>Marché de l'intégration de données en Amérique du Nord, par offre (outils, services), application métier (ventes, marketing, finances, opérations, ressources humaines), taille de l'entreprise (petite entreprise, moyenne entreprise, grande entreprise), mode de déploiement (sur site, cloud), vertical (fabrication, santé et sciences de la vie, informatique et télécommunications, médias et divertissement, vente au détail et biens de consommation, BFSI , énergie et services publics, gouvernement et défense, et autres) - Tendances et prévisions de l'industrie jusqu'en 2029.
Analyse et perspectives du marché
Le programme de conformité de l'intégration des données est un ensemble de réglementations ou de règles qu'une institution financière, des entreprises telles que des grandes, des petites et des moyennes entreprises doivent suivre pour éviter la perte de données. Les divers problèmes liés à l'intégration des données obligent le gouvernement et diverses autorités à renforcer la réglementation en raison des menaces liées aux données liées au transfert de données. Alors que l'intégration des données augmente l'utilisation de l'intégration de données hybride, les réglementations et la conformité de plus en plus strictes liées à l'intégration des données augmentent également la demande d'intégration de données sur le marché. Cependant, le coût élevé des logiciels d'intégration de données freine la croissance du marché.
Data Bridge Market Research analyse que le marché de l'intégration de données connaîtra un TCAC de 15,1 % au cours de la période de prévision de 2022 à 2029.
Rapport métrique |
Détails |
Période de prévision |
2022 à 2029 |
Année de base |
2021 |
Années historiques |
2020 (personnalisable de 2019 à 2014) |
Unités quantitatives |
Chiffre d'affaires en millions USD, prix en USD |
Segments couverts |
Par offre (outils, services), application métier (ventes, marketing, finances, opérations, ressources humaines), taille de l'entreprise (petite entreprise, moyenne entreprise, grande entreprise), mode de déploiement (sur site, cloud), secteur vertical (fabrication, santé et sciences de la vie, informatique et télécommunications, médias et divertissement, vente au détail et biens de consommation, BFSI, énergie et services publics, gouvernement et défense, et autres) |
Pays couverts |
États-Unis, Canada, Mexique |
Acteurs du marché couverts |
Microsoft, Amazon Web Services, Inc. Alphabet Inc, SAS Institute Inc., IBM Corporation, Oracle, SAP SE, Informatica Inc., Cisco Systems, Inc., Hitachi Vantara Corporation (filiale de Hitachi, Ltd.), Salesforce, Inc., Precisely, TALEND, Denodo Technologies, TIBCO Software Inc., Actian Corporation, KPMG LLP, Software AG, Adeptia, SnapLogic. entre autres |
Définition du marché
Data integration is the process of combining data from different sources into a single, unified view. Integration begins with the ingestion process, and includes steps such as cleansing, ETL mapping, and transformation. Data integration ultimately enables analytics tools to produce effective, actionable business intelligence. Organizations are moving to become more data-driven, yet data sources are more distributed and fragmented than ever before. By connecting systems that contain valuable data and integrating them across departments and locations, organizations are able to achieve one-point data storage and access, data availability, and data quality.
Data Integration Market Dynamics
Drivers
- Increasing use of hybrid data integration
Hybrid data integration has been in use lately due to its ability to connect applications, data files, and business partners across cloud and on-premises systems. The purpose of using hybrid data for data integration is because hybrid data integration primarily focuses on deployment model element. Data integration has become a major network and data transfer solution from source to destination. Every year billions of dollars are being transferred and those data are being protected with data integration software implemented in systems.
- Increasing stringent regulations and compliance related to data integration
Data integration compliance program is a set of regulations or rules that a financial institution, companies such as large enterprises, small enterprises and medium enterprises must follow to prevent data loss. The various issues related to data integration are compelling the government and various authorities to increase the regulation due to data threats involved in data transfer.
