시장보고서
상품코드
1484761

세계의 데이터 클리닝 툴 시장 보고서(2024년)

Data Cleaning Tools Global Market Report 2024

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

    
    
    


■ Add-on 가능: 고객의 요청에 따라 일정한 범위 내에서 Customization이 가능합니다. 자세한 사항은 문의해 주시기 바랍니다.
■ 보고서에 따라 최신 정보로 업데이트하여 보내드립니다. 배송기일은 문의해 주시기 바랍니다.

데이터 클리닝 툴 시장 규모는 향후 수년간 급성장이 전망됩니다. 2028년 연간 평균 성장률(CAGR)은 17.0%로, 58억 달러로 성장합니다. 예측 기간 중의 성장은 데이터 복잡성 증가, 클라우드 기반 솔루션 증가, 실시간 데이터 처리 기능의 필요성, 사이버 보안에 대한 우려 증가, 예측 분석 구상의 확대 등 여러 가지 요인에 기인합니다.

데이터의 급증하는 양은 데이터 클리닝 툴 시장의 성장을 가속합니다. 데이터는 처리를 위해 툴에 입력되는 원시 정보 및 기록으로 구성되며, 디지털 플랫폼의 사용 확대, 연결된 장비의 급증, 데이터 소스 증가로 인해 급증하고 있습니다. 데이터 세트가 커짐에 따라 다양한 데이터 유형, 형식, 구조가 포함되면서 데이터 품질과 일관성을 유지하는 것이 과제로 대두되고 있습니다. 데이터 클리닝 툴은 데이터 내의 불완전성, 불일치, 부정확성을 감지하고 수정함으로써 이러한 복잡성을 관리하는 데 중요한 역할을 합니다. 예를 들어 SODA 재단의 보고서에 따르면 2021년 269테라바이트에서 2022년 924테라바이트로 데이터 증가가 급증할 것으로 예상됨에 따라 데이터 클리닝 툴은 데이터 증가로 인한 문제를 해결하는 데 매우 중요한 역할을 합니다.

데이터 클리닝 툴 시장의 주요 업체들은 경쟁에서 우위를 점하기 위해 실시간 자동 데이터 클리닝 툴와 같은 첨단 솔루션을 적극적으로 개발하고 있습니다. 실시간 자동 데이터 클리닝 툴은 규칙 기반 알고리즘과 머신러닝 기술을 활용하여 지속적으로 생성되는 데이터 스트림에서 오류, 불일치, 중복 및 부정확성을 식별하고 수정합니다. 예를 들어 GetWizer는 2021년 11월에 실시간 자동 데이터 클리닝 툴을 제공하기 시작했으며, 머신비전 알고리즘을 활용하여 이미지 기반 응답을 분석하고 자동으로 분류하여 설문 조사 과정의 효율성을 향상시킵니다. 이 혁신적인 데이터 클렌징 기술은 GetWizer 플랫폼의 최근 기능 강화와 함께 종합적인 소비자 조사 플랫폼으로 자리매김하고 있습니다.

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

제6장 시장 세분화

  • 세계의 데이터 클리닝 툴 시장 : 데이터 유형별, 실적과 예측, 2018-2023, 2023-2028F, 2033F
  • 오디오
  • 스피치와 음성
  • 영상
  • 텍스트
  • 비디오
  • 세계의 데이터 클리닝 툴 시장 : 유형별, 실적과 예측, 2018-2023, 2023-2028F, 2033F
  • 클라우드 기반
  • 온프레미스
  • 세계의 데이터 클리닝 툴 시장 : 용도별, 실적과 예측, 2018-2023, 2023-2028F, 2033F
  • 중소기업
  • 대기업

제7장 지역별·국가별 분석

  • 세계의 데이터 클리닝 툴 시장 : 지역별, 실적과 예측, 2018-2023, 2023-2028F, 2033F
  • 세계의 데이터 클리닝 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 클리닝 툴 시장 : 경쟁 구도
  • 데이터 클리닝 툴 시장 : 기업 개요
    • International Business Machines Corporation
    • Oracle Corporation
    • SAP SE
    • Experian Information Solutions Inc.
    • SAS Institute Inc.

