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市場調查報告書
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1404393

資料準備:市場佔有率分析、產業趨勢/統計、2024-2029 年成長預測

Data Preparation - Market Share Analysis, Industry Trends & Statistics, Growth Forecasts 2024 - 2029

出版日期: | 出版商: Mordor Intelligence | 英文 120 Pages | 商品交期: 2-3個工作天內

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簡介目錄

去年資料準備市場的市場規模為47.8億美元,預計未來六年將達到135.1億美元,預測期內複合年成長率為18.74%。

由於數位化顛覆,企業需要比以往更快的調試時間來產生有意義的見解,以便在市場中生存。因此,對分析(尤其是資料分析)的需求在組織中變得越來越普遍。隨著資料來源複雜性的增加,資料分析專業人士和企業需要協助推動洞察。這極大地推動了組織中資料準備的需求。

資料準備-市場-IMG1

主要亮點

  • 自動化和雲端技術在企業和企業中的快速採用導致了資料的產生和雲端資料流量。據Cisco稱,全球IP資料流量預計將達到每月333Exabyte。特別是對於大型內容服務提供者 (CSP) 而言,資料流量已從點對點 (P2P) 檔案共用轉向影片內容傳送。
  • 資料量的大幅增加導致資料和資料分析的快速普及。因此,企業需要比以往更快的洞察力才能保持競爭力,尤其是在越來越多的產業面臨數位顛覆的情況下。因此,分析在整個企業中普遍存在,智慧源自於越來越多樣化的資料來源。這樣,資料準備市場變得更加活躍。
  • 此外,最終用戶公司不斷發展並變得更加以資料為中心,以保持競爭力。當今的企業收集前所未有的大量資料來做出資訊的決策、了解業務趨勢並提高效率。為了幫助員工將資料轉化為行動,公司正迅速轉向資料準備工具,從而推動市場成長。
  • 此外,市場領先的公司正在將人工智慧 (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。這些因素進一步推動了對資料準備解決方案的需求。
  • COVID-19 的普及加速了資料準備工具的採用。例如,IBM Cognos Analytics 是一個人工智慧驅動的商業智慧平台,支援從發現到營運的整個分析週期。人工智慧輔助的資料準備讓您可以在幾分鐘內清理和合併資料來源。

資料準備市場趨勢

IT/通訊領域預計將佔據較大市場佔有率

  • 世界各地的電信和IT公司正在產生大量資料,創造了資料金礦。缺乏對非結構化和結構化資料的可操作分析來更深入地了解客戶行為,以及即時分析資料偏好和服務使用模式的需求不斷成長,這促使這些公司採用資料分析,從而間接影響市場成長。
  • 此外,高度發展和競爭激烈的通訊業在處理大量資料集(例如客戶、網路和呼叫資料)方面發揮關鍵作用。此外,為了在這樣的競爭環境中取得成功,電訊業參與者正在大力採用資料準備解決方案,這些解決方案可以創造業務考察,幫助他們獲得超越競爭的優勢。
  • 資料解決方案可協助 IT 和電訊業推動探索性分析、提高分析師工作效率並改善組織的資料使用。通訊習慣處理大量客戶資料,但現代資料的複雜性提出了新的挑戰。
  • 此外,資料流量的快速成長也推動了IT和通訊業對資料準備的需求。例如,根據Cisco的資料,到 2022 年,全球行動資料流量預計將達到每月 77.5Exabyte。
  • 此外,根據愛立信的數據,到2022年,全球智慧型手機平均每月使用15.93GB行動資料,高於2021年的12.18GB。此外,到 2028 年,這一數字預計將達到 47.27 GB。
  • 此外,像 IBM 公司這樣的市場供應商已經幫助許多領先的通訊業資料分析供應商重組了他們的市場衡量產品。這項工作包括重組資料整合流程、開發新的自訂使用者介面以及自動化工作流程。此外,將機器學習解決方案與資料準備工具整合正在佔領市場。
資料準備-市場-IMG2