- Growing demand for data integration tools and software
Financial institution, information technology, hospitals, telecom, military and defence industries deal with day-to-day data transfer which requires more protection due to privacy, sensitivity and confidentiality of data. Data integration tools used in financial institutions leverage the power of data in motion to drive personalized customer experiences, proactively mitigate cyber risks and drive regulatory compliances.
Tools such as data lakes are used in data integration for real-time analytics and fraud detection. Data are integrated into modern cloud-based services for data visualization and reporting. These tools also helps in analysis of transaction in real-time to detect fraudulent transaction and send notifications.
- Growing demand for application based integration
Application based integration has become an important part of data integration systems. Industry such as banking, medical, IT & Telecom, manufacturing, retail & consumer goods, media and entertainment prefer application based integration methods in order to keep an eye out for any suspicious transactions, financial crimes from customers. Application integration software combines and enhances data flows between two separate software’s applications. Businesses often use application integration software’s to create a bridge between a new cloud application and older application hosted on-premise, enabling a wide range of independently designed application to work together.
Opportunities
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Increasing adoption of data integration by various departments such as Operations, Finance
Data integration is the autonomous or semi-autonomous system that analyse data or content using sophisticated techniques and tools which is quite different from the traditional business intelligence. These analytics gives a deeper analysis with which the system predicts and generate recommendations. Advanced analytics in data integration solutions can play vital role in detecting transaction activities, data storage from different sources, among others. Moreover, advanced analytics can play a vital role in advanced transaction monitoring.
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Integration of AI, ML in developing data integration solutions
Data integration has become a very important data transferring method for analysis of data by companies to derive meaningful analysis from historic raw data. According to the survey, data integration is estimated to be used by 65% of companies globally. There are various other issues such as data loss, signal distortion, storage capacity of platforms used for data integration.
Restraint/Challenge
- High data integration software cost
Data integration related to software solution should ensure that a device installed with different integration software is able to detect suspicious activities associated with transferring virus involving data, fraud, and terrorist funding and report to the appropriate authorities. A data integration software solution should not only focus on the effectiveness of internal systems but also needs focus on detection capabilities. The key components of data integration systems are data mitigation, enterprise application integration, master data management, and data aggregation. Designing data integration systems can be a challenging task as the complexity involved in designing multiple modules is very high.
COVID-19 Impact on Data Integration Market
The confinement and lockdown period during the COVID-19 crisis has shown the importance of good, reliable internet connectivity at large industry. A high-speed connection at large industry has opened up the possibility of efficient teleworking, maintaining entertainment habits and keeping close contacts. Data traffic in all networks has increased significantly during the pandemic period. COVID-19 has increased the demand of data integration in the market. Fixed broadband networks have gained immense popularity for keeping the world connected. Traffic grew 30-40% overnight, driven primarily by working from large industry (video conferencing and collaboration, VPNs), learning from large industry (video conferencing and collaboration, e-learning platforms) and entertainment (online gaming, video streaming, social media). Moreover, limited supply and shortage of software has significantly affected data integration in the market. The flow of new equipment’s, such as computers, servers, switches, and Customer Premise Equipment (CPE) has either fully stopped or is delayed, with lead times of up to 12 months for different items.
Manufacturers are making various strategic decisions to bounce back post COVID-19. The players are conducting multiple research and development activities to improve the technology involved in the data integration. With this, the companies will bring advanced data integration to the market.
For instance,
- In June 2022, salesforce expands mulesoft, a unified solution for automation, integration and APIs to easily automate workflow. This solution was expanded in order to integrate complex systems and data. This solution expansion took place for easy to standardize automation and integration process
Thus, COVID-19 has increased the demand of data integration in the market but limited supply and shortage of software has significantly affected data integration process in the market.
