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市場調査レポート
商品コード
1433389

データプレパレーションツールの世界市場:2023年~2030年

Global Data Preparation Tools Market 2023-2030

出版日: | 発行: Orion Market Research | ページ情報: 英文 240 Pages | 納期: 2~3営業日

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価格
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本日の銀行送金レート: 1USD=157.14円
データプレパレーションツールの世界市場:2023年~2030年
出版日: 2023年12月10日
発行: Orion Market Research
ページ情報: 英文 240 Pages
納期: 2~3営業日
  • 全表示
  • 概要
  • 図表
  • 目次
概要

データプレパレーションツールの世界市場は、予測期間(2023-2030年)にCAGR 16.2%で成長すると予測されます。データプレパレーションツールは、ユーザーが様々なソースからデータをクレンジング、変換、統合し、分析やモデリングに適した形式にするのを支援するソフトウェアアプリケーションです。これらのツールは、データの正確性、一貫性、使用可能性を保証することで、データライフサイクルにおいて重要な役割を果たしています。このプロセスには通常、データ収集、データクレンジング、データ変換、データ検証というステップが含まれます。

2020年11月、AWSはGlue DataBrewを発表しました。Glue DataBrewはAWS Glue用の新しいビジュアルデータプレパレーションツールで、ユーザーがコードを書かずにデータをクレンジングし、正規化するのを助けるように設計されています。データ準備は、データサイエンティストとアナリストの時間の80%以上を消費するため、高度な分析と機械学習のアキレス腱です。しかし、分析や機械学習モデルのトレーニングに必要なデータのクリーニング、変換、準備にこの時間を費やさなければ、分析やML活動に欠陥が生じるリスクがあります。

セグメント別展望

クラウドサブセグメントがデータプレパレーションツールの世界市場でかなりのシェアを占めると予想される

展開の中でも、クラウドサブセグメントが世界のデータプレパレーションツール市場でかなりのシェアを占めると予想されます。クラウドベースのデータプレパレーションツールは、拡張性、柔軟性、コスト効率を提供するため、人気が高まっています。また、クラウドベースのツールは、データ準備タスクにおける組織の共同作業を容易にします。このセグメントの成長は、安全性と利便性に対する需要の高まり、クラウドサービスに対する需要の高まり、中小規模の組織にとって手頃な価格でクラウドプラットフォームが利用可能であることなど、いくつかの要因によるものです。クラウドプラットフォームは、高い信頼性や利便性といった利点を提供します。そのため、企業は市場競争力を維持するために、より優れた技術の開拓に取り組み、提携、製品投入、買収などさまざまな戦略的イニシアチブを採用しています。例えば、2023年11月、IBMはAmazon Web Services(AWS)と協力し、ハイブリッドクラウド環境における人工知能(AI)ワークロードのデータ管理をデータベース顧客が容易に行えるように設計されたフルマネージドクラウドであるAmazon Relational Database Service for Db2の一般提供を開始したと発表しました。企業は、より多くの情報に基づいた意思決定、反復的なタスクの自動化、および効率性の向上につながる洞察を引き出すために、AIに注目しています。このようなAIテクノロジーは大量のデータによって駆動されるため、スケーラビリティ、コストの最適化、パフォーマンスの向上、ビジネスの継続性を実現するために、クラウドネイティブアーキテクチャ上の最新のデータストアが必要となります。

地域別展望

データプレパレーションツールの世界市場は、北米(米国、カナダ)、欧州(英国、イタリア、スペイン、ドイツ、フランス、その他欧州地域)、アジア太平洋地域(インド、中国、日本、韓国、その他アジア地域)、世界のその他の地域(中東とアフリカ、ラテンアメリカ)を含む地域別にさらに区分されます。なかでもアジア太平洋地域は、中国やインドなどの新興国で小売業やeコマース部門が引き続き牽引役となっていることから、データ分析に対する需要が急増しており、世界市場で突出したシェアを占めると予測されます。

北米地域は、世界のデータプレパレーションツール市場において大きなCAGRで成長すると予想される

すべての地域の中で、北米地域は予測期間中にかなりのCAGRで成長すると予測されています。この地域の成長は、再生可能エネルギー資源に対する需要の増加、エネルギー分野におけるデジタル化の進展など、いくつかの要因に起因しています。したがって、市場競争力を維持するために、市場プレイヤーは、合併、買収、技術革新の追加、パートナーシップなどの戦略的開拓に継続的に取り組んでいます。例えば、2022年5月にAlteryx, Inc.は、人工知能(AI)、機械学習(ML)、生成AIのパワーをAlteryx Analytics Cloud Platformと組み合わせ、アナリティクスの効率性と生産性を加速させる業界初のエンジン、Alteryx AiDINを発表しました。Alteryxは現在、最先端のモデルと手法を組織全体のより多くのユーザーに提供し、誰もがAIとMLの競争優位性を獲得できるようにします。Alteryxは、信頼性の高いAlteryxアナリティクス出力のパワーをジェネレーティブAIと大規模言語モデルと組み合わせることで、ガバナンスと観測可能性を捉えつつ、アナリティクスの民主化と組織全体への洞察の普及を超高速化します。