預計北美將佔據最大的市場佔有率

  • 北美將在預測期內實現成長,主要是由於對雲端基礎、資料分析和麵向資料的解決方案的大量投資、新技術和新興技術的早期採用以及該地區存在大量重要的資料準備市場供應商預計將在受調查的市場中佔據相當大的佔有率。
  • 此外,過去幾年資料的數量和複雜性使得資料準備對於全部區域面臨激烈競爭的各種技術先進的最終用戶行業至關重要。我們不斷發展並變得更加以資料為中心克服挑戰。
  • 許多當地計畫和研究人員正在利用資料科學來獲得更好的見解。資料準備解決方案可以幫助您抓住這些機會,輕鬆存取各種資料並增強視覺化。例如,根據美國資料統計局的資料,到 2026 年,對經驗豐富、消息靈通的資訊科學家的需求預計將增加 27.9%。
  • 此外,隨著雲端服務的普及,該地區的公司擴大尋求可以部署在雲端中的資料準備解決方案。在資料準備解決方案中擴大使用人工智慧和機器學習等先進技術,加上企業對靈活部署的資料準備工具解決方案的需求不斷成長,將推動該地區資料準備市場在預測期內的成長。

資料準備產業概述

資料準備市場競爭激烈,市場上有多家主要參與者。然而,隨著雲端領域技術創新的進步和資料準備技術的進步,大多數公司正在增加其市場佔有率並開拓新興國家的新市場。此外,供應商正在積極尋求聯盟、合併和收購,以增加其在市場上的影響力。

2022 年 11 月,Qlik 宣布推出企業整合平台即服務 Qlik Cloud Data Integration,透過將所有企業應用程式和資料來源連接到雲端的即時資料整合結構來支援企業資料策略。這個新的資料整合平台將資料準備和編目功能結合在一個地方,使企業能夠準備資料以進行即時分析。

2022 年 6 月,分析自動化公司 Alteryx, Inc. 宣布收購 Trifacta。這家屢獲殊榮的雲端公司利用可擴展的資料管理和機器學習來使資料分析更快、更直覺。透過收購 Trifactor,該公司打算利用其先進的雲端平台幫助客戶建立更強大的資料管道,並提供更重要的分析和準備功能。

其他福利

  • Excel 格式的市場預測 (ME) 表
  • 3 個月的分析師支持

目錄

第1章簡介

  • 研究假設和市場定義
  • 調查範圍

第2章調查方法

第3章執行摘要

第4章市場洞察

  • 市場概況
  • 產業吸引力-波特五力分析
    • 供應商的議價能力
    • 消費者議價能力
    • 新進入者的威脅
    • 替代品的威脅
    • 競爭公司之間敵對關係的強度
  • COVID-19 市場影響評估

第5章市場動態

  • 市場促進因素
    • 對自助資料創建工具的需求
    • 對資料分析的需求不斷成長
  • 市場挑戰
    • 引進網路保險難度高、高成本

第6章市場區隔

  • 按配置
    • 本地
    • 雲端基礎
  • 按公司規模
    • 中小企業 (SME)
    • 主要企業
  • 按行業分類
    • BFSI
    • 衛生保健
    • 零售
    • 製造業
    • 資訊科技/通訊
    • 其他行業
  • 按地區
    • 北美洲
    • 歐洲
    • 亞太地區
    • 拉丁美洲
    • 中東/非洲

第7章競爭形勢

  • 公司簡介
    • Informatica LLC
    • IBM Corporation
    • SAS Institute Inc.
    • Microstrategy Inc.
    • Tableau Software, LLC(Salesforce.com Inc.)
    • SAP SE
    • Alteryx Inc.
    • Rapid Insight Inc.
    • Unifi Software Inc.
    • Qlik Technologies Inc. QlikTech International AB
    • Paxata Inc.
    • ClearStory Data Inc.
    • Oracle Corporation

第8章投資分析

第9章 市場的未來

簡介目錄
Product Code: 62345
Data Preparation - Market - IMG1

The data preparation market was valued at USD 4.78 billion last year and is expected to reach USD 13.51 billion in the next six years, registering a CAGR of 18.74% over the forecast period. Due to digital disruption, companies are demanding faster debugging time to generate meaningful insights than ever to sustain in the market. As a result, the analytics requirement, particularly data analytics, is becoming pervasive among organizations. Data analytics professionals and companies need help driving insights owing to the rising complexities in procuring data. This significantly drives the demand for data preparation among organizations.

