封面
市场调查报告书
商品编码
1390546

资料准备市场:2023-2028 年全球产业趋势、份额、规模、成长、机会与预测

Data Preparation Market: Global Industry Trends, Share, Size, Growth, Opportunity and Forecast 2023-2028

出版日期: | 出版商: IMARC | 英文 138 Pages | 商品交期: 2-3个工作天内

价格

抽象的

2022年全球资料准备市场规模达到46亿美元。展望未来, IMARC Group预计到2028年市场规模将达到137亿美元,2022-2028年复合年增长率(CAGR)为19.95%。

资料准备是指探索、组合、组织原始资料并将其建构成精选资料表的过程。它主要用于自助资料整合、科学与发现以及商业目的。它为组织提供一致且高品质的资料,以最大限度地发挥其情报潜力。它有助于标准化资料格式、丰富来源资料并消除异常值。由于它还有助于做出更好的业务决策、提高资料品质和修復错误,因此它在全球併购 (M&A) 活动中得到了广泛的应用。

资料准备市场趋势:

目前,不同组织产生的资料量显着增加。这与对即时消费者行为及其偏好的深入洞察和分析的需求不断增长相结合,成为促进全球资料分析软体需求的关键因素之一。资料准备确保资料的轻鬆互换、协作和分析。此外,由于它支援探索性分析、提高分析师生产力并改善组织资料使用,其应用正在不断增加,特别是在电信、资讯技术 (IT) 和零售业。除此之外,企业中自动化和云端技术的快速采用也促进了市场的成长。此外,领先的市场参与者正在将人工智慧 (AI) 和机器学习 (ML) 等先进技术与资料准备相结合,以读取、解释和扁平化复杂的资料结构。他们还专注于建立安全标准和指南以及追踪资料沿袭和使用的能力,这正在创造有利的市场前景。除此之外,冠状病毒病(COVID-19)的传播正在积极影响对资料准备软体的需求,以维护先前试验的大型资料表和受影响患者的追踪记录。

本报告回答的关键问题

  • 全球资料准备市场有多大?
  • 2023-2028年全球资料准备市场的预期成长率是多少?
  • 推动全球资料准备市场的关键因素是什么?
  • COVID-19 对全球资料准备市场有何影响?
  • 基于该平台的全球资料准备市场的细分情况如何?
  • 基于工具的全球资料准备市场的细分情况如何?
  • 基于部署模型的全球资料准备市场的细分是什么?
  • 根据企业规模,全球资料准备市场的细分情况如何?
  • 基于最终用户的全球资料准备市场的细分是什么?
  • 全球资料准备市场的关键区域有哪些?
  • 全球资料准备市场的主要参与者/公司有哪些?

目录

第一章:前言

第 2 章:范围与方法

  • 研究目的
  • 利害关係人
  • 资料来源
    • 主要资源
    • 二手资料
  • 市场预测
    • 自下而上的方法
    • 自上而下的方法
  • 预测方法

第 3 章:执行摘要

第 4 章:简介

  • 概述
  • 主要行业趋势

第 5 章:全球资料准备市场

  • 市场概况
  • 市场业绩
  • COVID-19 的影响
  • 市场预测

第 6 章:按平台分類的市场区隔

  • 自助服务
    • 市场走向
    • 市场预测
  • 数据整合
    • 市场走向
    • 市场预测

第 7 章:按工具划分市场

  • 数据采集
    • 市场走向
    • 市场预测
  • 资料编目
    • 市场走向
    • 市场预测
  • 数据品质
    • 市场走向
    • 市场预测
  • 资料治理
    • 市场走向
    • 市场预测
  • 资料摄取
    • 市场走向
    • 市场预测
  • 资料管理
    • 市场走向
    • 市场预测