目次

第1章 レポート概要

  • 業界の現状分析と成長ポテンシャルの展望
  • 調査方法とツール
  • 市場内訳
    • セグメント別
    • 地域別

第2章 市場概要と洞察

  • 調査範囲
  • アナリストの洞察と現在の市場動向
    • 主な調査結果
    • 推奨事項
    • 結論

第3章 競合情勢

  • 主要企業分析
  • Altair Engineering, Inc
    • 概要
    • 財務分析
    • SWOT分析
    • 最近の動向
  • IBM Corp.
    • 会社概要
    • 財務分析
    • SWOT分析
    • 最近の動向
  • Microsoft Corp.
    • 概要
    • 財務分析
    • SWOT分析
    • 最近の動向
  • 主要戦略分析

第4章 市場セグメンテーション

  • データプレパレーションツールの世界市場:タイプ別
    • セルフサービス
    • データ統合
  • データプレパレーションツールの世界市場:展開別
    • オンプレミス
    • クラウド
  • データプレパレーションツールの世界市場:業種別
    • IT・通信
    • eコマース
    • BFSI
    • 政府
    • ヘルスケア
    • その他(エネルギー・ユーティリティ、小売、輸送、製造)

第5章 地域分析

  • 北米
    • 米国
    • カナダ
  • 欧州
    • 英国
    • ドイツ
    • イタリア
    • スペイン
    • フランス
    • その他欧州
  • アジア太平洋
    • 中国
    • インド
    • 日本
    • 韓国
    • その他アジア太平洋地域
  • 世界のその他の地域

第6章 企業プロファイル

  • Alteryx, Inc.
  • Alluxio, Inc
  • Amazon Web Services, Inc
  • AMSIS GmbH
  • Datawatch Corp
  • Informatica Corp
  • Micro Strategy Inc.
  • Oracle Corp
  • Qlik Technologies Inc.
  • Rapid Insight Inc.
  • SAP SE
  • SAS Institute Inc.
  • Tableau Software, LLC
  • Tibco Software Inc.
図表

LIST OF TABLES

  • 1. GLOBAL DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY TYPE, 2022-2030 ($ MILLION)
  • 2. GLOBAL SELF SERVICE DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY REGION,2022-2030 ($ MILLION)
  • 3. GLOBAL DATA INTEGRATION DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY REGION,2022-2030 ($ MILLION)
  • 4. GLOBAL DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY DEPLOYMENT, 2022-2030 ($ MILLION)
  • 5. GLOBAL DATA PREPARATION TOOLS IN ON-PREMISE MARKET RESEARCH AND ANALYSIS BY REGION, 2022-2030 ($ MILLION)
  • 6. GLOBAL DATA PREPARATION TOOLS IN CLOUD MARKET RESEARCH AND ANALYSIS BY REGION, 2022-2030 ($ MILLION)
  • 7. GLOBAL DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY INDUSTRY VERTICAL, 2022-2030 ($ MILLION)
  • 8. GLOBAL DATA PREPARATION TOOLS FOR IT & TELECOM MARKET RESEARCH AND ANALYSIS BY REGION, 2022-2030 ($ MILLION)
  • 9. GLOBAL DATA PREPARATION TOOLS FOR E-COMMERCE MARKET RESEARCH AND ANALYSIS BY REGION, 2022-2030 ($ MILLION)
  • 10. GLOBAL DATA PREPARATION TOOLS FOR BFSI MARKET RESEARCH AND ANALYSIS BY REGION, 2022-2030 ($ MILLION)
  • 11. GLOBAL DATA PREPARATION TOOLS FOR GOVERNMENT MARKET RESEARCH AND ANALYSIS BY REGION, 2022-2030 ($ MILLION)
  • 12. GLOBAL DATA PREPARATION TOOLS FOR HEALTHCARE MARKET RESEARCH AND ANALYSIS BY REGION, 2022-2030 ($ MILLION)
  • 13. GLOBAL DATA PREPARATION TOOLS FOR OTHER MARKET RESEARCH AND ANALYSIS BY REGION, 2022-2030 ($ MILLION)
  • 14. GLOBAL DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY REGION, 2022-2030 ($ MILLION)
  • 15. NORTH AMERICAN DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY COUNTRY, 2022-2030 ($ MILLION)
  • 16. NORTH AMERICAN DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY TYPE, 2022-2030 ($ MILLION)
  • 17. NORTH AMERICAN DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY DEPLOYMENT, 2022-2030 ($ MILLION)
  • 18. NORTH AMERICAN DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY INDUSTRY VERTICAL, 2022-2030 ($ MILLION)
  • 19. EUROPEAN DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY COUNTRY, 2022-2030 ($ MILLION)
  • 20. EUROPEAN DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY TYPE, 2022-2030 ($ MILLION)
  • 21. EUROPEAN DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY DEPLOYMENT, 2022-2030 ($ MILLION)
  • 22. EUROPEAN DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY INDUSTRY VERTICAL, 2022-2030 ($ MILLION)
  • 23. ASIA- PACIFIC DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY COUNTRY, 2022-2030 ($ MILLION)
  • 24. ASIA- PACIFIC DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY TYPE, 2022-2030 ($ MILLION)
  • 25. ASIA- PACIFIC DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY DEPLOYMENT, 2022-2030 ($ MILLION)
  • 26. ASIA- PACIFIC DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY INDUSTRY VERTICAL, 2022-2030 ($ MILLION)
  • 27. REST OF THE WORLD DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY COUNTRY, 2022-2030 ($ MILLION)
  • 28. REST OF THE WORLD DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY TYPE, 2022-2030 ($ MILLION)
  • 29. REST OF THE WORLD DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY DEPLOYMENT, 2022-2030 ($ MILLION)
  • 30. REST OF THE WORLD DATA PREPARATION TOOLS MARKET RESEARCH AND ANALYSIS BY INDUSTRY VERTICAL, 2022-2030 ($ MILLION)

