ㅁ Add-on 가능: 고객의 요청에 따라 일정한 범위 내에서 Customization이 가능합니다. 자세한 사항은 문의해 주시기 바랍니다.
ㅁ 보고서에 따라 최신 정보로 업데이트하여 보내드립니다. 배송기일은 문의해 주시기 바랍니다.
한글목차
데이터 준비 도구 시장 규모는 향후 몇 년동안 22.8%의 연평균 복합 성장률(CAGR)로 2029년에는 218억 4,000만 달러에 달할 것으로 예측됩니다. 예측 기간 동안의 성장은 온디바이스 데이터 준비 작업에 대한 엣지 AI 채택, 데이터 준비 작업에 대한 AI 및 머신러닝 채택 증가, 셀프 서비스 데이터 준비 도구에 대한 수요 증가, 준비 프로세스에서 데이터 품질 및 거버넌스에 대한 요구 증가, 실시간 데이터 준비 기능에 대한 수요 증가에 기인합니다. 데이터 준비 기능 수요에 기인합니다. 예측 기간 동안 주요 동향으로는 기술 발전, 빅데이터 및 IoT 확대로 인한 확장성 높은 데이터 준비 솔루션에 대한 수요 증가, 팀 기반 데이터 준비 프로젝트에서 협업 기능, 분산된 데이터 준비 작업에서 협업 학습 접근 방식 채택, 데이터 준비 및 데이터 거버넌스 및 스튜어드십 플랫폼과의 통합 등을 들 수 있습니다.
급증하는 데이터 양은 데이터 준비 도구 시장의 확장을 촉진합니다. 데이터는 분석을 위해 수집된 원시적인 사실과 수치를 포함하며, 디지털화, 기술 발전, 커넥티드 디바이스의 급증에 힘입어 급성장하고 있습니다. 이러한 급격한 성장으로 인해 대규모 데이터 세트를 다루는 복잡성과 규모를 고려할 때, 분석을 위해 데이터를 효율적으로 세척, 변환, 정리하는 데이터 준비 도구의 사용이 필요합니다. 예를 들어, 리눅스 재단이 2022년 12월에 발표한 보고서에 따르면, 평균적인 최종 사용자 조직에서 데이터 저장 용량이 매년 크게 증가하고 있으며, 데이터의 현저한 증가 추세가 뚜렷하게 나타나고 있습니다. 이러한 데이터 양 증가는 생성되는 방대한 양의 데이터를 관리하고 활용하는 데 있어 데이터 준비 도구의 역할이 얼마나 중요한지 강조하고 있습니다.
데이터 준비 도구 시장의 주요 기업들은 데이터 처리 작업을 효율화할 수 있는 혁신적인 기술 개발을 우선순위에 두고 있으며, SnapLogic이 2023년 8월에 발표한 인공지능(AI) 생성 도구인 SnapGPT는 인공지능을 활용하여 데이터 파이프라인 생성 및 통합 작업에 빠르고 직관적인 접근 방식을 제공합니다. SnapGPT는 텍스트 인식, 이미지 인식, 음성 텍스트화 기능, 빠른 통합 프로토타이핑 등의 기능을 통해 사용자가 정확한 쿼리를 생성하고 다양한 형식의 데이터를 원활하게 변환할 수 있도록 도와줍니다. AI 기반 기능과 사용자 친화적인 기능의 통합은 데이터 통합 워크플로우의 효율성과 효과성을 향상시켜 데이터 중심 기업의 진화하는 요구에 부응합니다.