Recent Developments
- In June 2022, TIBCO Software Inc., relaunched its platform TIBCO Analytics Forum (TAF) for their consumer base. The platform will help the enterprises to connect, unify and confidently predict business outcomes. The platform will help in data integration and expansion of their solution portfolio. This will attract more new customers for the company
- In May 2022, Informatica Inc. launched platform Intelligent Data Management Cloud (IDMC) for Financial Services to boost data life cycle of enterprises. The solution was launched by the company to enhance customer experience in terms of data. The company will be able to expand its solution portfolio for new customers
Global Data Integration Market Scope
The data integration market is segmented on the basis of offering, business application, enterprise size, deployment mode and vertical.
Offering
- Tools
- Services
On the basis of offering, the global data integration market is segmented into tools and services.
Business Application
- Sales
- Marketing
- Operations
- Finance
- Human Resources
Sur la base des applications commerciales, le marché mondial de l’intégration de données est segmenté en ventes, marketing, opérations, finances et ressources humaines.
Taille de l'entreprise
- Grandes entreprises
- Moyennes entreprises
- Petites entreprises
Sur la base de la taille de l’entreprise, le marché mondial de l’intégration de données est segmenté en grandes entreprises, moyennes entreprises et petites entreprises.
Mode de déploiement
- Nuage
- Sur site
Sur la base du modèle de déploiement, le marché mondial de l’intégration de données est segmenté en cloud et sur site.
Verticale
- Informatique et Télécom
- Santé et sciences de la vie
- Commerce de détail et biens de consommation, médias et divertissement
- BFSI, Énergie et services publics
- Gouvernement et défense
- Autres
Sur la base de la verticale, le marché mondial de l'intégration de données est segmenté en informatique et télécommunications, santé et sciences de la vie, vente au détail et biens de consommation, médias et divertissement, BFSI, énergie et services publics, gouvernement et défense, et autres.
Marché de l'intégration des données en Amérique du Nord
Le marché de l’intégration de données est analysé et des informations et tendances du marché sont fournies sur la base de l’offre, de l’application commerciale, de la taille de l’entreprise, du mode de déploiement et du secteur vertical comme référencé ci-dessus.
Le marché de l’intégration de données en Amérique du Nord couvre des pays tels que les États-Unis, le Canada et le Mexique.
Les États-Unis devraient dominer le marché de l'intégration de données en Amérique du Nord, car l'intégration de données hybride est utilisée ces derniers temps en raison de sa capacité à connecter des applications, des fichiers de données et des partenaires commerciaux sur des systèmes cloud et sur site. Le programme de conformité de l'intégration des données est également un ensemble de réglementations ou de règles qu'une institution financière, des entreprises telles que les grandes entreprises, les petites entreprises et les moyennes entreprises doivent suivre pour éviter la perte de données et la croissance du pays sur le marché de l'intégration de données en Amérique du Nord.
La section pays du rapport sur le marché de l'intégration des données fournit également des facteurs d'impact individuels sur le marché et des changements de réglementation sur le marché national qui ont un impact sur les tendances actuelles et futures du marché. Des points de données tels que les nouvelles ventes, les ventes de remplacement, la démographie des pays, l'épidémiologie des maladies et les tarifs d'importation et d'exportation sont quelques-uns des indicateurs importants utilisés pour prévoir le scénario de marché pour les différents pays. En outre, la présence et la disponibilité des marques mondiales et les défis auxquels elles sont confrontées en raison de la concurrence importante ou rare des marques locales et nationales et l'impact des canaux de vente sont pris en compte tout en fournissant une analyse prévisionnelle des données nationales.
Analyse du paysage concurrentiel et des parts de marché de l'intégration des données
Le paysage concurrentiel du marché de l'intégration de données fournit des détails sur le concurrent. Les détails inclus sont la présentation de l'entreprise, les finances de l'entreprise, les revenus générés, le potentiel du marché, les investissements dans la recherche et le développement, les nouvelles initiatives du marché, la présence mondiale, les sites et installations de production, les capacités de production, les forces et les faiblesses de l'entreprise, le lancement de la solution, la largeur et l'étendue du produit, la domination des applications. Les points de données ci-dessus ne concernent que l'orientation des entreprises sur le marché de l'intégration de données.