LIST OF FIGURES

  • 1. GLOBAL DATA PREPARATION TOOLS MARKET SHARE BY TYPE, 2022 VS 2030 (%)
  • 2. GLOBAL SELF - SERVICE DATA PREPARATION TOOLS MARKET SHARE BY REGION, 2022 VS 2030 (%)
  • 3. GLOBAL DATA INTEGRATION DATA PREPARATION TOOLS MARKET SHARE BY REGION, 2022 VS 2030 (%)
  • 4. GLOBAL DATA PREPARATION TOOLS MARKET SHARE BY DEPLOYMENT, 2022 VS 2030 (%)
  • 5. GLOBAL DATA PREPARATION TOOLS IN ON-PREMISE MARKET SHARE BY REGION, 2022 VS 2030 (%)
  • 6. GLOBAL DATA PREPARATION TOOLS IN CLOUD MARKET SHARE BY REGION, 2022 VS 2030 (%)
  • 7. GLOBAL DATA PREPARATION TOOLS MARKET SHARE BY INDUSTRY VERTICAL, 2022 VS 2030 (%)
  • 8. GLOBAL DATA PREPARATION TOOLS FOR IT & TELECOM MARKET SHARE BY REGION, 2022 VS 2030 (%)
  • 9. GLOBAL DATA PREPARATION TOOLS FOR E-COMMERCE MARKET SHARE BY REGION, 2022 VS 2030 (%)
  • 10. GLOBAL DATA PREPARATION TOOLS FOR BFSI MARKET SHARE BY REGION, 2022 VS 2030 (%)
  • 11. GLOBAL DATA PREPARATION TOOLS FOR GOVERNMENT MARKET SHARE BY REGION, 2022 VS 2030 (%)
  • 12. GLOBAL DATA PREPARATION TOOLS FOR HEALTHCARE MARKET SHARE BY REGION, 2022 VS 2030 (%)
  • 13. GLOBAL DATA PREPARATION TOOLS FOR OTHER MARKET SHARE BY REGION, 2022 VS 2030 (%)
  • 14. GLOBAL DATA PREPARATION TOOLS MARKET SHARE BY REGION, 2022 VS 2030 (%)
  • 15. US DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
  • 16. CANADA DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
  • 17. UK DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
  • 18. FRANCE DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
  • 19. GERMANY DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
  • 20. ITALY DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
  • 21. SPAIN DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
  • 22. REST OF EUROPE DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
  • 23. INDIA DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
  • 24. CHINA DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
  • 25. JAPAN DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
  • 26. SOUTH KOREA DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
  • 27. REST OF ASIA-PACIFIC DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
  • 28. REST OF THE WORLD DATA PREPARATION TOOLS MARKET SIZE, 2022-2030 ($ MILLION)
目次
Product Code: OMR2027964