제31장 기타 대기업과 혁신적 기업

  • Informatica LLC
  • TIBCO Software Inc.
  • Alteryx Inc.
  • Precisely Holdings LLC
  • Talend Inc.
  • Domo Inc.
  • DataRobot Inc.
  • Sisense Inc.
  • Melissa Inc.
  • Datameer Inc.
  • Astera Software Inc.
  • Symphonic Source Inc.
  • ClicData Inc.
  • WinPure
  • DataLadder

제32장 경쟁 벤치마킹

제33장 경쟁 대시보드

제34장 주요 합병과 인수

제35장 전망과 잠재적 분석

제36장 부록

KSA 24.05.31

Data cleaning tools are software applications or programs specifically developed to identify, rectify, or eliminate errors, inconsistencies, and inaccuracies present in datasets. By doing so, these tools ensure that datasets are accurate, consistent, and reliable for analysis or other purposes, thereby reducing manual effort and minimizing errors. Utilizing data cleaning tools allows organizations to efficiently manage and maintain high-quality data, ultimately enhancing decision-making processes, insights generation, and overall operational efficiency.

Data cleaning tools encompass various types of data, including audio, speech, voice, images, text, and video. Among these, audio data cleaning tools are specifically tailored solutions aimed at cleaning, processing, and analyzing audio files, such as recordings, music tracks, or sound clips. These tools come in various forms, including cloud-based and on-premises solutions, catering to the needs of diverse applications across small and medium enterprises as well as large enterprises.

The data cleaning tools market research report is one of a series of new reports from The Business Research Company that provides data cleaning tools market statistics, including the data cleaning tools industry global market size, regional shares, competitors with data cleaning tools market share, detailed data cleaning tools market segments, market trends, and opportunities, and any further data you may need to thrive in the data cleaning tools industry. This data cleaning 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 cleaning tools market size has grown rapidly in recent years. It will grow from $2.65 billion in 2023 to $3.09 billion in 2024 at a compound annual growth rate (CAGR) of 16.6%. The expansion witnessed in the historical period can be attributed to several factors, including the surge in data volumes generated by organizations, the proliferation of e-commerce and digital marketing activities, heightened awareness regarding the repercussions of poor data quality, intensified competition among enterprises, and a greater emphasis on enhancing customer experience. These factors collectively contributed to the growth of the data cleaning tools market during this period.

The data cleaning tools market size is expected to see rapid growth in the next few years. It will grow to $5.80 billion in 2028 at a compound annual growth rate (CAGR) of 17.0%. Anticipated growth in the forecast period can be ascribed to several factors, including the escalating complexity of data, the rising uptake of cloud-based solutions, the need for real-time data processing capabilities, mounting concerns surrounding cybersecurity, and the expansion of predictive analytics initiatives.

The burgeoning volume of data is poised to propel the growth of the data-cleaning tools market. Data, comprising raw information or records entered into tools for processing, is witnessing a surge fueled by the expanded use of digital platforms, the proliferation of connected devices, and the multiplication of data sources. As datasets grow larger, they encompass various data types, formats, and structures, posing challenges in maintaining data quality and consistency. Data cleaning tools play a critical role in managing this complexity by detecting and rectifying imperfections, inconsistencies, and inaccuracies within the data. For instance, data growth soared to 924 terabytes in 2022 from 269 terabytes in 2021, as reported by the SODA Foundation, underscoring the pivotal role of data cleaning tools in addressing the challenges posed by escalating data volumes.