第 8 章:依部署模式分類的市场

  • 本地
    • 市场走向
    • 市场预测
  • 基于云端
    • 市场走向
    • 市场预测

第 9 章:依企业规模分類的市场区隔

  • 中小企业 (SME)
    • 市场走向
    • 市场预测
  • 大型企业
    • 市场走向
    • 市场预测

第 10 章:最终用户的市场区隔

  • BFSI
    • 市场走向
    • 市场预测
  • 卫生保健
    • 市场走向
    • 市场预测
  • 零售与电子商务
    • 市场走向
    • 市场预测
  • 製造业
    • 市场走向
    • 市场预测
  • 能源和公用事业
    • 市场走向
    • 市场预测
  • 资讯科技和电信
    • 市场走向
    • 市场预测
  • 运输
    • 市场走向
    • 市场预测
  • 其他的
    • 市场走向
    • 市场预测

第 11 章:按地区分類的市场细分

  • 北美洲
    • 美国
      • 市场走向
      • 市场预测
    • 加拿大
      • 市场走向
      • 市场预测
  • 亚太
    • 中国
      • 市场走向
      • 市场预测
    • 日本
      • 市场走向
      • 市场预测
    • 印度
      • 市场走向
      • 市场预测
    • 韩国
      • 市场走向
      • 市场预测
    • 澳洲
      • 市场走向
      • 市场预测
    • 印尼
      • 市场走向
      • 市场预测
    • 其他的
      • 市场走向
      • 市场预测
  • 欧洲
    • 德国
      • 市场走向
      • 市场预测
    • 法国
      • 市场走向
      • 市场预测
    • 英国
      • 市场走向
      • 市场预测
    • 义大利
      • 市场走向
      • 市场预测
    • 西班牙
      • 市场走向
      • 市场预测
    • 俄罗斯
      • 市场走向
      • 市场预测
    • 其他的
      • 市场走向
      • 市场预测
  • 拉丁美洲
    • 巴西
      • 市场走向
      • 市场预测
    • 墨西哥
      • 市场走向
      • 市场预测
    • 其他的
      • 市场走向
      • 市场预测
  • 中东和非洲
    • 市场走向
    • 按国家/地区分類的市场细分
    • 市场预测

第 12 章:SWOT 分析

  • 概述
  • 优势
  • 弱点
  • 机会
  • 威胁

第 13 章:价值链分析

第 14 章:波特五力分析

  • 概述
  • 买家的议价能力
  • 供应商的议价能力
  • 竞争程度
  • 新进入者的威胁
  • 替代品的威胁

第 15 章:价格分析

第16章:竞争格局

  • 市场结构
  • 关键参与者
  • 关键参与者简介
    • Altair Engineering Inc.
    • Alteryx Inc.
    • Informatica
    • International Business Machines Corporation
    • Microsoft Corporation
    • MicroStrategy Incorporated
    • Oracle Corporation
    • Qlik
    • SAP SE
    • SAS Institute Inc.
    • Tableau Software LLC (Salesforce.com Inc.)
    • TIBCO Software Inc.
Product Code: SR112023A4339

Abstract

The global data preparation market size reached US$ 4.6 Billion in 2022. Looking forward, IMARC Group expects the market to reach US$ 13.7 Billion by 2028, exhibiting a growth rate (CAGR) of 19.95% during 2022-2028.

Data preparation refers to the process of exploring, combining, organizing, and structuring raw data into curated datasheets. It is mainly used for self-service data integration, science and discovery, and business purposes. It provides consistent and high-quality data to organizations for maximizing their intelligence potential. It assists in standardizing data formats, enriching source data, and removing outliers. As it also aids in making better business decisions, improving data quality, and fixing errors, it finds extensive applications during mergers and acquisitions (M&A) activities worldwide.

Data Preparation Market Trends:

Presently, there is a considerable rise in the volume of data generated by different organizations. This, in confluence with the growing need for profound insights and analysis of consumer behavior and their preferences in real-time, represents one of the key factors catalyzing the demand for data analytics software around the world. Data preparation ensures easy interchangeability, collaboration, and profiling of data. Moreover, as it empowers exploratory analytics, increases analyst productivity, and improves organizational data usage, its application is increasing, especially among telecom, information technology (IT) and retail sectors. Apart from this, the rapid adoption of automation and cloud technologies in enterprises is also contributing to market growth. Furthermore, leading market players are integrating advanced technologies, such as artificial intelligence (AI) and machine learning (ML), with data preparation to read, interpret, and flatten complex data structures. They are also focusing on establishing standards and guidelines for security and their ability to track data lineage and usage, which is creating a favorable market outlook. Besides this, the spread of coronavirus disease (COVID-19) is positively influencing the demand for data preparation software to maintain large datasheets of previous trials and track records of affected patients.