목차
제1장 주요 요약
제2장 시장 특징
제3장 시장 동향과 전략
제4장 시장 - 금리, 인플레이션, 지정학, 코로나, 회복이 시장에 미치는 영향을 포함한 거시경제 시나리오
제5장 세계의 성장 분석과 전략 분석 프레임워크
세계 데이터 준비 툴 PESTEL 분석(정치, 사회, 기술, 환경, 법적 요인, 성장 촉진요인 및 억제요인)
최종 이용 산업 분석
세계의 데이터 준비 툴 시장 : 성장률 분석
세계의 데이터 준비 툴 시장 실적 : 규모와 성장, 2019-2024
세계의 데이터 준비 툴 시장 예측 : 규모와 성장, 2024-2029, 2034F
세계 데이터 준비 툴 전체 시장(TAM)
제6장 시장 세분화
세계의 데이터 준비 툴 시장 : 플랫폼별, 분석과 예측, 2019-2024, 2024-2029F, 2034F
셀프서비스
데이터 통합
세계의 데이터 준비 툴 시장 : 전개 모드별, 분석과 예측, 2019-2024, 2024-2029F, 2034F
온프레미스
클라우드
세계의 데이터 준비 툴 시장 : 기능별, 분석과 예측, 2019-2024, 2024-2029F, 2034F
데이터 수집
데이터 카달로그화
데이터 품질
데이터 거버넌스
데이터 수집
데이터 큐레이션
세계의 데이터 준비 툴 시장 : 업계별, 분석과 예측, 2019-2024, 2024-2029F, 2034F
정보기술(IT) 및 통신
소매업 및 E-Commerce
은행, 금융서비스 및 보험(BFSI)
정부
헬스케어
에너지 및 유틸리티
운송
제조업
기타 업종
세계의 데이터 준비 툴 시장 : 셀프서비스별, 분석과 예측, 2019-2024, 2024-2029F, 2034F
데이터 랭글링
데이터 클렌징
데이터 변환
데이터 시각화
데이터 프로파일링
자동 데이터 준비
세계의 데이터 준비 툴 시장 데이터 통합별, 분석과 예측, 2019-2024, 2024-2029F, 2034F
데이터 집약
ETL(추출, 변환, 로드) 통합
데이터 파이프라인 관리
실시간 데이터 통합
클라우드 데이터 통합
데이터 마이그레이션 및 동기화
제7장 지역별/국가별 분석
세계의 데이터 준비 툴 시장 : 지역별, 분석과 예측, 2019-2024, 2024-2029F, 2034F
세계의 데이터 준비 툴 시장 : 국가별, 분석과 예측, 2019-2024, 2024-2029F, 2034F
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. Overview, Products and Services, Strategy and Financial Analysis
Microsoft Corporation Overview, Products and Services, Strategy and Financial Analysis
International Business Machines Corporation Overview, Products and Services, Strategy and Financial Analysis
Oracle Corporation Overview, Products and Services, Strategy and Financial Analysis
SAP SE Overview, Products and Services, Strategy and Financial Analysis
제31장 기타 주요 기업 및 혁신 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 세계 시장 경쟁 벤치마킹과 대시보드
제33장 주요 인수합병(M&A)
제34장 최근 시장 동향
제35장 시장 잠재력이 높은 국가, 부문, 전략
데이터 준비 툴 시장(2029년) : 새로운 기회를 제공하는 국가
데이터 준비 툴 시장(2029년) : 새로운 기회를 제공하는 부문
데이터 준비 툴 시장(2029년) : 성장 전략
시장 동향에 근거한 전략
경쟁 전략
제36장 부록
LSH
영문 목차
영문목차
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 $7.79 billion in 2024 to $9.59 billion in 2025 at a compound annual growth rate (CAGR) of 23.2%. The growth in the historic period can be attributed to the increasing complexity of data formats and sources driving tool sophistication, growth of data preparation as a service (DPaaS) offerings, use of data virtualization technology in preparation processes, development of industry-specific data preparation solutions, 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 $21.84 billion in 2029 at a compound annual growth rate (CAGR) of 22.8%. The growth in the forecast period can be attributed to adoption of edge AI for on-device data preparation tasks, increasing adoption of AI and machine learning for data preparation tasks, growing demand for self-service data preparation tools, rising need for data quality and governance in preparation processes, demand for real-time data preparation capabilities. Major trends in the forecast period include technological advancements, expansion of big data and IoT driving demand for scalable data preparation solutions, collaboration features for team-based data preparation projects, adoption of federated learning approaches for distributed data preparation tasks, integration of data preparation with data governance and stewardship platforms.
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 2024. 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 2025 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.
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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 forecasts are made after considering the major factors currently impacting the market. These include the Russia-Ukraine war, rising inflation, higher interest rates, and the legacy of the COVID-19 pandemic.