Certains des principaux acteurs opérant sur le marché de l'intégration de données en Amérique du Nord sont Microsoft, Amazon Web Services, Inc. Alphabet Inc, SAS Institute Inc., IBM Corporation, Oracle, SAP SE, Informatica Inc., Cisco Systems, Inc., Hitachi Vantara Corporation (filiale de Hitachi, Ltd.), Salesforce, Inc. , Precisely, TALEND, Denodo Technologies, TIBCO Software Inc., Actian Corporation, KPMG LLP, Software AG, Adeptia, SnapLogic. entre autres.
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Table des matières
1 INTRODUCTION
1.1 OBJECTIVES OF THE STUDY
1.2 MARKET DEFINITION
1.3 OVERVIEW OF NORTH AMERICA DATA INTEGRATION MARKET
1.4 CURRENCY AND PRICING
1.5 LIMITATIONS
1.6 MARKETS COVERED
2 MARKET SEGMENTATION
2.1 MARKETS COVERED
2.2 GEOGRAPHICAL SCOPE
2.3 YEARS CONSIDERED FOR THE STUDY
2.4 DBMR TRIPOD DATA VALIDATION MODEL
2.5 PRIMARY INTERVIEWS WITH KEY OPINION LEADERS
2.6 DBMR MARKET POSITION GRID
2.7 VENDOR SHARE ANALYSIS
2.8 MULTIVARIATE MODELING
2.9 OFFERING TIMELINE CURVE
2.1 MARKET APPLICATION COVERAGE GRID
2.11 SECONDARY SOURCES
2.12 ASSUMPTIONS
3 EXECUTIVE SUMMARY
4 PREMIUM INSIGHTS
4.1 PRICING ANALYSIS
4.2 CASE STUDIES
4.2.1 ARCHITECTURE CREATION & VALIDATION
4.3 TECHNOLOGICAL TRENDS
4.3.1 RISE OF HYBRID INTEGRATION
4.3.2 BLOCKCHAIN IN DATA AND ANALYTICS
4.3.3 APIS AT THE CENTER STAGE OF BUSINESS PERFORMANCE
4.3.4 PROLIFERATION OF IOT
4.4 VALUE CHAIN FOR NORTH AMERICA DATA INTEGRATION MARKET
5 REGULATIONS
5.1 OVERVIEW
5.1.1 EUROPE
5.1.2 CHINA
5.1.3 INDIA
5.1.4 AUSTRALIA
6 REGIONAL SUMMARY
7 MARKET OVERVIEW
7.1 DRIVERS
7.1.1 INCREASE IN THE USE OF HYBRID DATA INTEGRATION
7.1.2 INCREASE IN THE STRINGENT REGULATIONS AND COMPLIANCE RELATED TO DATA INTEGRATION
7.1.3 GROWTH IN THE DEMAND FOR DATA INTEGRATION TOOLS AND SOFTWARE
7.1.4 GROWTH IN THE DEMAND FOR APPLICATION-BASED INTEGRATION
7.1.5 RISE IN BIG DATA AND CLOUD COMPUTING TECHNOLOGIES
7.2 RESTRAINTS
7.2.1 HIGH DATA INTEGRATION SOFTWARE COST
7.2.2 LACK OF STORAGE CAPACITY IN CLOUD
7.3 OPPORTUNITIES
7.3.1 INCREASE IN THE ADOPTION OF DATA INTEGRATION BY VARIOUS DEPARTMENTS SUCH AS OPERATION AND FINANCE
7.3.2 INTEGRATION OF AI AND ML IN DEVELOPING DATA INTEGRATION SOLUTIONS
7.4 CHALLENGES
7.4.1 HIGH COMPLEXITY INVOLVED IN DATA INTEGRATION
7.4.2 DATA THREATS INVOLVED IN DATA INTEGRATION SOFTWARE
8 NORTH AMERICA DATA INTEGRATION MARKET, BY OFFERING
8.1 OVERVIEW
8.2 TOOLS
8.3 SERVICES
8.3.1 PROFESSIONAL SERVICES
8.3.2 MANAGED SERVICES
9 NORTH AMERICA DATA INTEGRATION MARKET, BY BUSINESS APPLICATION
9.1 OVERVIEW
9.2 SALES
9.3 MARKETING
9.4 FINANCE
9.5 OPERATIONS
9.6 HUMAN RESOURCES
10 NORTH AMERICA DATA INTEGRATION MARKET, BY ENTERPRISE SIZE
10.1 OVERVIEW
10.2 LARGE ENTERPRISE
10.3 MEDIUM ENTERPRISE
10.4 SMALL ENTERPRISE
11 NORTH AMERICA DATA INTEGRATION MARKET, BY DEPLOYMENT MODE
11.1 OVERVIEW
11.2 CLOUD
11.3 ON-PREMISES
12 NORTH AMERICA DATA INTEGRATION MARKET, BY VERTICAL
12.1 OVERVIEW
12.2 IT & TELECOM
12.2.1 TOOLS
12.2.2 SERVICES
12.2.2.1 PROFESSIONAL SERVICES
12.2.2.2 MANAGED SERVICES
12.3 MANUFACTURING
12.3.1 TOOLS
12.3.2 SERVICES
12.3.2.1 PROFESSIONAL SERVICES
12.3.2.2 MANAGED SERVICES
12.4 HEALTHCARE & LIFESCIENCES
12.4.1 TOOLS
12.4.2 SERVICES
12.4.2.1 PROFESSIONAL SERVICES
