시장보고서
상품코드
1484763

세계의 데이터 준비 툴 시장 보고서(2024년)

Data Preparation Tools Global Market Report 2024

발행일: | 리서치사: The Business Research Company | 페이지 정보: 영문 175 Pages | 배송안내 : 2-10일 (영업일 기준)

    
    
    


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데이터 준비 툴 시장 규모는 향후 수년간 비약적인 성장이 전망됩니다. IT는 2028년에 CAGR 22.9%로 177억 8,000만 달러로 성장합니다. 예측 기간 중 예상되는 성장세는 온디바이스 데이터 준비 작업에 엣지 AI 채택, 데이터 준비에 AI 및 머신러닝 활용 증가, 셀프 서비스 데이터 준비 툴에 대한 수요 증가, 준비 프로세스에서 데이터 품질 및 거버넌스에 대한 중요성 증가, 실시간 데이터 준비 기능의 필요성 등 몇 가지 요인에 기인할 것으로 예상됩니다. 실시간 데이터 준비 기능의 필요성 등 여러 가지 요인에 의해 발생합니다.

데이터의 양이 급증하면서 데이터 준비 툴 시장이 확대되고 있습니다. 데이터는 분석을 위해 수집된 원시적인 사실과 수치를 포함하며, 디지털화, 기술 발전, 커넥티드 디바이스의 급증에 힘입어 급성장하고 있습니다. 이러한 급격한 성장으로 인해 대규모 데이터 세트의 복잡성과 규모를 고려할 때, 분석을 위해 데이터를 효율적으로 세척, 변환 및 정리하는 데이터 준비 툴을 사용해야 합니다. 예를 들어 리눅스 재단(Linux Foundation)이 2022년 12월에 발표한 보고서에 따르면 평균적인 최종사용자 조직의 데이터 저장 용량이 매년 크게 증가하고 있으며, 데이터 증가 추세가 뚜렷한 것으로 나타났습니다. 이러한 데이터 양 증가는 생성되는 방대한 양의 데이터를 관리하고 활용하는 데 있으며, 데이터 준비 툴의 역할이 얼마나 중요한지 강조하고 있습니다.

데이터 준비 툴 시장의 신흥 기업은 데이터 처리 작업을 효율화할 수 있는 혁신적인 기술을 개발하는 것을 최우선 과제로 삼고 있으며, SnapLogic이 2023년 8월에 발표한 생성형 AI 툴인 SnapGPT도 그 중 하나입니다. SnapGPT는 텍스트 인식, 이미지 인식, 음성 텍스트화 기능, 빠른 통합 프로토타이핑 등의 기능을 통해 사용자가 정확한 쿼리를 생성하고 다양한 형태의 데이터로 원활하게 변환할 수 있도록 도와줍니다. AI 기반 기능과 사용자 친화적인 기능의 통합으로 데이터 통합 워크플로우의 효율성과 효과성을 향상시켜 데이터 중심 기업의 진화하는 요구에 부응할 수 있도록 지원합니다.

목차

제1장 주요 요약

제2장 시장의 특징

제3장 시장 동향과 전략

제4장 거시경제 시나리오

  • 고인플레이션이 시장에 미치는 영향
  • 우크라이나·러시아 전쟁이 시장에 미치는 영향
  • 시장에 대한 COVID-19의 영향

제5장 세계 시장 규모와 성장

  • 세계의 데이터 준비 툴 시장 : 촉진요인과 억제요인
    • 시장 촉진요인
    • 시장 억제요인
  • 세계의 데이터 준비 툴 시장의 실적 : 규모와 성장, 2018-2023
  • 세계의 데이터 준비 툴 시장 예측 : 규모와 성장, 2023-2028, 2033F

