시장보고서
상품코드
1484762

세계의 데이터 준비 소프트웨어 시장 보고서(2024년)

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

    
    
    


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데이터 준비 소프트웨어 시장 규모는 향후 수년간 강력한 성장이 전망됩니다. 2028년 연간 평균 성장률(CAGR)은 14.2%로 525억 9,000만 달러로 성장합니다. 예측 기간 중 예상되는 성장은 몇 가지 주요 촉진요인에 기인하는 것으로 보입니다. 첫째, AI와 머신러닝 기능을 데이터 준비 소프트웨어에 통합하여 효율성과 정확성을 향상시킬 것으로 예상됩니다.

셀프 서비스형 데이터 준비 툴에 대한 수요가 증가함에 따라 데이터 준비 소프트웨어 시장의 성장이 촉진될 것으로 보입니다. 이러한 툴을 통해 사용자는 광범위한 기술 전문 지식이나 IT 개입 없이도 원시 데이터를 조작하고 사용 가능한 형태로 변환할 수 있습니다. 데이터 분석 프로세스의 민첩성과 접근성에 대한 요구와 더불어 데이터의 복잡성과 양이 증가함에 따라 수요가 급증하고 있습니다. 데이터 준비 소프트웨어 프로바이더들은 데이터 정제, 통합, 보강을 간소화하는 솔루션을 제공함으로써 이러한 수요에 대응하고 있으며, 이는 사용자 친화적이고 효율적인 데이터 준비 솔루션의 필요성을 더욱 부추기고 있습니다. 예를 들어 Tidio가 2021년 8월에 발표한 보고서에 따르면 셀프 서비스 기술 세계 시장은 2022년에 340억 달러에 달하며, 2023-2030년 연평균 복합 성장률(CAGR)이 14% 가까이 상승하여 2030년에는 920억 달러에 달할 것으로 예측했습니다. 따라서 셀프 서비스 데이터 준비 툴에 대한 수요 증가는 데이터 준비 소프트웨어 시장 확대의 기폭제가 되고 있습니다.

데이터 분석 소프트웨어 시장의 주요 업체들은 경쟁력을 유지하기 위해 첨단 솔루션 혁신에 주력하고 있습니다. 그 대표적인 예가 데이터 사일로를 없애기 위한 새로운 IBM 비즈니스 분석 기업 소프트웨어의 개발입니다. 이 기업 소프트웨어는 조직이 이기종 소스의 데이터를 통합하여 데이터베이스의 신속한 의사결정과 예측 불가능한 혼란을 현명하게 관리할 수 있도록 지원합니다. IBM이 2023년 11월에 출시할 비즈니스 분석 기업 소프트웨어는 는 데이터 사일로를 없애고 계획 및 분석 프로세스를 간소화하기 위한 IBM의 노력을 강조하고 있습니다. 이 플랫폼은 데이터 사일로 파괴, 비즈니스 인텔리전스 기능, AI 기반 계획 등의 기능을 제공함으로써 기업이 보다 데이터 중심적인 접근 방식을 채택하고 합리적인 계획과 의사결정을 촉진할 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 소프트웨어 시장 : 촉진요인과 억제요인
    • 시장 촉진요인
    • 시장 억제요인
  • 세계의 데이터 준비 소프트웨어 시장의 실적 : 규모와 성장, 2018-2023
  • 세계의 데이터 준비 소프트웨어 시장 예측 : 규모와 성장, 2023-2028, 2033F

제6장 시장 세분화

  • 세계의 데이터 준비 소프트웨어 시장 : 유형별, 실적과 예측, 2018-2023, 2023-2028F, 2033F
  • 클라우드 기반
  • 웹 기반
  • 세계의 데이터 준비 소프트웨어 시장 : 도입별, 실적과 예측, 2018-2023, 2023-2028F, 2033F
  • 온프레미스
  • 호스티드
  • 세계의 데이터 준비 소프트웨어 시장 : 가격 모델별, 실적과 예측, 2018-2023, 2023-2028F, 2033F
  • 서브스크립션
  • 원타임
  • 세계의 데이터 준비 소프트웨어 시장 : 기능별, 실적과 예측, 2018-2023, 2023-2028F, 2033F
  • 데이터 통합
  • 데이터 클렌징
  • 데이터 변환
  • 데이터 프로파일링
  • 세계의 데이터 준비 소프트웨어 시장 : 업계별, 실적과 예측, 2018-2023, 2023-2028F, 2033F
  • 은행, 금융 서비스, 보험(BFSI)
  • 헬스케어
  • 제조업
  • 소매
  • 통신
  • 에너지
  • 교육

제7장 지역별·국가별 분석

  • 세계의 데이터 준비 소프트웨어 시장 : 지역별, 실적과 예측, 2018-2023, 2023-2028F, 2033F
  • 세계의 데이터 준비 소프트웨어 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 소프트웨어 시장 : 경쟁 구도
  • 데이터 준비 소프트웨어 시장 : 기업 개요
    • Amazon Web Services Inc.
    • Microsoft Corporation
    • International Business Machines Corporation
    • Oracle Corporation
    • Salesforce.com Inc.

