查看購物車
  • Simplified Chinese
  • English
  • Japanese
  • Korean
封面
市場調查報告書
商品編碼
1390546

資料準備市場：2023-2028 年全球產業趨勢、佔有率、規模、成長、機會與預測

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個工作天內

價格

概要

2022年全球資料準備市場規模達到46億美元。展望未來， IMARC Group預計到2028年市場規模將達到137億美元，2022-2028年複合年成長率（CAGR）為19.95%。

資料準備是指探索、組合、組織原始資料並將其建構成精選資料表的過程。它主要用於自助資料整合、科學與發現以及商業目的。它為組織提供一致且高品質的資料，以最大限度地發揮其情報潛力。它有助於標準化資料格式、豐富來源資料並消除異常值。由於它還有助於做出更好的業務決策、提高資料品質和修復錯誤，因此它在全球併購 (M&A) 活動中得到了廣泛的應用。

資料準備市場趨勢：

目前，不同組織產生的資料量顯著增加。這與對即時消費者行為及其偏好的深入洞察和分析的需求不斷成長相結合，成為促進全球資料分析軟體需求的關鍵因素之一。資料準備確保資料的輕鬆互換、協作和分析。此外，由於它支援探索性分析、提高分析師生產力並改善組織資料使用，其應用正在不斷增加，特別是在電信、資訊技術 (IT) 和零售業。除此之外，企業中自動化和雲端技術的快速採用也促進了市場的成長。此外，領先的市場參與者正在將人工智慧 (AI) 和機器學習 (ML) 等先進技術與資料準備相結合，以讀取、解釋和扁平化複雜的資料結構。他們還專注於建立安全標準和指南以及追蹤資料沿襲和使用的能力，這正在創造有利的市場前景。除此之外，冠狀病毒病（COVID-19）的傳播正在積極影響對資料準備軟體的需求，以維護先前試驗的大型資料表和受影響患者的追蹤記錄。

本報告回答的關鍵問題

  • 全球資料準備市場有多大？
  • 2023-2028年全球資料準備市場的預期成長率是多少？
  • 推動全球資料準備市場的關鍵因素是什麼？
  • COVID-19 對全球資料準備市場有何影響？
  • 基於該平台的全球資料準備市場的詳細情形如何？
  • 基於工具的全球資料準備市場的詳細情形如何？
  • 基於部署模型的全球資料準備市場的細分是什麼？
  • 根據企業規模，全球資料準備市場的詳細情形如何？
  • 基於最終用戶的全球資料準備市場的細分是什麼？
  • 全球資料準備市場的關鍵區域有哪些？
  • 全球資料準備市場的主要參與者/公司有哪些？

目錄

第 1 章：前言

第 2 章：範圍與方法

  • 研究目的
  • 利害關係人
  • 資料來源
    • 主要資源
    • 二手資料
  • 市場預測
    • 自下而上的方法
    • 自上而下的方法
  • 預測方法

第 3 章：執行摘要

第 4 章：簡介

  • 概述
  • 主要行業趨勢

第 5 章：全球資料準備市場

  • 市場概況
  • 市場業績
  • COVID-19 的影響
  • 市場預測

第 6 章：按平台分類的市場區隔

  • 自助服務
    • 市場走向
    • 市場預測
  • 數據整合
    • 市場走向
    • 市場預測

第 7 章：按工具分類市場

  • 數據採集
    • 市場走向
    • 市場預測
  • 資料編目
    • 市場走向
    • 市場預測
  • 數據品質
    • 市場走向
    • 市場預測
  • 資料治理
    • 市場走向
    • 市場預測
  • 資料攝取
    • 市場走向
    • 市場預測
  • 資料管理
    • 市場走向
    • 市場預測

第 8 章：依部署模式分類的市場

  • 本地
    • 市場走向
    • 市場預測
  • 基於雲端
    • 市場走向
    • 市場預測

第 9 章：依企業規模分類的市場區隔

  • 中小企業 (SME)
    • 市場走向
    • 市場預測
  • 大型企業
    • 市場走向
    • 市場預測

第 10 章：最終用戶的市場區隔

  • BFSI
    • 市場走向
    • 市場預測
  • 衛生保健
    • 市場走向
    • 市場預測
  • 零售與電子商務
    • 市場走向
    • 市場預測
  • 製造業
    • 市場走向
    • 市場預測
  • 能源和公用事業
    • 市場走向
    • 市場預測
  • 資訊科技和電信
    • 市場走向
    • 市場預測
  • 運輸
    • 市場走向
    • 市場預測
  • 其他
    • 市場走向
    • 市場預測

第 11 章：按地區分類的市場細分

  • 北美洲
    • 美國
      • 市場走向
      • 市場預測
    • 加拿大
      • 市場走向
      • 市場預測
  • 亞太
    • 中國
      • 市場走向
      • 市場預測
    • 日本
      • 市場走向
      • 市場預測
    • 印度
      • 市場走向
      • 市場預測
    • 韓國
      • 市場走向
      • 市場預測
    • 澳洲
      • 市場走向
      • 市場預測
    • 印尼
      • 市場走向
      • 市場預測
    • 其他
      • 市場走向
      • 市場預測
  • 歐洲
    • 德國
      • 市場走向
      • 市場預測
    • 法國
      • 市場走向
      • 市場預測
    • 英國
      • 市場走向
      • 市場預測
    • 義大利
      • 市場走向
      • 市場預測
    • 西班牙
      • 市場走向
      • 市場預測
    • 俄羅斯
      • 市場走向
      • 市場預測
    • 其他
      • 市場走向
      • 市場預測
  • 拉丁美洲
    • 巴西
      • 市場走向
      • 市場預測
    • 墨西哥
      • 市場走向
      • 市場預測
    • 其他
      • 市場走向
      • 市場預測
  • 中東和非洲
    • 市場走向
    • 按國家/地區分類的市場細分
    • 市場預測

第 12 章：SWOT 分析

  • 概述
  • 優勢
  • 弱點
  • 機會
  • 威脅

第 13 章：價值鏈分析

第 14 章：波特五力分析

  • 概述
  • 買家的議價能力
  • 供應商的議價能力
  • 競爭程度
  • 新進入者的威脅
  • 替代品的威脅

第 15 章：價格分析

第16章：競爭格局

  • 市場結構
  • 關鍵參與者
  • 關鍵參與者簡介
    • 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