Key Market Segmentation:

IMARC Group provides an analysis of the key trends in each sub-segment of the global data preparation market report, along with forecasts at the global, regional and country level from 2023-2028. Our report has categorized the market based on platform, tools, deployment model, enterprise size and end user.

Breakup by Platform:

Self-Service

Data Integration

Breakup by Tools:

Data Collection

Data Cataloguing

Data Quality

Data Governance

Data Ingestion

Data Curation

Breakup by Deployment Model:

On-premises

Cloud-based

Breakup by Enterprise Size:

Small and Medium-sized Enterprises (SMEs)

Large Enterprises

Breakup by End User:

BFSI

Healthcare

Retail and E-Commerce

Manufacturing

Energy and Utilities

IT and Telecommunication

Transportation

Others

Breakup by Region:

North America

United States

Canada

Asia-Pacific

China

Japan

India

South Korea

Australia

Indonesia

Others

Europe

Germany

France

United Kingdom

Italy

Spain

Russia

Others

Latin America

Brazil

Mexico

Others

Middle East and Africa

Competitive Landscape:

The competitive landscape of the industry has also been examined along with the profiles of the key players being Altair Engineering Inc., Alteryx Inc., Informatica, International Business Machines Corporation, Microsoft Corporation, MicroStrategy Incorporated, Oracle Corporation, Qlik, SAP SE, SAS Institute Inc., Tableau Software LLC (Salesforce.com Inc.) and TIBCO Software Inc.

Key Questions Answered in This Report

  • 1. How big is the global data preparation market?
  • 2. What is the expected growth rate of the global data preparation market during 2023-2028?
  • 3. What are the key factors driving the global data preparation market?
  • 4. What has been the impact of COVID-19 on the global data preparation market?
  • 5. What is the breakup of the global data preparation market based on the platform?
  • 6. What is the breakup of the global data preparation market based on the tools?
  • 7. What is the breakup of the global data preparation market based on the deployment model?
  • 8. What is the breakup of the global data preparation market based on the enterprise size?
  • 9. What is the breakup of the global data preparation market based on the end user?
  • 10. What are the key regions in the global data preparation market?
  • 11. Who are the key players/companies in the global data preparation market?

Table of Contents

1 Preface

2 Scope and Methodology

  • 2.1 Objectives of the Study
  • 2.2 Stakeholders
  • 2.3 Data Sources
    • 2.3.1 Primary Sources
    • 2.3.2 Secondary Sources
  • 2.4 Market Estimation
    • 2.4.1 Bottom-Up Approach
    • 2.4.2 Top-Down Approach
  • 2.5 Forecasting Methodology

3 Executive Summary

4 Introduction

  • 4.1 Overview
  • 4.2 Key Industry Trends

5 Global Data Preparation Market

  • 5.1 Market Overview
  • 5.2 Market Performance
  • 5.3 Impact of COVID-19
  • 5.4 Market Forecast

6 Market Breakup by Platform

  • 6.1 Self-Service
    • 6.1.1 Market Trends
    • 6.1.2 Market Forecast
  • 6.2 Data Integration
    • 6.2.1 Market Trends
    • 6.2.2 Market Forecast

7 Market Breakup by Tools

  • 7.1 Data Collection
    • 7.1.1 Market Trends
    • 7.1.2 Market Forecast
  • 7.2 Data Cataloguing
    • 7.2.1 Market Trends
    • 7.2.2 Market Forecast
  • 7.3 Data Quality
    • 7.3.1 Market Trends
    • 7.3.2 Market Forecast
  • 7.4 Data Governance
    • 7.4.1 Market Trends
    • 7.4.2 Market Forecast
  • 7.5 Data Ingestion
    • 7.5.1 Market Trends
    • 7.5.2 Market Forecast
  • 7.6 Data Curation
    • 7.6.1 Market Trends
    • 7.6.2 Market Forecast