제31장 기타 대기업과 혁신적 기업

  • SAS Institute Inc.
  • SAP SE
  • Hitachi Vantara Corporation
  • NICE Ltd.
  • Teradata Corporation
  • Informatica Inc.
  • Tibco Software Inc.
  • 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

Data preparation software comprises tools specifically engineered to streamline the cleaning, transformation, and organization of raw data, rendering it suitable for analysis. These solutions play a pivotal role in expediting data processing tasks, thereby ensuring the accuracy and efficiency required for informed decision-making processes driven by data.

The primary categories of data preparation software are cloud-based and web-based solutions. Web-based software is accessible through web browsers, necessitating only an internet connection for use. These solutions are deployed either on-premise or hosted, with pricing models typically offered as subscription-based or one-time payment options. Functionality encompasses data integration, cleansing, transformation, and profiling, serving various industry verticals such as banking, financial services, insurance (BFSI), healthcare, manufacturing, retail, telecom, energy, and education.

The data preparation software market research report is one of a series of new reports from The Business Research Company that provides data preparation software market statistics, including the data preparation software industry global market size, regional shares, competitors with data preparation software market share, detailed data preparation software market segments, market trends, and opportunities, and any further data you may need to thrive in the data preparation software industry. This data preparation software 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 software market size has grown strongly in recent years. It will grow from $1.52 billion in 2023 to $1.73 billion in 2024 at a compound annual growth rate (CAGR) of 13.9%. The expansion observed in the historical period can be credited to several factors such as surge in demand for data preparation tools driven by their necessity in advanced analytics and AI applications.

The data preparation software market size is expected to see strong growth in the next few years. It will grow to $52.59 billion in 2028 at a compound annual growth rate (CAGR) of 14.2%. The anticipated growth in the forecast period can be attributed to several key drivers. Firstly, the integration of AI and machine learning capabilities into data preparation software is expected to enhance efficiency and accuracy.

The escalating demand for self-service data preparation tools is poised to drive the growth of the data preparation software market. These tools empower users to manipulate and transform raw data into usable formats without requiring extensive technical expertise or IT intervention. The surge in demand is fueled by the increasing complexity and volume of data, coupled with the imperative for agility and accessibility in data analytics processes. Data preparation software providers cater to this demand by offering solutions that streamline data cleansing, integration, and enrichment, thereby fueling the need for user-friendly and efficient data preparation solutions. For example, Tidio's report in August 2021 highlighted that the global market for self-service technology reached $34 billion in 2022, with projections indicating a compound annual growth rate of nearly 14% from 2023 to 2030, reaching $92 billion by 2030. Hence, the escalating demand for self-service data preparation tools serves as a catalyst for the expansion of the data preparation software market.

Key players in the data preparation software market are focused on innovating advanced solutions to maintain a competitive edge. One notable example is the development of new IBM business analytics enterprise software aimed at dismantling data silos. This enterprise software assists organizations in consolidating data from disparate sources, enabling swift data-driven decision-making and adept management of unpredictable disruptions. IBM's launch of the business analytics enterprise software in November 2023 underscores its commitment to breaking down data silos and streamlining planning and analytics processes. Offering features such as data silo breakdown, business intelligence capabilities, and AI-powered planning, this platform empowers enterprises to embrace a more data-driven approach and foster streamlined planning and decision-making.

In February 2022, Alteryx Inc. strengthened its position in the data preparation software market by acquiring Trifacta Inc. This strategic acquisition aims to offer flexible deployment options across various cloud providers, enhance collaboration between IT and business teams, and deliver actionable insights. Trifacta Inc., known for its expertise in cloud data engineering and data preparation software, aligns with Alteryx's vision of providing robust data analytics automation platforms and facilitating seamless data-driven workflows.

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

North America was the largest region in the data preparation software market in 2023. The regions covered in the data preparation software market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa.

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

The data preparation software market consists of revenues earned by entities by providing services such as data cleansing, data integration, data wrangling, data enrichment, and data profiling. The market value includes the value of related goods sold by the service provider or included within the service offering. The data preparation software market also includes sales of servers, storage devices, networking equipment, and computing infrastructure. 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 Software 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 software 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 software ? 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 software 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 Type: Cloud Based; Web Based
  • 2) By Deployment: On-Premise; Hosted
  • 3) By Pricing Model: Subscription; One-Time
  • 4) By Functionality: Data Integration; Data Cleansing; Data Transformation; Data Profiling
  • 5) By Industry Vertical: Banking, Financial Services, And Insurance (BFSI); Healthcare; Manufacturing; Retail; Telecom; Energy; Education
  • Companies Mentioned: Amazon Web Services Inc.; Microsoft Corporation; International Business Machines Corporation; Oracle Corporation; Salesforce.com Inc.
  • 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 Software Market Characteristics