Key Highlights

  • The rapid adoption of automation and cloud technologies across enterprises and businesses resulted in tremendous data generation and cloud data traffic. According to Cisco Systems, the global IP data traffic is anticipated to reach 333 exabytes per month. There is a significant shift in data traffic from P2P (peer-to-peer) file sharing to video content delivery, especially in large content service providers (CSPs).
  • This significant increase in the volume of data has resulted in the swift proliferation of data and data analytics. Therefore, businesses are demanding faster time to insight than ever to remain competitive, particularly as more industries face digital disruption. As a result, analytics is becoming more pervasive across enterprises, and wisdom is derived from more significant numbers of diverse data sources. Thus, in turn, driving the data preparation market.
  • Moreover, various end-user companies are constantly evolving and becoming more data-centric to stay ahead of the competition. Companies today gather unprecedented amounts of data that they want to use to make informed decisions, spot business trends, and increase efficiency. To help employees turn data into action, organizations are rapidly shifting towards data preparation tools, thus driving the market's growth.
  • Further, 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. Such factors further boost the demand for data preparation solutions.
  • The spread of COVID-19 accelerated the adoption of data preparation tools. For instance, IBM Cognos Analytics is an AI-fueled business intelligence platform that supports the entire analytics cycle, from discovery to operationalization. It cleanses and combines data sources in minutes with AI-assisted data preparation.

Data Preparation Market Trends

IT and Telecom Segment is Expected to Hold a Significant Market Share

  • Telecom and IT companies worldwide are creating a data gold mine as they generate plenty of data. The lack of practical analysis of unstructured and structured data to get more profound insights into customer behavior and the growing need to analyze their preferences and service usage patterns in real-time motivates these companies to adopt data analytics, indirectly impacting the market's growth.
  • Further, in the highly evolving and competitive industry, the telecommunication industry plays a significant role in handling massive data sets of customers, network, and call data. Further, to thrive in such a competitive environment, the telecom industry players are significantly adopting data preparation solutions to create helpful business insights to stay ahead of the competitors.
  • Data solutions help the IT and telecom industry to empower exploratory analytics, increase analyst productivity, and improve organizational data usage. While telecommunications providers are used to dealing with large volumes of customer data, the considerable complexity of modern-day data is a new challenge.
  • In addition, the exponential growth in data traffic also drives the demand for data preparation in the IT and telecom industry. For instance, according to the data from Cisco Systems, by 2022, mobile data traffic worldwide is expected to reach 77.5 exabytes per month.
  • Moreover, as per Ericsson, In 2022, smartphones across the globe used an average of 15.93 gigabytes of mobile data per month, up from 12.18 gigabytes in 2021. Additionally, the figure is expected to reach 47.27 gigabytes by 2028.
  • Moreover, market vendors like IBM Corporation have helped many leading telecom industry data analytics providers re-engineer their market measurement products. The effort included restructuring data integration processes, developing new custom user interfaces, and making workflow automation. Further, integrating the ML solution with data preparation tools is gaining the market.
Data Preparation - Market - IMG2

North America is Expected to Hold the Largest Market Share

  • North America is expected to have a significant share in the market studied during the forecast period, mainly due to high investments in cloud-based, data analytics, and data-oriented solutions, early adoption of new and emerging technologies, and a large number of significant data preparation market vendors in the region.
  • Moreover, the volume and complexity of data in the past few years have only made data preparation essential for various technologically advanced end-user industries across the region, which are constantly evolving and becoming more data-centric to keep themselves ahead of the fierce competition.
  • Many regional programs and researchers use data science for better insights. Data preparation solutions can penetrate this opportunity and help them easily access extensive data and enhance visualization. For instance, according to the US Bureau of Labor Statistics data, demand for experienced and informed data scientists will likely increase by 27.9% by 2026.
  • In addition, with the growing popularity of cloud services, enterprises in the region are increasingly looking for data preparation solutions that can be deployed in the cloud. The increasing use of advanced technologies such as AI and ML in data preparation solutions, coupled with the ever-increasing demand from enterprises for data preparation tool solutions that are flexible in terms of deployment, will shape the future of the growth of the data preparation market in the region over the forecast period.