Global Data preparation tools Market Size, Share & Trends Analysis Report by Type (Self - service and Data integration), by Deployment (On-premise and Cloud), and by Industry Verticals (IT & Telecom, E-commerce, BFSI, Government, Healthcare and Others), Forecast Period (2023-2030)

The global Data preparation tools market is anticipated to grow at a CAGR of 16.2% during the forecast period (2023-2030). Data preparation tools are software applications that help users cleanse, transform, and integrate data from various sources into a format that is suitable for analysis and modeling. These tools play a crucial role in the data lifecycle by ensuring that data is accurate, consistent, and ready for use. This process typically includes the following steps, data collection, data cleansing, data transformation, and data validation.

In November 2020, AWS unveiled Glue DataBrew, a new visual data preparation tool for AWS Glue that is designed to help users clean and normalize data without writing code. Data preparation is the Achille's Heel of advanced analytics and machine learning, as it regularly consumes upwards of 80% of data scientists and analysts' time. However, without spending this time to clean, transform, and prepare data for analysis or for training machine learning models, the analysis or ML activity risks being flawed.

Segmental Outlook

The global Data preparation tools market is segmented on the type, deployment, and industry vertical. Based on the type, the market is sub-segmented into self-service and data integration. based on deployment, the market is sub-segmented into on-premise and cloud. And based on the industrial verticals, the market is sub-segmented into IT & telecom, E-Commerce, BFSI, government, healthcare, and others. Among the end user, the IT & telecom sub-segment is anticipated to hold a considerable share of the market, owing to Data preparation tools are widely used in IT & telecom industries for several reasons which includes, better decision making, availability of large amount of data and growth of E-commerce platforms. Data preparation tools are essential components of automated systems, providing accurate analysis of data and help to take the right decision.

The Cloud Sub-Segment is Anticipated to Hold a Considerable Share of the Global Data preparation tools Market

Among the deployment, the cloud sub-segment is expected to hold a considerable share of the global Data preparation tools market. Cloud-based data preparation tools are becoming increasingly popular because they offer scalability, flexibility, and cost-efficiency. Cloud-based tools also make it easier for organizations to collaborate on data preparation tasks. This segmental growth is attributed to several factor such as increasing demand for safety and convenience, rising demand for cloud services, and availability of cloud platforms at affordable price for small and mid-sized organization. It provides advantages such as highly reliability and convenience. Hence, companies are working on development of better technology and adopting various strategic initiatives such as partnership, product launch and acquisition to stay competitive in the market. For instance, in November 2023, IBM announced that it has been working with Amazon Web Services (AWS) on the general availability of Amazon Relational Database Service for Db2, a fully managed cloud offering designed to make it easier for database customers to manage data for artificial intelligence (AI) workloads across hybrid cloud environments. Businesses are turning to AI to unlock insights that can lead to more informed decisions, automation of repetitive tasks, and greater efficiencies. These AI technologies are powered by massive amounts of data that require modern data stores residing on cloud-native architectures to provide scalability, cost optimization, enhanced performance, and business continuity.

Regional Outlook

The global Data preparation tools market is further segmented based on geography including North America (the US, and Canada), Europe (UK, Italy, Spain, Germany, France, and the Rest of Europe), Asia-Pacific (India, China, Japan, South Korea, and Rest of Asia), and the Rest of the World (the Middle East & Africa, and Latin America). Among these, Asia pacific is anticipated to hold a prominent share of the market across the globe, owing to increasing demand for data analytics is growing rapidly in developing countries, such as China and India, as the retail and e-commerce sectors continue to gain traction in these countries. in the region.

The North America Region is Expected to Grow at a Significant CAGR in the Global Data Preparation Tools Market

Among all regions, the North America regions is anticipated to grow at a considerable CAGR over the forecast period. Regional growth is attributed to several factors such as, increasing demand for renewable energy resources, and growing digitization in the energy sector. hence, the market players are continuously working on strategic development such as, merger, acquisition, adding innovation and partnership to stay competitive in the market. For instance, In May 2022, Alteryx, Inc. announced Alteryx AiDIN, the industry's first engine that combines the power of artificial intelligence (AI), machine learning (ML), and generative AI with the Alteryx Analytics Cloud Platform to accelerate analytics efficiency and productivity. Alteryx now brings the most advanced models and methods to more users across the organization, enabling anyone to capture the competitive advantage of AI and ML. Alteryx is combining the power of its trusted Alteryx analytics outputs with generative AI and large language models to supercharge the democratization of analytics and dissemination of insights across the organization, while still capturing the governance and observability.