8 Market Breakup by Deployment Model

  • 8.1 On-premises
    • 8.1.1 Market Trends
    • 8.1.2 Market Forecast
  • 8.2 Cloud-based
    • 8.2.1 Market Trends
    • 8.2.2 Market Forecast

9 Market Breakup by Enterprise Size

  • 9.1 Small and Medium-sized Enterprises (SMEs)
    • 9.1.1 Market Trends
    • 9.1.2 Market Forecast
  • 9.2 Large Enterprises
    • 9.2.1 Market Trends
    • 9.2.2 Market Forecast

10 Market Breakup by End User

  • 10.1 BFSI
    • 10.1.1 Market Trends
    • 10.1.2 Market Forecast
  • 10.2 Healthcare
    • 10.2.1 Market Trends
    • 10.2.2 Market Forecast
  • 10.3 Retail and E-Commerce
    • 10.3.1 Market Trends
    • 10.3.2 Market Forecast
  • 10.4 Manufacturing
    • 10.4.1 Market Trends
    • 10.4.2 Market Forecast
  • 10.5 Energy and Utilities
    • 10.5.1 Market Trends
    • 10.5.2 Market Forecast
  • 10.6 IT and Telecommunication
    • 10.6.1 Market Trends
    • 10.6.2 Market Forecast
  • 10.7 Transportation
    • 10.7.1 Market Trends
    • 10.7.2 Market Forecast
  • 10.8 Others
    • 10.8.1 Market Trends
    • 10.8.2 Market Forecast

11 Market Breakup by Region

  • 11.1 North America
    • 11.1.1 United States
      • 11.1.1.1 Market Trends
      • 11.1.1.2 Market Forecast
    • 11.1.2 Canada
      • 11.1.2.1 Market Trends
      • 11.1.2.2 Market Forecast
  • 11.2 Asia-Pacific
    • 11.2.1 China
      • 11.2.1.1 Market Trends
      • 11.2.1.2 Market Forecast
    • 11.2.2 Japan
      • 11.2.2.1 Market Trends
      • 11.2.2.2 Market Forecast
    • 11.2.3 India
      • 11.2.3.1 Market Trends
      • 11.2.3.2 Market Forecast
    • 11.2.4 South Korea
      • 11.2.4.1 Market Trends
      • 11.2.4.2 Market Forecast
    • 11.2.5 Australia
      • 11.2.5.1 Market Trends
      • 11.2.5.2 Market Forecast
    • 11.2.6 Indonesia
      • 11.2.6.1 Market Trends
      • 11.2.6.2 Market Forecast
    • 11.2.7 Others
      • 11.2.7.1 Market Trends
      • 11.2.7.2 Market Forecast
  • 11.3 Europe
    • 11.3.1 Germany
      • 11.3.1.1 Market Trends
      • 11.3.1.2 Market Forecast
    • 11.3.2 France
      • 11.3.2.1 Market Trends
      • 11.3.2.2 Market Forecast
    • 11.3.3 United Kingdom
      • 11.3.3.1 Market Trends
      • 11.3.3.2 Market Forecast
    • 11.3.4 Italy
      • 11.3.4.1 Market Trends
      • 11.3.4.2 Market Forecast
    • 11.3.5 Spain
      • 11.3.5.1 Market Trends
      • 11.3.5.2 Market Forecast
    • 11.3.6 Russia
      • 11.3.6.1 Market Trends
      • 11.3.6.2 Market Forecast
    • 11.3.7 Others
      • 11.3.7.1 Market Trends
      • 11.3.7.2 Market Forecast
  • 11.4 Latin America
    • 11.4.1 Brazil
      • 11.4.1.1 Market Trends
      • 11.4.1.2 Market Forecast
    • 11.4.2 Mexico
      • 11.4.2.1 Market Trends
      • 11.4.2.2 Market Forecast
    • 11.4.3 Others
      • 11.4.3.1 Market Trends
      • 11.4.3.2 Market Forecast
  • 11.5 Middle East and Africa
    • 11.5.1 Market Trends
    • 11.5.2 Market Breakup by Country
    • 11.5.3 Market Forecast

12 SWOT Analysis

  • 12.1 Overview
  • 12.2 Strengths
  • 12.3 Weaknesses
  • 12.4 Opportunities
  • 12.5 Threats