12.4.2.2 MANAGED SERVICES
12.5 MEDIA & ENTERTAINMENT
12.5.1 TOOLS
12.5.2 SERVICES
12.5.2.1 PROFESSIONAL SERVICES
12.5.2.2 MANAGED SERVICES
12.6 RETAIL & CONSUMER GOODS
12.6.1 TOOLS
12.6.2 SERVICES
12.6.2.1 PROFESSIONAL SERVICES
12.6.2.2 MANAGED SERVICES
12.7 ENERGY & UTILITIES
12.7.1 TOOLS
12.7.2 SERVICES
12.7.2.1 PROFESSIONAL SERVICES
12.7.2.2 MANAGED SERVICES
12.8 BFSI
12.8.1 TOOLS
12.8.2 SERVICES
12.8.2.1 PROFESSIONAL SERVICES
12.8.2.2 MANAGED SERVICES
12.9 GOVERNMENT & DEFENSE
12.9.1 TOOLS
12.9.2 SERVICES
12.9.2.1 PROFESSIONAL SERVICES
12.9.2.2 MANAGED SERVICES
12.1 OTHERS
12.10.1 TOOLS
12.10.2 SERVICES
12.10.2.1 PROFESSIONAL SERVICES
12.10.2.2 MANAGED SERVICES
13 NORTH AMERICA DATA INTEGRATION MARKET, BY REGION
13.1 NORTH AMERICA
13.1.1 U.S.
13.1.2 CANADA
13.1.3 MEXICO
14 NORTH AMERICA DATA INTEGRATION MARKET, COMPANY LANDSCAPE
14.1 COMPANY SHARE ANALYSIS: NORTH AMERICA
15 SWOT ANALYSIS
16 COMPANY PROFILE
16.1 AMAZON WEB SERVICES, INC.
16.1.1 COMPANY SNAPSHOT
16.1.2 REVENUE ANALYSIS
16.1.3 COMPANY SHARE ANALYSIS
16.1.4 PRODUCT PORTFOLIO
16.1.5 RECENT DEVELOPMENT
16.2 MICROSOFT
16.2.1 COMPANY SNAPSHOT
16.2.2 REVENUE ANALYSIS
16.2.3 COMPANY SHARE ANALYSIS
16.2.4 SOLUTION PORTFOLIO
16.2.5 RECENT DEVELOPMENTS
16.3 ALPHABET INC.
16.3.1 COMPANY SNAPSHOT
16.3.2 REVENUE ANALYSIS
16.3.3 COMPANY SHARE ANALYSIS
16.3.4 SOLUTION PORTFOLIO
16.3.5 RECENT DEVELOPMENT
16.4 ORACLE CORPORATION
16.4.1 COMPANY SNAPSHOT
16.4.2 REVENUE ANALYSIS
16.4.3 COMPANY SHARE ANALYSIS
16.4.4 INDUSTRIAL SOLUTION PORTFOLIO
16.4.5 RECENT DEVELOPMENTS
16.5 CISCO SYSTEMS, INC.
16.5.1 COMPANY SNAPSHOT
16.5.2 REVENUE ANALYSIS
16.5.3 COMPANY SHARE ANALYSIS
16.5.4 SOLUTION PORTFOLIO
16.5.5 RECENT DEVELOPMENTS
16.6 ACTIAN CORPORATION
16.6.1 COMPANY SNAPSHOT
16.6.2 PRODUCT PORTFOLIO
16.6.3 RECENT DEVELOPMENTS
16.7 ADEPTIA
16.7.1 COMPANY SNAPSHOT
16.7.2 PRODUCT PORTFOLIO
16.7.3 RECENT DEVELOPMENT
16.8 DENODO TECHNOLOGIES
16.8.1 COMPANY SNAPSHOT
16.8.2 PRODUCT PORTFOLIO
16.8.3 RECENT DEVELOPMENTS
16.9 HITACHI VANTARA CORPORATION (SUBSIDIARY OF HITACHI, LTD.)
16.9.1 COMPANY SNAPSHOT
16.9.2 REVENUE ANALYSIS
16.9.3 PRODUCT PORTFOLIO
16.9.4 RECENT DEVELOPMENT
16.1 IBM CORPORATION
16.10.1 COMPANY SNAPSHOT
16.10.2 REVENUE ANALYSIS
16.10.3 SOLUTION PORTFOLIO
16.10.4 RECENT DEVELOPMENT
16.11 INFORMATICA INC.
16.11.1 COMPANY SNAPSHOT
16.11.2 REVENUE ANALYSIS
16.11.3 PRODUCT PORTFOLIO
16.11.4 RECENT DEVELOPMENTS
16.12 KPMG LLP
16.12.1 COMPANY SNAPSHOT
16.12.2 PRODUCT PORTFOLIO
16.12.3 RECENT DEVELOPMENT
16.13 PRECISELY
16.13.1 COMPANY SNAPSHOT
16.13.2 PRODUCT PORTFOLIO
16.13.3 RECENT DEVELOPMENT
16.14 SALESFORCE, INC.
16.14.1 COMPANY SNAPSHOT
16.14.2 REVENUE ANALYSIS
16.14.3 PRODUCT PORTFOLIO
16.14.4 RECENT DEVELOPMENTS
16.15 SAS INSTITUTE INC.
16.15.1 COMPANY SNAPSHOT
16.15.2 PRODUCT & SOLUTION PORTFOLIO
16.15.3 RECENT DEVELOPMENTS
16.16 SAP SE
16.16.1 COMPANY SNAPSHOT
16.16.2 REVENUE ANALYSIS
16.16.3 PRODUCT & SERVICES PORTFOLIO
16.16.4 RECENT DEVELOPMENTS
16.17 SOFTWARE AG
16.17.1 COMPANY SNAPSHOT
16.17.2 REVENUE ANALYSIS
16.17.3 PRODUCT PORTFOLIO
16.17.4 RECENT DEVELOPMENT
16.18 SNAPLOGIC.
16.18.1 COMPANY SNAPSHOT
16.18.2 PRODUCT PORTFOLIO
16.18.3 RECENT DEVELOPMENT
16.19 TALEND
16.19.1 COMPANY SNAPSHOT