Market Players Outlook

The major companies serving the Data preparation tools market include AB Volvo, Bayerische Motoren Werke AG, Ford Motor Company, General Motors, Hyundai Motor Group, Mercedes-Benz AG, Renault SA, Tesla, Inc., Toyota Motor Corp, Volkswagen Group, and others. The market players are considerably contributing to the market growth by the adoption of various strategies including mergers and acquisitions, partnerships, collaborations, funding, and new product launches, to stay competitive in the market. For instance, in May 2023, TMC technology provider Element has expanded its reselling agreement with cloud computing company Zoho to include a data preparation service powered by ChatGPT. Zoho recently announced the integration of ChatGPT into its business intelligence and data preparation tools, which Element will add to its reselling repertoire. The AI-powered tools will also allow users to request data or information and set KPIs by using natural language, eliminating the need for complex SQL formulas, according to the company. Advanced features include formula generation from chat, the creation of new data sets and data customization.

The Report Covers:

  • Market value data analysis of 2022 and forecast to 2030.
  • Annualized market revenues ($ million) for each market segment.
  • Country-wise analysis of major geographical regions.
  • Key companies operating in the global Data preparation tools market. Based on the availability of data, information related to new product launches, and relevant news is also available in the report.
  • Analysis of business strategies by identifying the key market segments positioned for strong growth in the future.
  • Analysis of market-entry and market expansion strategies.
  • Competitive strategies by identifying 'who-stands-where' in the market.

Table of Contents

1. Report Summary

  • Current Industry Analysis and Growth Potential Outlook
  • 1.1. Research Methods and Tools
  • 1.2. Market Breakdown
    • 1.2.1. By Segments
    • 1.2.2. By Region

2. Market Overview and Insights

  • 2.1. Scope of the Report
  • 2.2. Analyst Insight & Current Market Trends
    • 2.2.1. Key Findings
    • 2.2.2. Recommendations
    • 2.2.3. Conclusion

3. Competitive Landscape

  • 3.1. Key Company Analysis
  • 3.2. Altair Engineering, Inc
    • 3.2.1. Overview
    • 3.2.2. Financial Analysis
    • 3.2.3. SWOT Analysis
    • 3.2.4. Recent Developments
  • 3.3. IBM Corp.
    • 3.3.1. Overview
    • 3.3.2. Financial Analysis
    • 3.3.3. SWOT Analysis
    • 3.3.4. Recent Developments
  • 3.4. Microsoft Corp.
    • 3.4.1. Overview
    • 3.4.2. Financial Analysis
    • 3.4.3. SWOT Analysis
    • 3.4.4. Recent Developments
  • 3.5. Key Strategy Analysis

4. Market Segmentation

  • 4.1. Global Data preparation tools Market by Type
    • 4.1.1. Self - service
    • 4.1.2. Data integration
  • 4.2. Global Data preparation tools Market by Deployment
    • 4.2.1. On-premise
    • 4.2.2. Cloud
  • 4.3. Global Data preparation tools Market by Industry Vertical
    • 4.3.1. IT & TELECOM
    • 4.3.2. E-commerce
    • 4.3.3. BFSI
    • 4.3.4. Government
    • 4.3.5. Healthcare
    • 4.3.6. Other (Energy & Utilities, Retail, Transportation and Manufacturing)

5. Regional Analysis

  • 5.1. North America
    • 5.1.1. United States
    • 5.1.2. Canada
  • 5.2. Europe
    • 5.2.1. UK
    • 5.2.2. Germany
    • 5.2.3. Italy
    • 5.2.4. Spain
    • 5.2.5. France
    • 5.2.6. Rest of Europe
  • 5.3. Asia-Pacific
    • 5.3.1. China
    • 5.3.2. India
    • 5.3.3. Japan
    • 5.3.4. South Korea
    • 5.3.5. Rest of Asia-Pacific
  • 5.4. Rest of the World

6. Company Profiles

  • 6.1. Alteryx, Inc.
  • 6.2. Alluxio, Inc
  • 6.3. Amazon Web Services, Inc
  • 6.4. AMSIS GmbH
  • 6.5. Datawatch Corp
  • 6.6. Informatica Corp
  • 6.7. Micro Strategy Inc.
  • 6.8. Oracle Corp
  • 6.9. Qlik Technologies Inc.
  • 6.10. Rapid Insight Inc.
  • 6.11. SAP SE
  • 6.12. SAS Institute Inc.
  • 6.13. Tableau Software, LLC
  • 6.14. Tibco Software Inc.