3. Data Preparation Software Market Trends And Strategies

4. Data Preparation Software 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 Software Market Size and Growth

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

6. Data Preparation Software Market Segmentation

  • 6.1. Global Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Cloud Based
  • Web Based
  • 6.2. Global Data Preparation Software Market, Segmentation By Deployment, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • On-Premise
  • Hosted
  • 6.3. Global Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Subscription
  • One-Time
  • 6.4. Global Data Preparation Software Market, Segmentation By Functionality, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Data Integration
  • Data Cleansing
  • Data Transformation
  • Data Profiling
  • 6.5. Global Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Banking, Financial Services, And Insurance (BFSI)
  • Healthcare
  • Manufacturing
  • Retail
  • Telecom
  • Energy
  • Education

7. Data Preparation Software Market Regional And Country Analysis

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

8. Asia-Pacific Data Preparation Software Market

  • 8.1. Asia-Pacific Data Preparation Software 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 Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 8.3. Asia-Pacific Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 8.4. Asia-Pacific Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

9. China Data Preparation Software Market

  • 9.1. China Data Preparation Software Market Overview
  • 9.2. China Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
  • 9.3. China Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
  • 9.4. China Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion

10. India Data Preparation Software Market

  • 10.1. India Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 10.2. India Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 10.3. India Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

11. Japan Data Preparation Software Market

  • 11.1. Japan Data Preparation Software Market Overview
  • 11.2. Japan Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 11.3. Japan Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 11.4. Japan Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

12. Australia Data Preparation Software Market

  • 12.1. Australia Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 12.2. Australia Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 12.3. Australia Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

13. Indonesia Data Preparation Software Market

  • 13.1. Indonesia Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 13.2. Indonesia Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 13.3. Indonesia Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

14. South Korea Data Preparation Software Market

  • 14.1. South Korea Data Preparation Software Market Overview
  • 14.2. South Korea Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 14.3. South Korea Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 14.4. South Korea Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

15. Western Europe Data Preparation Software Market

  • 15.1. Western Europe Data Preparation Software Market Overview
  • 15.2. Western Europe Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 15.3. Western Europe Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 15.4. Western Europe Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

16. UK Data Preparation Software Market

  • 16.1. UK Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 16.2. UK Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 16.3. UK Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

17. Germany Data Preparation Software Market

  • 17.1. Germany Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 17.2. Germany Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 17.3. Germany Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

18. France Data Preparation Software Market

  • 18.1. France Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 18.2. France Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 18.3. France Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

19. Italy Data Preparation Software Market

  • 19.1. Italy Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 19.2. Italy Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 19.3. Italy Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

20. Spain Data Preparation Software Market

  • 20.1. Spain Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 20.2. Spain Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 20.3. Spain Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

21. Eastern Europe Data Preparation Software Market

  • 21.1. Eastern Europe Data Preparation Software Market Overview
  • 21.2. Eastern Europe Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 21.3. Eastern Europe Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 21.4. Eastern Europe Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

22. Russia Data Preparation Software Market

  • 22.1. Russia Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 22.2. Russia Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 22.3. Russia Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

23. North America Data Preparation Software Market

  • 23.1. North America Data Preparation Software Market Overview
  • 23.2. North America Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 23.3. North America Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 23.4. North America Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

24. USA Data Preparation Software Market

  • 24.1. USA Data Preparation Software Market Overview
  • 24.2. USA Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 24.3. USA Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 24.4. USA Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

25. Canada Data Preparation Software Market

  • 25.1. Canada Data Preparation Software Market Overview
  • 25.2. Canada Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 25.3. Canada Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 25.4. Canada Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

26. South America Data Preparation Software Market

  • 26.1. South America Data Preparation Software Market Overview
  • 26.2. South America Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 26.3. South America Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 26.4. South America Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

27. Brazil Data Preparation Software Market

  • 27.1. Brazil Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 27.2. Brazil Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 27.3. Brazil Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

28. Middle East Data Preparation Software Market

  • 28.1. Middle East Data Preparation Software Market Overview
  • 28.2. Middle East Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 28.3. Middle East Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 28.4. Middle East Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

29. Africa Data Preparation Software Market

  • 29.1. Africa Data Preparation Software Market Overview
  • 29.2. Africa Data Preparation Software Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 29.3. Africa Data Preparation Software Market, Segmentation By Pricing Model, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 29.4. Africa Data Preparation Software Market, Segmentation By Industry Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

30. Data Preparation Software Market Competitive Landscape And Company Profiles

  • 30.1. Data Preparation Software Market Competitive Landscape
  • 30.2. Data Preparation Software 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. Salesforce.com Inc.
      • 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 Software Market Other Major And Innovative Companies

  • 31.1. SAS Institute Inc.
  • 31.2. SAP SE
  • 31.3. Hitachi Vantara Corporation
  • 31.4. NICE Ltd.
  • 31.5. Teradata Corporation
  • 31.6. Informatica Inc.
  • 31.7. Tibco Software Inc.
  • 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 Software Market Competitive Benchmarking

33. Global Data Preparation Software Market Competitive Dashboard

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

35. Data Preparation Software Market Future Outlook and Potential Analysis

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