Key players in the data cleaning tools market are actively developing advanced solutions, such as real-time automated data cleaning tools, to stay ahead in the competitive landscape. Real-time automated data cleaning tools utilize rule-based algorithms and machine learning techniques to identify and rectify errors, inconsistencies, duplicates, and inaccuracies in constantly generated data streams. GetWizer, for example, launched real-time automated data cleaning tools in November 2021, leveraging machine vision algorithms to analyze image-based responses and automatically categorize them, enhancing the research process's efficiency. This innovative data cleansing technology, coupled with recent enhancements to the GetWizer platform, positions it as a comprehensive consumer research platform.

In January 2022, Alteryx Inc. bolstered its presence in the data cleansing tool market by acquiring Trifacta for $400 million. This strategic acquisition aims to augment Alteryx's capabilities in cloud analytics and fortify its position in the data cleansing tool market. Trifacta, renowned for its data-wrangling software facilitating self-service data preparation and cleansing, enhances Alteryx's portfolio, enabling it to cater to evolving customer needs and emerging trends in data management and analytics.

Major companies operating in the data cleaning tools market are International Business Machines Corporation, Oracle Corporation, SAP SE, Experian Information Solutions Inc., SAS Institute Inc., Informatica LLC, TIBCO Software Inc., Alteryx Inc., Precisely Holdings LLC, Talend Inc., Domo Inc., DataRobot Inc., Sisense Inc., Melissa Inc., Datameer Inc., Astera Software Inc., Symphonic Source Inc., ClicData Inc., WinPure, DataLadder, Akkio Inc., Integrate.io

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

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

The data cleaning tools market consists revenues earned by entities by providing services such as error detection and correction, data transformation, and data deduplication. The market value includes the value of related goods sold by the service provider or included within the service offering. The data cleaning tools market also includes sales of servers, storage systems, data processing units, 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 Cleaning 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 cleaning 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 cleaning 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 cleaning 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 Data Type: Audio; Speech And Voice; Image; Text; Video
  • 2) By Type: Cloud-Based; On-Premises
  • 3) By Application: Small And Medium Enterprises; Large Enterprises
  • Companies Mentioned: International Business Machines Corporation; Oracle Corporation; SAP SE; Experian Information Solutions Inc.; SAS Institute 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 Cleaning Tools Market Characteristics

3. Data Cleaning Tools Market Trends And Strategies

4. Data Cleaning 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 Cleaning Tools Market Size and Growth

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

6. Data Cleaning Tools Market Segmentation

  • 6.1. Global Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Audio
  • Speech And Voice
  • Image
  • Text
  • Video
  • 6.2. Global Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Cloud-Based
  • On-Premises
  • 6.3. Global Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Small And Medium Enterprises
  • Large Enterprises

7. Data Cleaning Tools Market Regional And Country Analysis

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

8. Asia-Pacific Data Cleaning Tools Market

  • 8.1. Asia-Pacific Data Cleaning 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 Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 8.3. Asia-Pacific Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 8.4. Asia-Pacific Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

9. China Data Cleaning Tools Market

  • 9.1. China Data Cleaning Tools Market Overview
  • 9.2. China Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
  • 9.3. China Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
  • 9.4. China Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion

10. India Data Cleaning Tools Market

  • 10.1. India Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 10.2. India Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 10.3. India Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

11. Japan Data Cleaning Tools Market

  • 11.1. Japan Data Cleaning Tools Market Overview
  • 11.2. Japan Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 11.3. Japan Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 11.4. Japan Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

12. Australia Data Cleaning Tools Market

  • 12.1. Australia Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 12.2. Australia Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 12.3. Australia Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

13. Indonesia Data Cleaning Tools Market

  • 13.1. Indonesia Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 13.2. Indonesia Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 13.3. Indonesia Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

14. South Korea Data Cleaning Tools Market

  • 14.1. South Korea Data Cleaning Tools Market Overview
  • 14.2. South Korea Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 14.3. South Korea Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 14.4. South Korea Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

15. Western Europe Data Cleaning Tools Market

  • 15.1. Western Europe Data Cleaning Tools Market Overview
  • 15.2. Western Europe Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 15.3. Western Europe Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 15.4. Western Europe Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