제6장 시장 세분화

  • 세계의 데이터 준비 툴 시장 : 플랫폼별, 실적과 예측, 2018-2023, 2023-2028F, 2033F
  • 셀프서비스
  • 데이터 통합
  • 세계의 데이터 준비 툴 시장 : 도입 모드별, 실적과 예측, 2018-2023, 2023-2028F, 2033F
  • 온프레미스
  • 클라우드
  • 세계의 데이터 준비 툴 시장 : 기능별, 실적과 예측, 2018-2023, 2023-2028F, 2033F
  • 데이터 수집
  • 데이터 카탈로그
  • 데이터 품질
  • 데이터 거버넌스
  • 데이터 수용
  • 데이터 큐레이션
  • 세계의 데이터 준비 툴 시장 : 업계별, 실적과 예측, 2018-2023, 2023-2028F, 2033F
  • 정보기술(IT)과 통신
  • 소매업과 E-Commerce
  • 은행, 금융 서비스, 보험(BFSI)
  • 정부
  • 헬스케어
  • 에너지와 유틸리티
  • 운송기관
  • 제조업
  • 기타 업계

제7장 지역별·국가별 분석

  • 세계의 데이터 준비 툴 시장 : 지역별, 실적과 예측, 2018-2023, 2023-2028F, 2033F
  • 세계의 데이터 준비 툴 시장 : 국가별, 실적과 예측, 2018-2023, 2023-2028F, 2033F

제8장 아시아태평양 시장

제9장 중국 시장

제10장 인도 시장

제11장 일본 시장

제12장 호주 시장

제13장 인도네시아 시장

제14장 한국 시장

제15장 서유럽 시장

제16장 영국 시장

제17장 독일 시장

제18장 프랑스 시장

제19장 이탈리아 시장

제20장 스페인 시장

제21장 동유럽 시장

제22장 러시아 시장

제23장 북미 시장

제24장 미국 시장

제25장 캐나다 시장

제26장 남미 시장

제27장 브라질 시장

제28장 중동 시장

제29장 아프리카 시장

제30장 경쟁 구도와 기업 개요

  • 데이터 준비 툴 시장 : 경쟁 구도
  • 데이터 준비 툴 시장 : 기업 개요
    • Amazon Web Services Inc.
    • Microsoft Corporation
    • International Business Machines Corporation
    • Oracle Corporation
    • SAP SE

제31장 기타 대기업과 혁신적 기업

  • Salesforce.com Inc.
  • SAS Institute Inc.
  • Hitachi Vantara Corporation
  • Teradata Corporation
  • Informatica Inc.
  • Tibco Software Inc.
  • Zoho DataPrep
  • Quest Software Inc.
  • Alteryx Inc.
  • Rapid Insight Inc.
  • QlikTech International AB
  • Altair Engineering Inc.
  • Micro Strategy Incorporated
  • DataRobot Inc.
  • Dataiku Inc.

제32장 경쟁 벤치마킹

제33장 경쟁 대시보드

제34장 주요 합병과 인수

제35장 전망과 잠재적 분석

제36장 부록

KSA 24.05.31

Data preparation tools are software solutions engineered to streamline the collection, cleansing, and transformation of raw data into a usable format for analysis and reporting. By automating manual tasks and improving data quality, these tools empower organizations to extract valuable insights efficiently.

Data preparation tools primarily operate on self-service and data integration platforms. Self-service platforms empower users to independently cleanse, transform, and analyze data without extensive technical knowledge. These tools are deployed both on-premises and in the cloud, offering functionalities such as data collection, cataloging, quality assessment, governance, ingestion, and curation. They cater to various verticals including IT, telecom, retail, BFSI, government, healthcare, energy, transportation, manufacturing, and more.

The data preparation tools research report is one of a series of new reports from The Business Research Company that provides data preparation tools market statistics, including the data preparation tools industry's global market size, regional shares, competitors with a data preparation tools market share, detailed data preparation tools market segments, market trends, and opportunities, and any further data you may need to thrive in the data preparation tools industry. This data preparation tools 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 tools market size has grown exponentially in recent years. IT will grow from $6.36 billion in 2023 to $7.79 billion in 2024 at a compound annual growth rate (CAGR) of 22.5%. The expansion observed in the historic period stems from several factors, including the rising complexity of data formats and sources necessitating advanced tooling, the proliferation of Data Preparation as a Service (DPaaS) offerings, utilization of data virtualization technology in preparation processes, the emergence of industry-specific data preparation solutions, and the adoption of federated learning approaches for distributed data preparation tasks.

