Global Data Preparation Tools market is hindered by several key restraints, primarily the prevalence of data silos, which complicate seamless data integration and accessibility. Additionally, a widespread lack of knowledge and expertise among potential users limits adoption rates, while operational difficulties further exacerbate the situation. The transition from traditional architectures to modern technologies presents significant challenges, particularly as organizations grapple with heightened data security and privacy concerns. Furthermore, the high initial implementation costs associated with data preparation tools are a deterrent for many businesses. The complexity of selecting suitable cloud infrastructure partners and analytical tools also adds another layer of difficulty, impeding market growth.

Market Trends of the Global Data Preparation Tools Market

The Global Data Preparation Tools market is witnessing a remarkable surge, propelled by the escalating need for telecom and IT companies to harness extensive data generation effectively. As organizations strive to unlock valuable insights from both structured and unstructured data, the demand for advanced data preparation tools has intensified. Companies are increasingly adopting these solutions to facilitate real-time analytics, enabling them to better understand customer behavior and refine service offerings. This trend indicates a growing recognition of the critical role data preparation plays in driving strategic decision-making and enhancing customer engagement, positioning the market for substantial growth in the coming years.

Table of Contents

Introduction

• Objectives of the Study
• Definitions
• Market Scope

Research Methodology

• Information Procurement
• Secondary & Primary Data Sources
• Market Size Estimation
• Market Assumptions & Limitations

Executive Summary

• Market Overview Outlook
• Supply Demand Trend Analysis
• Segmental Opportunity Analysis

Market Dynamics & Outlook

• Market Dynamics
  • Drivers
  • Opportunities
  • Restraints
  • Challenges
• Porters Analysis
  • Competitive rivalry
  • Threat of Substitute Products
  • Bargaining Power of Buyers
  • Threat of New Entrants
  • Bargaining Power of Suppliers

Key Market Insights

• Technology Analysis
• Value Chain Analysis
• Ecosystem of the Market
• Case study Analysis
• Regulatory Landscape
• Innovation Matrix
• Top Investment Analysis
• Key Success Factor
• PESTEL Analysis
• Degree of Competition

Data Preparation Tools Market byPlatform

• Market Overview
• Self service
• Data integration

Data Preparation Tools Market byDeployment

• Market Overview
• On-premise
• Cloud

Data Preparation Tools Market byFunctions

• Market Overview
• Data Collection
• Data Cataloging
• Data Quality
• Data Governance
• Data Ingestion
• Data Curation

Data Preparation Tools Market byVertical

• Market Overview
• IT & Telecom
• Retail & E-commerce
• BFSI
• Government
• Healthcare
• Energy & Utilities
• Transportation
• Manufacturing
• Others

Data Preparation Tools Market Size by Region

• Market Overview
• North America
  • USA
  • Canada
• Europe
  • Germany
  • Spain
  • France
  • UK
  • Italy
  • Rest of Europe
• Asia Pacific
  • China
  • India
  • Japan
  • South Korea
  • Rest of Asia-Pacific
• Latin America
  • Brazil
  • Rest of Latin America
• Middle East & Africa (MEA)
  • GCC Countries
  • South Africa
  • Rest of MEA

Competitive Landscape

• Top 5 Player Comparison
• Market Positioning of Key Players, 2023
• Strategies Adopted by Key Market Players
• Recent Activities in the Market
• Key Companies Market Share (%), 2023

Key Company Profiles

• Informatica Corporation (US)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• International Business Machines Corporation (IBM) (US)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Microsoft Corporation (US)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• MicroStrategy Incorporated (US)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• SAP SE (Germany)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• SAS Institute Inc. (US)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Oracle Corporation (US)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• DataRobot, Inc. (US)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Denodo Technologies (Spain)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Hitachi Vantara Corporation (US)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Altair Engineering Inc. (US)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Datameer, Inc. (US)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• RedPoint Global Inc. (US)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Sisense Inc. (US)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Informatica Corporation (US)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Oracle Corporation (US)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• DataRobot, Inc. (US)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Teradata Corporation (US)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• IBM Corporation (US)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Collibra NV (Belgium)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Ataccama Corporation (Canada)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments
• Tamr Inc. (US)
  • Company Overview
  • Business Segment Overview
  • Financial Updates
  • Key Developments