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
Subsegments:
1) By Self-Service: Data Wrangling; Data Cleansing; Data Transformation; Data Visualization; Data Profiling; Automated Data Preparation
2) By Data Integration: Data Aggregation; ETL (Extract, Transform, Load) Integration; Data Pipeline Management; Real-time Data Integration; Cloud Data Integration; Data Migration And Synchronization
Companies Mentioned: Amazon Web Services Inc.; Microsoft Corporation; International Business Machines Corporation; Oracle Corporation; SAP SE
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 Including The Impact Of Interest Rates, Inflation, Geopolitics, Covid And Recovery On The Market
5. Global Data Preparation Tools Growth Analysis And Strategic Analysis Framework
5.1. Global Data Preparation Tools PESTEL Analysis (Political, Social, Technological, Environmental and Legal Factors, Drivers and Restraints)
5.2. Analysis Of End Use Industries
5.3. Global Data Preparation Tools Market Growth Rate Analysis
5.4. Global Data Preparation Tools Historic Market Size and Growth, 2019 - 2024, Value ($ Billion)
5.5. Global Data Preparation Tools Forecast Market Size and Growth, 2024 - 2029, 2034F, Value ($ Billion)
5.6. Global Data Preparation Tools Total Addressable Market (TAM)
6. Data Preparation Tools Market Segmentation
6.1. Global Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
Self-Service
Data Integration
6.2. Global Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
On-Premises
Cloud
6.3. Global Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ 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, 2019-2024, 2024-2029F, 2034F, $ 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
6.5. Global Data Preparation Tools Market, Sub-Segmentation Of Self-Service, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
Data Wrangling
Data Cleansing
Data Transformation
Data Visualization
Data Profiling
Automated Data Preparation
6.6. Global Data Preparation Tools Market, Sub-Segmentation Of Data Integration, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
Data Aggregation
ETL (Extract, Transform, Load) Integration
Data Pipeline Management
Real-time Data Integration
Cloud Data Integration
Data Migration And Synchronization
7. Data Preparation Tools Market Regional And Country Analysis
7.1. Global Data Preparation Tools Market, Split By Region, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
7.2. Global Data Preparation Tools Market, Split By Country, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
8. Asia-Pacific Data Preparation Tools Market
8.1. Asia-Pacific Data Preparation Tools Market Overview
Region Information, 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, 2019-2024, 2024-2029F, 2034F, $ Billion
8.3. Asia-Pacific Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
8.4. Asia-Pacific Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ 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, 2019-2024, 2024-2029F, 2034F,$ Billion
9.3. China Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
9.4. China Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
10. India Data Preparation Tools Market
10.1. India Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
10.2. India Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
10.3. India Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ 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, 2019-2024, 2024-2029F, 2034F, $ Billion
11.3. Japan Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
11.4. Japan Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
12. Australia Data Preparation Tools Market
12.1. Australia Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
12.2. Australia Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
12.3. Australia Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
13. Indonesia Data Preparation Tools Market
13.1. Indonesia Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
13.2. Indonesia Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
13.3. Indonesia Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ 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, 2019-2024, 2024-2029F, 2034F, $ Billion
14.3. South Korea Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
14.4. South Korea Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ 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, 2019-2024, 2024-2029F, 2034F, $ Billion
15.3. Western Europe Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
15.4. Western Europe Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
16. UK Data Preparation Tools Market
16.1. UK Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
16.2. UK Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
16.3. UK Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
17. Germany Data Preparation Tools Market
17.1. Germany Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
17.2. Germany Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
17.3. Germany Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
18. France Data Preparation Tools Market
18.1. France Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
18.2. France Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
18.3. France Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
19. Italy Data Preparation Tools Market
19.1. Italy Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
19.2. Italy Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
19.3. Italy Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
20. Spain Data Preparation Tools Market
20.1. Spain Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
20.2. Spain Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
20.3. Spain Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ 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, 2019-2024, 2024-2029F, 2034F, $ Billion
21.3. Eastern Europe Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
21.4. Eastern Europe Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
22. Russia Data Preparation Tools Market
22.1. Russia Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
22.2. Russia Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
22.3. Russia Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ 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, 2019-2024, 2024-2029F, 2034F, $ Billion
23.3. North America Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
23.4. North America Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ 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, 2019-2024, 2024-2029F, 2034F, $ Billion
24.3. USA Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
24.4. USA Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ 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, 2019-2024, 2024-2029F, 2034F, $ Billion
25.3. Canada Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
25.4. Canada Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ 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, 2019-2024, 2024-2029F, 2034F, $ Billion
26.3. South America Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
26.4. South America Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
27. Brazil Data Preparation Tools Market
27.1. Brazil Data Preparation Tools Market, Segmentation By Platform, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
27.2. Brazil Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
27.3. Brazil Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ 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, 2019-2024, 2024-2029F, 2034F, $ Billion
28.3. Middle East Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
28.4. Middle East Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ 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, 2019-2024, 2024-2029F, 2034F, $ Billion
29.3. Africa Data Preparation Tools Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
29.4. Africa Data Preparation Tools Market, Segmentation By Function, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ 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. Overview, Products and Services, Strategy and Financial Analysis
30.2.2. Microsoft Corporation Overview, Products and Services, Strategy and Financial Analysis
30.2.3. International Business Machines Corporation Overview, Products and Services, Strategy and Financial Analysis
30.2.4. Oracle Corporation Overview, Products and Services, Strategy and Financial Analysis
30.2.5. SAP SE Overview, Products and Services, Strategy and Financial Analysis
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 And Dashboard
33. Key Mergers And Acquisitions In The Data Preparation Tools Market
34. Recent Developments In The Data Preparation Tools Market
35. Data Preparation Tools Market High Potential Countries, Segments and Strategies
35.1 Data Preparation Tools Market In 2029 - Countries Offering Most New Opportunities
35.2 Data Preparation Tools Market In 2029 - Segments Offering Most New Opportunities
35.3 Data Preparation Tools Market In 2029 - Growth Strategies