The data preparation tools market size is expected to see exponential growth in the next few years. IT will grow to $17.78 billion in 2028 at a compound annual growth rate (CAGR) of 22.9%. The anticipated expansion in the forecast period is driven by several factors, such as the adoption of edge AI for on-device data preparation tasks, increasing utilization of AI and machine learning for data preparation, growing demand for self-service data preparation tools, rising emphasis on data quality and governance in preparation processes, and the need for real-time data preparation capabilities.

The burgeoning volume of data is poised to drive the expansion of the data preparation tools market. Data, encompassing raw facts and figures collected for analysis, is witnessing rapid growth propelled by increased digitalization, technological advancements, and the proliferation of connected devices. This surge necessitates the use of data preparation tools to efficiently clean, transform, and organize data for analysis, given the complexity and scale of handling large datasets. For instance, a report by the Linux Foundation in December 2022 revealed significant data growth trends, with average end-user organizations experiencing substantial annual increases in data storage capacity. The data growth witnessed underscores the critical role of data preparation tools in managing and harnessing the vast amounts of data generated.

Leading companies in the data preparation tools market are prioritizing the development of innovative technologies to streamline data processing tasks. One such advancement is SnapGPT, a generative AI tool introduced by SnapLogic in August 2023. SnapGPT leverages artificial intelligence to facilitate the creation of data pipelines more efficiently, offering a faster and more intuitive approach to integration tasks. Equipped with features such as text recognition, image recognition, speech-to-text capabilities, and fast integration prototyping, SnapGPT empowers users to generate accurate queries and transform data seamlessly across various formats. This integration of AI-driven capabilities with user-friendly functionalities enhances the efficiency and effectiveness of data integration workflows, addressing the evolving needs of data-driven organizations.

In February 2022, Alteryx Inc. bolstered its presence in the data preparation tools market by acquiring Trifacta Inc. This acquisition underscores Alteryx's commitment to facilitating cloud-based analytics solutions and providing versatile deployment options tailored to enterprise users' diverse analytics needs. Trifacta Inc., renowned for its expertise in cloud data engineering and data preparation tools, aligns with Alteryx's vision of empowering organizations with robust data analytics capabilities in the cloud environment.

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

North America was the largest region in the data preparation tools market in 2023. Asia-Pacific is expected to be the fastest-growing region in the forecast period. The regions covered in the data preparation tools market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa.

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

The data preparation tools market consists of revenues earned by entities by providing services such as data cleansing, data integration, data transformation, and data enrichment. The market value includes the value of related goods sold by the service provider or included within the service offering. The data preparation tools market also includes sales of servers, storage devices, and networking equipment. 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 Tools Global Market Report 2024 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 tools 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.

Reasons to Purchase

  • Gain a truly global perspective with the most comprehensive report available on this market covering 50+ geographies.
  • Understand how the market has been affected by the COVID-19 and how it is responding as the impact of the virus abates.
  • Assess the Russia - Ukraine war's impact on agriculture, energy and mineral commodity supply and its direct and indirect impact on the market.
  • Measure the impact of high global inflation on market growth.
  • Create regional and country strategies on the basis of local data and analysis.
  • Identify growth segments for investment.
  • Outperform competitors using forecast data and the drivers and trends shaping the market.
  • Understand customers based on the latest market shares.
  • Benchmark performance against key competitors.
  • Suitable for supporting your internal and external presentations with reliable high quality data and analysis
  • Report will be updated with the latest data and delivered to you within 3-5 working days of order along with an Excel data sheet for easy data extraction and analysis.
  • All data from the report will also be delivered in an excel dashboard format.

Where is the largest and fastest growing market for data preparation tools ? 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 tools 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 impact of sanctions, supply chain disruptions, and altered demand for goods and services due to the Russian Ukraine war, impacting various macro-economic factors and parameters in the Eastern European region and its subsequent effect on global markets.