13 Value Chain Analysis

14 Porters Five Forces Analysis

  • 14.1 Overview
  • 14.2 Bargaining Power of Buyers
  • 14.3 Bargaining Power of Suppliers
  • 14.4 Degree of Competition
  • 14.5 Threat of New Entrants
  • 14.6 Threat of Substitutes

15 Price Analysis

16 Competitive Landscape

  • 16.1 Market Structure
  • 16.2 Key Players
  • 16.3 Profiles of Key Players
    • 16.3.1 Altair Engineering Inc.
      • 16.3.1.1 Company Overview
      • 16.3.1.2 Product Portfolio
      • 16.3.1.3 Financials
    • 16.3.2 Alteryx Inc.
      • 16.3.2.1 Company Overview
      • 16.3.2.2 Product Portfolio
      • 16.3.2.3 Financials
    • 16.3.3 Informatica
      • 16.3.3.1 Company Overview
      • 16.3.3.2 Product Portfolio
    • 16.3.4 International Business Machines Corporation
      • 16.3.4.1 Company Overview
      • 16.3.4.2 Product Portfolio
      • 16.3.4.3 Financials
      • 16.3.4.4 SWOT Analysis
    • 16.3.5 Microsoft Corporation
      • 16.3.5.1 Company Overview
      • 16.3.5.2 Product Portfolio
      • 16.3.5.3 Financials
      • 16.3.5.4 SWOT Analysis
    • 16.3.6 MicroStrategy Incorporated
      • 16.3.6.1 Company Overview
      • 16.3.6.2 Product Portfolio
      • 16.3.6.3 Financials
      • 16.3.6.4 SWOT Analysis
    • 16.3.7 Oracle Corporation
      • 16.3.7.1 Company Overview
      • 16.3.7.2 Product Portfolio
      • 16.3.7.3 Financials
      • 16.3.7.4 SWOT Analysis
    • 16.3.8 Qlik
      • 16.3.8.1 Company Overview
      • 16.3.8.2 Product Portfolio
    • 16.3.9 SAP SE
      • 16.3.9.1 Company Overview
      • 16.3.9.2 Product Portfolio
      • 16.3.9.3 Financials
      • 16.3.9.4 SWOT Analysis
    • 16.3.10 SAS Institute Inc.
      • 16.3.10.1 Company Overview
      • 16.3.10.2 Product Portfolio
      • 16.3.10.3 SWOT Analysis
    • 16.3.11 Tableau Software LLC (Salesforce.com Inc.)
      • 16.3.11.1 Company Overview
      • 16.3.11.2 Product Portfolio
    • 16.3.12 TIBCO Software Inc.
      • 16.3.12.1 Company Overview
      • 16.3.12.2 Product Portfolio
      • 16.3.12.3 SWOT Analysis

