サンプル依頼リスト カート
  • English
  • Korean
  • Traditional Chinese
  • Simplified Chinese
デフォルト表紙
市場調査レポート
商品コード
1540844

データ準備市場レポート：プラットフォーム、ツール、展開モデル、企業規模、エンドユーザー、地域別、2024～2032年

Data Preparation Market Report by Platform, Tools, Deployment Model, Enterprise Size (Small and Medium-sized Enterprises, Large Enterprises), End User, and Region 2024-2032

出版日
発行
IMARC
ページ情報
英文 143 Pages
納期
2～3営業日
カスタマイズ可能
価格
価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=146.99円
データ準備市場レポート：プラットフォーム、ツール、展開モデル、企業規模、エンドユーザー、地域別、2024～2032年
出版日: 2024年08月10日
発行: IMARC
ページ情報: 英文 143 Pages
納期: 2～3営業日
GIIご利用のメリット
  • 全表示
  • 概要
  • 図表
  • 目次
概要

世界のデータ準備市場規模は2023年に55億米ドルに達しました。今後、IMARC Groupは、市場は2032年までに242億米ドルに達し、2024～2032年の間に17.3％の成長率（CAGR）を示すと予測しています。

データ準備とは、生データを探索、結合、整理、構造化し、キュレーションされたデータシートにするプロセスを指します。主にセルフサービスのデータ統合、サイエンス、ディスカバリー、ビジネス目的で使用されます。インテリジェンスの可能性を最大限に引き出すために、一貫性のある高品質なデータを組織に記載しています。データフォーマットの標準化、ソースデータのリッチ化、異常値の除去を支援します。また、より良いビジネス上の意思決定、データ品質の向上、エラーの修正にも役立つため、世界中のM&A活動で幅広く活用されています。

データ準備市場動向：

現在、さまざまな組織で生成されるデータ量が大幅に増加しています。これは、消費者の行動や嗜好に関する深い洞察や分析をリアルタイムで行う必要性の高まりと相まって、世界中でデータ分析ソフトウェアに対する需要を喚起する重要な要因の一つとなっています。データ準備は、データの容易な交換性、コラボレーション、プロファイリングを保証します。さらに、探索的分析を強化し、アナリストの生産性を向上させ、組織のデータ利用を改善するため、特に通信、情報技術（IT）、小売の各セグメントでその用途が拡大しています。これとは別に、企業における自動化とクラウド技術の急速な導入も市場成長に寄与しています。さらに、市場をリードする企業は、複雑なデータ構造を読み取り、解釈し、平坦化するために、人工知能（AI）や機械学習（ML）などの先進技術をデータ準備と統合しています。また、セキュリティのための標準やガイドラインの確立、データの系譜や使用状況を追跡する能力にも注力しており、市場の展望を良好なものにしています。このほか、コロナウイルス病（COVID-19）の蔓延は、過去の臨床試験の大規模なデータシートや罹患患者の追跡記録を維持するためのデータ準備ソフトウェアの需要にプラスの影響を与えています。

本レポートで扱う主要質問

  • 世界のデータ準備市場の市場規模は？
  • 2024～2032年におけるデータ準備市場の世界市場成長率は？
  • 世界のデータ準備市場を牽引する主要因は何か？
  • 世界のデータ準備市場に対するCOVID-19の影響は？
  • 世界のデータ準備市場のプラットフォーム別内訳は？
  • 世界のデータ準備市場のツール別の内訳は？
  • 世界のデータ準備市場の展開モデルによる内訳は？
  • データ準備市場の企業規模別の内訳は？
  • データ準備市場の世界市場におけるエンドユーザー別の内訳は？
  • データ準備市場の世界における主要地域は？
  • 世界のデータ準備市場における主要参入企業は？

目次

第1章 序文

第2章 調査範囲と調査手法

  • 調査の目的
  • ステークホルダー
  • データソース
    • 一次情報
    • 二次情報
  • 市場推定
    • ボトムアップアプローチ
    • トップダウンアプローチ
  • 調査手法

第3章 エグゼクティブサマリー

第4章 イントロダクション

  • 概要
  • 主要業界動向

第5章 世界のデータ準備市場

  • 市場概要
  • 市場実績
  • COVID-19の影響
  • 市場予測

第6章 市場内訳：プラットフォーム別

  • セルフサービス
  • データ統合

第7章 市場内訳：ツール別

  • データ収集
  • データカタログ作成
  • データ品質
  • データガバナンス
  • データの取り込み
  • データキュレーション

第8章 市場内訳：展開モデル別

  • オンプレミス
  • クラウドベース

第9章 市場内訳：企業規模別

  • 中小企業
  • 大企業

第10章 市場内訳：エンドユーザー別

  • BFSI
  • 医療
  • 小売業とeコマース
  • 製造
  • エネルギーと公共事業
  • IT・通信
  • 輸送
  • その他

第11章 市場内訳：地域別

  • 北米
    • 米国
    • カナダ
  • アジア太平洋
    • 中国
    • 日本
    • インド
    • 韓国
    • オーストラリア
    • インドネシア
    • その他
  • 欧州
    • ドイツ
    • フランス
    • 英国
    • イタリア
    • スペイン
    • ロシア
    • その他
  • ラテンアメリカ
    • ブラジル
    • メキシコ
    • その他
  • 中東・アフリカ
    • 市場動向
    • 市場内訳：国別
    • 市場予測

第12章 SWOT分析

  • 概要
  • 強み
  • 弱み
  • 機会
  • 脅威

第13章 バリューチェーン分析

第14章 ポーターのファイブフォース分析

  • 概要
  • 買い手の交渉力
  • 供給企業の交渉力
  • 競合の程度
  • 新規参入業者の脅威
  • 代替品の脅威

第15章 価格分析

第16章 競合情勢

  • 市場構造
  • 主要企業
  • 主要企業のプロファイル
    • 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.
図表