The impact of higher inflation in many countries and the resulting spike in interest rates.

The continued but declining impact of COVID-19 on supply chains and consumption patterns.

  • 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 Platform: Self-Service; Data Integration
  • 2) By Deployment Mode: On-Premises; Cloud
  • 3) By Function: Data Collection; Data Cataloging; Data Quality; Data Governance; Data Ingestion; Data Curation
  • 4) By Vertical: Information Technology (IT) And Telecom; Retail And E-Commerce; Banking, Financial Services, And Insurance (BFSI); Government; Healthcare; Energy And Utilities; Transportation; Manufacturing; Other Verticals
  • Companies Mentioned: Amazon Web Services Inc.; Microsoft Corporation; International Business Machines Corporation; Oracle Corporation; SAP SE
  • 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 Tools Market Characteristics

3. Data Preparation Tools Market Trends And Strategies

4. Data Preparation Tools Market - Macro Economic Scenario

  • 4.1. Impact Of High Inflation On The Market
  • 4.2. Ukraine-Russia War Impact On The Market
  • 4.3. COVID-19 Impact On The Market

5. Global Data Preparation Tools Market Size and Growth

  • 5.1. Global Data Preparation Tools Market Drivers and Restraints
    • 5.1.1. Drivers Of The Market
    • 5.1.2. Restraints Of The Market
  • 5.2. Global Data Preparation Tools Historic Market Size and Growth, 2018 - 2023, Value ($ Billion)
  • 5.3. Global Data Preparation Tools Forecast Market Size and Growth, 2023 - 2028, 2033F, Value ($ Billion)

6. Data Preparation Tools Market Segmentation

  • 6.1. Global Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Self-Service
  • Data Integration
  • 6.2. Global Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • On-Premises
  • Cloud
  • 6.3. Global Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Data Collection
  • Data Cataloging
  • Data Quality
  • Data Governance
  • Data Ingestion
  • Data Curation
  • 6.4. Global Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Information Technology (IT) And Telecom
  • Retail And E-Commerce
  • Banking, Financial Services, And Insurance (BFSI)
  • Government
  • Healthcare
  • Energy And Utilities
  • Transportation
  • Manufacturing
  • Other Verticals

7. Data Preparation Tools Market Regional And Country Analysis

  • 7.1. Global Data Preparation Tools Market, Split By Region, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 7.2. Global Data Preparation Tools Market, Split By Country, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

8. Asia-Pacific Data Preparation Tools Market

  • 8.1. Asia-Pacific Data Preparation Tools Market Overview
  • Region Information, Impact Of COVID-19, 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 Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 8.3. Asia-Pacific Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 8.4. Asia-Pacific Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

9. China Data Preparation Tools Market

  • 9.1. China Data Preparation Tools Market Overview
  • 9.2. China Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
  • 9.3. China Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
  • 9.4. China Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion

10. India Data Preparation Tools Market

  • 10.1. India Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 10.2. India Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 10.3. India Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

11. Japan Data Preparation Tools Market

  • 11.1. Japan Data Preparation Tools Market Overview
  • 11.2. Japan Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 11.3. Japan Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 11.4. Japan Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

12. Australia Data Preparation Tools Market

  • 12.1. Australia Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 12.2. Australia Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 12.3. Australia Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

13. Indonesia Data Preparation Tools Market

  • 13.1. Indonesia Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 13.2. Indonesia Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 13.3. Indonesia Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

14. South Korea Data Preparation Tools Market

  • 14.1. South Korea Data Preparation Tools Market Overview
  • 14.2. South Korea Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 14.3. South Korea Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 14.4. South Korea Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

15. Western Europe Data Preparation Tools Market

  • 15.1. Western Europe Data Preparation Tools Market Overview
  • 15.2. Western Europe Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 15.3. Western Europe Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 15.4. Western Europe Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

16. UK Data Preparation Tools Market

  • 16.1. UK Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 16.2. UK Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 16.3. UK Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

17. Germany Data Preparation Tools Market

  • 17.1. Germany Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 17.2. Germany Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 17.3. Germany Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