List of Figures

  • Figure 1: Global: Data Preparation Market: Major Drivers and Challenges
  • Figure 2: Global: Data Preparation Market: Sales Value (in Billion US$), 2017-2022
  • Figure 3: Global: Data Preparation Market Forecast: Sales Value (in Billion US$), 2023-2028
  • Figure 4: Global: Data Preparation Market: Breakup by Platform (in %), 2022
  • Figure 5: Global: Data Preparation Market: Breakup by Tools (in %), 2022
  • Figure 6: Global: Data Preparation Market: Breakup by Deployment Model (in %), 2022
  • Figure 7: Global: Data Preparation Market: Breakup by Enterprise Size (in %), 2022
  • Figure 8: Global: Data Preparation Market: Breakup by End User (in %), 2022
  • Figure 9: Global: Data Preparation Market: Breakup by Region (in %), 2022
  • Figure 10: Global: Data Preparation (Self-Service) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 11: Global: Data Preparation (Self-Service) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 12: Global: Data Preparation (Data Integration) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 13: Global: Data Preparation (Data Integration) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 14: Global: Data Preparation (Data Collection) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 15: Global: Data Preparation (Data Collection) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 16: Global: Data Preparation (Data Cataloguing) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 17: Global: Data Preparation (Data Cataloguing) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 18: Global: Data Preparation (Data Quality) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 19: Global: Data Preparation (Data Quality) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 20: Global: Data Preparation (Data Governance) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 21: Global: Data Preparation (Data Governance) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 22: Global: Data Preparation (Data Ingestion) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 23: Global: Data Preparation (Data Ingestion) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 24: Global: Data Preparation (Data Curation) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 25: Global: Data Preparation (Data Curation) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 26: Global: Data Preparation (On-premises) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 27: Global: Data Preparation (On-premises) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 28: Global: Data Preparation (Cloud-based) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 29: Global: Data Preparation (Cloud-based) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 30: Global: Data Preparation (Small and Medium-sized Enterprises-SMEs) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 31: Global: Data Preparation (Small and Medium-sized Enterprises-SMEs) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 32: Global: Data Preparation (Large Enterprises) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 33: Global: Data Preparation (Large Enterprises) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 34: Global: Data Preparation (BFSI) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 35: Global: Data Preparation (BFSI) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 36: Global: Data Preparation (Healthcare) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 37: Global: Data Preparation (Healthcare) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 38: Global: Data Preparation (Retail and E-Commerce) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 39: Global: Data Preparation (Retail and E-Commerce) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 40: Global: Data Preparation (Manufacturing) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 41: Global: Data Preparation (Manufacturing) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 42: Global: Data Preparation (Energy and Utilities) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 43: Global: Data Preparation (Energy and Utilities) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 44: Global: Data Preparation (IT and Telecommunication) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 45: Global: Data Preparation (IT and Telecommunication) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 46: Global: Data Preparation (Transportation) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 47: Global: Data Preparation (Transportation) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 48: Global: Data Preparation (Other End Use Industries) Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 49: Global: Data Preparation (Other End Use Industries) Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 50: North America: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 51: North America: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 52: United States: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 53: United States: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 54: Canada: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 55: Canada: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 56: Asia-Pacific: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 57: Asia-Pacific: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 58: China: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 59: China: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 60: Japan: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 61: Japan: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 62: India: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 63: India: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 64: South Korea: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 65: South Korea: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 66: Australia: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 67: Australia: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 68: Indonesia: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 69: Indonesia: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 70: Others: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 71: Others: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 72: Europe: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 73: Europe: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 74: Germany: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 75: Germany: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 76: France: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 77: France: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 78: United Kingdom: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 79: United Kingdom: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 80: Italy: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 81: Italy: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 82: Spain: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 83: Spain: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 84: Russia: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 85: Russia: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 86: Others: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 87: Others: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 88: Latin America: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 89: Latin America: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 90: Brazil: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 91: Brazil: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 92: Mexico: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 93: Mexico: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 94: Others: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 95: Others: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 96: Middle East and Africa: Data Preparation Market: Sales Value (in Million US$), 2017 & 2022
  • Figure 97: Middle East and Africa: Data Preparation Market: Breakup by Country (in %), 2022
  • Figure 98: Middle East and Africa: Data Preparation Market Forecast: Sales Value (in Million US$), 2023-2028
  • Figure 99: Global: Data Preparation Industry: SWOT Analysis
  • Figure 100: Global: Data Preparation Industry: Value Chain Analysis
  • Figure 101: Global: Data Preparation Industry: Porter's Five Forces Analysis

List of Tables

  • Table 1: Global: Data Preparation Market: Key Industry Highlights, 2022 and 2028
  • Table 2: Global: Data Preparation Market Forecast: Breakup by Platform (in Million US$), 2023-2028
  • Table 3: Global: Data Preparation Market Forecast: Breakup by Tools (in Million US$), 2023-2028
  • Table 4: Global: Data Preparation Market Forecast: Breakup by Deployment Model (in Million US$), 2023-2028
  • Table 5: Global: Data Preparation Market Forecast: Breakup by Enterprise Size (in Million US$), 2023-2028
  • Table 6: Global: Data Preparation Market Forecast: Breakup by End User (in Million US$), 2023-2028
  • Table 7: Global: Data Preparation Market Forecast: Breakup by Region (in Million US$), 2023-2028
  • Table 8: Global: Data Preparation Market: Competitive Structure
  • Table 9: Global: Data Preparation Market: Key Players