16.19.2 PRODUCT PORTFOLIO
16.19.3 RECENT DEVELOPMENTS
16.2 TIBCO SOFTWARE INC.
16.20.1 COMPANY SNAPSHOT
16.20.2 PRODUCT PORTFOLIO
16.20.3 RECENT DEVELOPMENT
17 QUESTIONNAIRE
18 RELATED REPORTS
Liste des tableaux
TABLE 1 NORTH AMERICA DATA INTEGRATION MARKET, BY OFFERING, 2020-2029 (USD MILLION)
TABLE 2 NORTH AMERICA TOOLS IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 3 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 4 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 5 NORTH AMERICA DATA INTEGRATION MARKET, BY BUSINESS APPLICATION, 2020-2029 (USD MILLION)
TABLE 6 NORTH AMERICA SALES IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 7 NORTH AMERICA MARKETING IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 8 NORTH AMERICA FINANCE IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 9 NORTH AMERICA OPERATIONS IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 10 NORTH AMERICA HUMAN RESOURCES IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 11 NORTH AMERICA DATA INTEGRATION MARKET, BY ENTERPRISE SIZE, 2020-2029 (USD MILLION)
TABLE 12 NORTH AMERICA LARGE ENTERPRISE IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 13 NORTH AMERICA MEDIUM ENTERPRISE IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 14 NORTH AMERICA SMALL ENTERPRISE IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 15 NORTH AMERICA DATA INTEGRATION MARKET, BY DEPLOYMENT MODE, 2020-2029 (USD MILLION)
TABLE 16 NORTH AMERICA CLOUD IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 17 NORTH AMERICA ON-PREMISES IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 18 NORTH AMERICA DATA INTEGRATION MARKET, BY VERTICAL, 2020-2029 (USD MILLION)
TABLE 19 NORTH AMERICA IT & TELECOM IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 20 NORTH AMERICA IT & TELECOM IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 21 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 22 NORTH AMERICA MANUFACTURING IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 23 NORTH AMERICA MANUFACTURING IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 24 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 25 NORTH AMERICA HEALTHCARE & LIFESCIENCES IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 26 NORTH AMERICA HEALTHCARE & LIFESCIENCES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 27 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 28 NORTH AMERICA MEDIA & ENTERTAINMENT IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 29 NORTH AMERICA MEDIA & ENTERTAINMENT IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 30 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 31 NORTH AMERICA RETAIL & CONSUMER GOODS IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 32 NORTH AMERICA RETAIL & CONSUMER GOODS IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 33 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 34 NORTH AMERICA ENERGY & UTILITIES IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 35 NORTH AMERICA ENERGY & UTILITIES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 36 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 37 NORTH AMERICA BFSI IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 38 NORTH AMERICA BFSI IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 39 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 40 NORTH AMERICA GOVERNMENT & DEFENSE IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 41 NORTH AMERICA GOVERNMENT & DEFENSE IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 42 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 43 NORTH AMERICA OTHERS IN DATA INTEGRATION MARKET, BY REGION, 2020-2029 (USD MILLION)