18. France Data Preparation Tools Market

  • 18.1. France Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 18.2. France Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 18.3. France Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

19. Italy Data Preparation Tools Market

  • 19.1. Italy Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 19.2. Italy Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 19.3. Italy Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

20. Spain Data Preparation Tools Market

  • 20.1. Spain Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 20.2. Spain Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 20.3. Spain Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

21. Eastern Europe Data Preparation Tools Market

  • 21.1. Eastern Europe Data Preparation Tools Market Overview
  • 21.2. Eastern Europe Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 21.3. Eastern Europe Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 21.4. Eastern Europe Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

22. Russia Data Preparation Tools Market

  • 22.1. Russia Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 22.2. Russia Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 22.3. Russia Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

23. North America Data Preparation Tools Market

  • 23.1. North America Data Preparation Tools Market Overview
  • 23.2. North America Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 23.3. North America Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 23.4. North America Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

24. USA Data Preparation Tools Market

  • 24.1. USA Data Preparation Tools Market Overview
  • 24.2. USA Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 24.3. USA Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 24.4. USA Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

25. Canada Data Preparation Tools Market

  • 25.1. Canada Data Preparation Tools Market Overview
  • 25.2. Canada Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 25.3. Canada Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 25.4. Canada Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

26. South America Data Preparation Tools Market

  • 26.1. South America Data Preparation Tools Market Overview
  • 26.2. South America Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 26.3. South America Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 26.4. South America Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

27. Brazil Data Preparation Tools Market

  • 27.1. Brazil Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 27.2. Brazil Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 27.3. Brazil Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

28. Middle East Data Preparation Tools Market

  • 28.1. Middle East Data Preparation Tools Market Overview
  • 28.2. Middle East Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 28.3. Middle East Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 28.4. Middle East Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

29. Africa Data Preparation Tools Market

  • 29.1. Africa Data Preparation Tools Market Overview
  • 29.2. Africa Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 29.3. Africa Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 29.4. Africa Data Preparation Tools Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

30. Data Preparation Tools Market Competitive Landscape And Company Profiles

  • 30.1. Data Preparation Tools Market Competitive Landscape
  • 30.2. Data Preparation Tools Market Company Profiles
    • 30.2.1. Amazon Web Services Inc.
      • 30.2.1.1. Overview
      • 30.2.1.2. Products and Services
      • 30.2.1.3. Strategy
      • 30.2.1.4. Financial Performance
    • 30.2.2. Microsoft Corporation
      • 30.2.2.1. Overview
      • 30.2.2.2. Products and Services
      • 30.2.2.3. Strategy
      • 30.2.2.4. Financial Performance
    • 30.2.3. International Business Machines Corporation
      • 30.2.3.1. Overview
      • 30.2.3.2. Products and Services
      • 30.2.3.3. Strategy
      • 30.2.3.4. Financial Performance
    • 30.2.4. Oracle Corporation
      • 30.2.4.1. Overview
      • 30.2.4.2. Products and Services
      • 30.2.4.3. Strategy
      • 30.2.4.4. Financial Performance
    • 30.2.5. SAP SE
      • 30.2.5.1. Overview
      • 30.2.5.2. Products and Services
      • 30.2.5.3. Strategy
      • 30.2.5.4. Financial Performance

31. Data Preparation Tools Market Other Major And Innovative Companies

  • 31.1. Salesforce.com Inc.
  • 31.2. SAS Institute Inc.
  • 31.3. Hitachi Vantara Corporation
  • 31.4. Teradata Corporation
  • 31.5. Informatica Inc.
  • 31.6. Tibco Software Inc.
  • 31.7. Zoho DataPrep
  • 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 Tools Market Competitive Benchmarking

33. Global Data Preparation Tools Market Competitive Dashboard

34. Key Mergers And Acquisitions In The Data Preparation Tools Market

35. Data Preparation Tools Market Future Outlook and Potential Analysis

  • 35.1 Data Preparation Tools Market In 2028 - Countries Offering Most New Opportunities
  • 35.2 Data Preparation Tools Market In 2028 - Segments Offering Most New Opportunities
  • 35.3 Data Preparation Tools Market In 2028 - 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
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