Data Preparation Industry Overview

The data preparation market is highly competitive and consists of several significant players across the market space. However, with the growing innovation across the cloud segment and the advancement across the data preparation technique, most companies are increasing their market presence, thereby tapping into new markets of emerging economies. Moreover, the market vendors are indulging in partnership, merger, and acquisition activities to enhance their market presence.

In November 2022, Qlik launched its Enterprise Integration Platform as a Service Qlik Cloud Data Integration to fuel enterprise data strategies through a real-time data integration fabric that connects all enterprise applications and data sources to the cloud. The new data integration platform joins data preparation and cataloging capabilities in one place, enabling enterprises to ready their data in real-time for analysis.

In June 2022, Alteryx, Inc., the Analytics Automation company, announced the acquisition of Trifacta. This award-winning cloud company leverages scalable data management and machine learning to make data analytics faster and more intuitive. By acquiring Trifacta, the company intends to use its advanced cloud platform to help customers build a more robust data pipeline with more significant profiling and preparation capabilities.

Additional Benefits:

  • The market estimate (ME) sheet in Excel format
  • 3 months of analyst support

TABLE OF CONTENTS

1 INTRODUCTION

  • 1.1 Study Assumptions and Market Definition
  • 1.2 Scope of the Study

2 RESEARCH METHODOLOGY

3 EXECUTIVE SUMMARY

4 MARKET INSIGHT

  • 4.1 Market Overview
  • 4.2 Industry Attractiveness - Porter's Five Forces Analysis
    • 4.2.1 Bargaining Power of Suppliers
    • 4.2.2 Bargaining Power of Consumers
    • 4.2.3 Threat of New Entrants
    • 4.2.4 Threat of Substitutes
    • 4.2.5 Intensity of Competitive Rivalry
  • 4.3 Assessment of COVID-19 Impact on the Market

5 MARKET DYNAMICS

  • 5.1 Market Drivers
    • 5.1.1 Demand for Self-service Data Preparation Tools
    • 5.1.2 Increasing Demand for Data Analytics
  • 5.2 Market Challenges
    • 5.2.1 Difficulties in Implementing Cyber Insurance and High Costs

6 MARKET SEGMENTATION

  • 6.1 By Deployment
    • 6.1.1 On-premise
    • 6.1.2 Cloud-based
  • 6.2 By Enterprise Size
    • 6.2.1 Small and Medium Enterprises (SMEs)
    • 6.2.2 Large Enterprises
  • 6.3 By End-user Vertical
    • 6.3.1 BFSI
    • 6.3.2 Healthcare
    • 6.3.3 Retail
    • 6.3.4 Manufacturing
    • 6.3.5 IT and Telecommunication
    • 6.3.6 Other End-user Verticals
  • 6.4 By Geography
    • 6.4.1 North America
    • 6.4.2 Europe
    • 6.4.3 Asia-Pacific
    • 6.4.4 Latin America
    • 6.4.5 Middle East & Africa

7 COMPETITIVE LANDSCAPE

  • 7.1 Company Profiles
    • 7.1.1 Informatica LLC
    • 7.1.2 IBM Corporation
    • 7.1.3 SAS Institute Inc.
    • 7.1.4 Microstrategy Inc.
    • 7.1.5 Tableau Software, LLC (Salesforce.com Inc.)
    • 7.1.6 SAP SE
    • 7.1.7 Alteryx Inc.
    • 7.1.8 Rapid Insight Inc.
    • 7.1.9 Unifi Software Inc.
    • 7.1.10 Qlik Technologies Inc. QlikTech International AB
    • 7.1.11 Paxata Inc.
    • 7.1.12 ClearStory Data Inc.
    • 7.1.13 Oracle Corporation

8 INVESTMENT ANLYSIS

9 FUTURE OF THE MARKET