16. UK Data Cleaning Tools Market

  • 16.1. UK Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 16.2. UK Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 16.3. UK Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

17. Germany Data Cleaning Tools Market

  • 17.1. Germany Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 17.2. Germany Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 17.3. Germany Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

18. France Data Cleaning Tools Market

  • 18.1. France Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 18.2. France Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 18.3. France Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

19. Italy Data Cleaning Tools Market

  • 19.1. Italy Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 19.2. Italy Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 19.3. Italy Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

20. Spain Data Cleaning Tools Market

  • 20.1. Spain Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 20.2. Spain Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 20.3. Spain Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

21. Eastern Europe Data Cleaning Tools Market

  • 21.1. Eastern Europe Data Cleaning Tools Market Overview
  • 21.2. Eastern Europe Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 21.3. Eastern Europe Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 21.4. Eastern Europe Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

22. Russia Data Cleaning Tools Market

  • 22.1. Russia Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 22.2. Russia Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 22.3. Russia Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

23. North America Data Cleaning Tools Market

  • 23.1. North America Data Cleaning Tools Market Overview
  • 23.2. North America Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 23.3. North America Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 23.4. North America Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

24. USA Data Cleaning Tools Market

  • 24.1. USA Data Cleaning Tools Market Overview
  • 24.2. USA Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 24.3. USA Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 24.4. USA Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

25. Canada Data Cleaning Tools Market

  • 25.1. Canada Data Cleaning Tools Market Overview
  • 25.2. Canada Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 25.3. Canada Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 25.4. Canada Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

26. South America Data Cleaning Tools Market

  • 26.1. South America Data Cleaning Tools Market Overview
  • 26.2. South America Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 26.3. South America Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 26.4. South America Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

27. Brazil Data Cleaning Tools Market

  • 27.1. Brazil Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 27.2. Brazil Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 27.3. Brazil Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

28. Middle East Data Cleaning Tools Market

  • 28.1. Middle East Data Cleaning Tools Market Overview
  • 28.2. Middle East Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 28.3. Middle East Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 28.4. Middle East Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

29. Africa Data Cleaning Tools Market

  • 29.1. Africa Data Cleaning Tools Market Overview
  • 29.2. Africa Data Cleaning Tools Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 29.3. Africa Data Cleaning Tools Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 29.4. Africa Data Cleaning Tools Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

30. Data Cleaning Tools Market Competitive Landscape And Company Profiles

  • 30.1. Data Cleaning Tools Market Competitive Landscape
  • 30.2. Data Cleaning Tools Market Company Profiles
    • 30.2.1. International Business Machines Corporation
      • 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. Oracle 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. SAP SE
      • 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. Experian Information Solutions Inc.
      • 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. SAS Institute 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 Cleaning Tools Market Other Major And Innovative Companies

  • 31.1. Informatica LLC
  • 31.2. TIBCO Software Inc.
  • 31.3. Alteryx Inc.
  • 31.4. Precisely Holdings LLC
  • 31.5. Talend Inc.
  • 31.6. Domo Inc.
  • 31.7. DataRobot Inc.
  • 31.8. Sisense Inc.
  • 31.9. Melissa Inc.
  • 31.10. Datameer Inc.
  • 31.11. Astera Software Inc.
  • 31.12. Symphonic Source Inc.
  • 31.13. ClicData Inc.
  • 31.14. WinPure
  • 31.15. DataLadder

32. Global Data Cleaning Tools Market Competitive Benchmarking

33. Global Data Cleaning Tools Market Competitive Dashboard

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

35. Data Cleaning Tools Market Future Outlook and Potential Analysis

  • 35.1 Data Cleaning Tools Market In 2028 - Countries Offering Most New Opportunities
  • 35.2 Data Cleaning Tools Market In 2028 - Segments Offering Most New Opportunities
  • 35.3 Data Cleaning 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
비교리스트
0 건의 상품을 선택 중
상품 비교하기
전체삭제