TABLE 44 NORTH AMERICA OTHERS IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 45 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 46 NORTH AMERICA DATA INTEGRATION MARKET, BY COUNTRY, 2020-2029 (USD MILLION)
TABLE 47 NORTH AMERICA DATA INTEGRATION MARKET, BY OFFERING, 2020-2029 (USD MILLION)
TABLE 48 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 49 NORTH AMERICA DATA INTEGRATION MARKET, BY BUSINESS APPLICATION, 2020-2029 (USD MILLION)
TABLE 50 NORTH AMERICA DATA INTEGRATION MARKET, BY ENTERPRISE SIZE, 2020-2029 (USD MILLION)
TABLE 51 NORTH AMERICA DATA INTEGRATION MARKET, BY DEPLOYMENT MODE, 2020-2029 (USD MILLION)
TABLE 52 NORTH AMERICA DATA INTEGRATION MARKET, BY VERTICAL, 2020-2029 (USD MILLION)
TABLE 53 NORTH AMERICA IT & TELECOM IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 54 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 55 NORTH AMERICA MANUFACTURING IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 56 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 57 NORTH AMERICA HEALTHCARE & LIFESCIENCES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 58 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 59 NORTH AMERICA MEDIA & ENTERTAINMENT IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 60 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 61 NORTH AMERICA RETAIL & CONSUMER GOODS IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 62 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 63 NORTH AMERICA ENERGY & UTILITIES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 64 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 65 NORTH AMERICA BFSI IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 66 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 67 NORTH AMERICA GOVERNMENT & DEFENSE IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 68 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 69 NORTH AMERICA OTHERS IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 70 NORTH AMERICA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 71 U.S. DATA INTEGRATION MARKET, BY OFFERING, 2020-2029 (USD MILLION)
TABLE 72 U.S. SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 73 U.S. DATA INTEGRATION MARKET, BY BUSINESS APPLICATION, 2020-2029 (USD MILLION)
TABLE 74 U.S. DATA INTEGRATION MARKET, BY ENTERPRISE SIZE, 2020-2029 (USD MILLION)
TABLE 75 U.S. DATA INTEGRATION MARKET, BY DEPLOYMENT MODE, 2020-2029 (USD MILLION)
TABLE 76 U.S. DATA INTEGRATION MARKET, BY VERTICAL, 2020-2029 (USD MILLION)