List of Figures

  • Figure 1: Global: Data Preparation Market: Major Drivers and Challenges
  • Figure 2: Global: Data Preparation Market: Sales Value (in Billion US$), 2018-2023
  • Figure 3: Global: Data Preparation Market Forecast: Sales Value (in Billion US$), 2024-2032
  • Figure 4: Global: Data Preparation Market: Breakup by Platform (in %), 2023
  • Figure 5: Global: Data Preparation Market: Breakup by Tools (in %), 2023
  • Figure 6: Global: Data Preparation Market: Breakup by Deployment Model (in %), 2023
  • Figure 7: Global: Data Preparation Market: Breakup by Enterprise Size (in %), 2023
  • Figure 8: Global: Data Preparation Market: Breakup by End User (in %), 2023
  • Figure 9: Global: Data Preparation Market: Breakup by Region (in %), 2023
  • Figure 10: Global: Data Preparation (Self-Service) Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 11: Global: Data Preparation (Self-Service) Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 12: Global: Data Preparation (Data Integration) Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 13: Global: Data Preparation (Data Integration) Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 14: Global: Data Preparation (Data Collection) Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 15: Global: Data Preparation (Data Collection) Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 16: Global: Data Preparation (Data Cataloguing) Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 17: Global: Data Preparation (Data Cataloguing) Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 18: Global: Data Preparation (Data Quality) Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 19: Global: Data Preparation (Data Quality) Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 20: Global: Data Preparation (Data Governance) Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 21: Global: Data Preparation (Data Governance) Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 22: Global: Data Preparation (Data Ingestion) Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 23: Global: Data Preparation (Data Ingestion) Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 24: Global: Data Preparation (Data Curation) Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 25: Global: Data Preparation (Data Curation) Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 26: Global: Data Preparation (On-premises) Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 27: Global: Data Preparation (On-premises) Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 28: Global: Data Preparation (Cloud-based) Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 29: Global: Data Preparation (Cloud-based) Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 30: Global: Data Preparation (Small and Medium-sized Enterprises-SMEs) Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 31: Global: Data Preparation (Small and Medium-sized Enterprises-SMEs) Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 32: Global: Data Preparation (Large Enterprises) Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 33: Global: Data Preparation (Large Enterprises) Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 34: Global: Data Preparation (BFSI) Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 35: Global: Data Preparation (BFSI) Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 36: Global: Data Preparation (Healthcare) Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 37: Global: Data Preparation (Healthcare) Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 38: Global: Data Preparation (Retail and E-Commerce) Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 39: Global: Data Preparation (Retail and E-Commerce) Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 40: Global: Data Preparation (Manufacturing) Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 41: Global: Data Preparation (Manufacturing) Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 42: Global: Data Preparation (Energy and Utilities) Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 43: Global: Data Preparation (Energy and Utilities) Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 44: Global: Data Preparation (IT and Telecommunication) Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 45: Global: Data Preparation (IT and Telecommunication) Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 46: Global: Data Preparation (Transportation) Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 47: Global: Data Preparation (Transportation) Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 48: Global: Data Preparation (Other End Use Industries) Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 49: Global: Data Preparation (Other End Use Industries) Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 50: North America: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 51: North America: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 52: United States: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 53: United States: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 54: Canada: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 55: Canada: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 56: Asia-Pacific: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 57: Asia-Pacific: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 58: China: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 59: China: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 60: Japan: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 61: Japan: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 62: India: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 63: India: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 64: South Korea: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 65: South Korea: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 66: Australia: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 67: Australia: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 68: Indonesia: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 69: Indonesia: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 70: Others: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 71: Others: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 72: Europe: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 73: Europe: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 74: Germany: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 75: Germany: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 76: France: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 77: France: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 78: United Kingdom: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 79: United Kingdom: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 80: Italy: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 81: Italy: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 82: Spain: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 83: Spain: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 84: Russia: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 85: Russia: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 86: Others: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 87: Others: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 88: Latin America: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 89: Latin America: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 90: Brazil: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 91: Brazil: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 92: Mexico: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 93: Mexico: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 94: Others: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 95: Others: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • Figure 96: Middle East and Africa: Data Preparation Market: Sales Value (in Million US$), 2018 & 2023
  • Figure 97: Middle East and Africa: Data Preparation Market: Breakup by Country (in %), 2023
  • Figure 98: Middle East and Africa: Data Preparation Market Forecast: Sales Value (in Million US$), 2024-2032
  • 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, 2023 and 2032
  • Table 2: Global: Data Preparation Market Forecast: Breakup by Platform (in Million US$), 2024-2032
  • Table 3: Global: Data Preparation Market Forecast: Breakup by Tools (in Million US$), 2024-2032
  • Table 4: Global: Data Preparation Market Forecast: Breakup by Deployment Model (in Million US$), 2024-2032
  • Table 5: Global: Data Preparation Market Forecast: Breakup by Enterprise Size (in Million US$), 2024-2032
  • Table 6: Global: Data Preparation Market Forecast: Breakup by End User (in Million US$), 2024-2032
  • Table 7: Global: Data Preparation Market Forecast: Breakup by Region (in Million US$), 2024-2032
  • Table 8: Global: Data Preparation Market: Competitive Structure
  • Table 9: Global: Data Preparation Market: Key Players
目次
Product Code: SR112024A4339

The global data preparation market size reached US$ 5.5 Billion in 2023. Looking forward, IMARC Group expects the market to reach US$ 24.2 Billion by 2032, exhibiting a growth rate (CAGR) of 17.3% during 2024-2032.

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 2024-2032. 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 2024-2032?
  • 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