TABLE 77 U.S. IT & TELECOM IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 78 U.S. SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 79 U.S. MANUFACTURING IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 80 U.S. SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 81 U.S. HEALTHCARE & LIFESCIENCES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 82 U.S. SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 83 U.S. MEDIA & ENTERTAINMENT IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 84 U.S. SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 85 U.S. RETAIL & CONSUMER GOODS IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 86 U.S. SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 87 U.S. ENERGY & UTILITIES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 88 U.S. SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 89 U.S. BFSI IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 90 U.S. SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 91 U.S. GOVERNMENT & DEFENSE IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 92 U.S. SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 93 U.S. OTHERS IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 94 U.S. SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 95 CANADA DATA INTEGRATION MARKET, BY OFFERING, 2020-2029 (USD MILLION)
TABLE 96 CANADA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 97 CANADA DATA INTEGRATION MARKET, BY BUSINESS APPLICATION, 2020-2029 (USD MILLION)
TABLE 98 CANADA DATA INTEGRATION MARKET, BY ENTERPRISE SIZE, 2020-2029 (USD MILLION)
TABLE 99 CANADA DATA INTEGRATION MARKET, BY DEPLOYMENT MODE, 2020-2029 (USD MILLION)
TABLE 100 CANADA DATA INTEGRATION MARKET, BY VERTICAL, 2020-2029 (USD MILLION)
TABLE 101 CANADA IT & TELECOM IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 102 CANADA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 103 CANADA MANUFACTURING IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 104 CANADA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 105 CANADA HEALTHCARE & LIFESCIENCES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 106 CANADA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 107 CANADA MEDIA & ENTERTAINMENT IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 108 CANADA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 109 CANADA RETAIL & CONSUMER GOODS IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 110 CANADA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 111 CANADA ENERGY & UTILITIES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 112 CANADA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 113 CANADA BFSI IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 114 CANADA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 115 CANADA GOVERNMENT & DEFENSE IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 116 CANADA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 117 CANADA OTHERS IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 118 CANADA SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 119 MEXICO DATA INTEGRATION MARKET, BY OFFERING, 2020-2029 (USD MILLION)
TABLE 120 MEXICO SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 121 MEXICO DATA INTEGRATION MARKET, BY BUSINESS APPLICATION, 2020-2029 (USD MILLION)
TABLE 122 MEXICO DATA INTEGRATION MARKET, BY ENTERPRISE SIZE, 2020-2029 (USD MILLION)
TABLE 123 MEXICO DATA INTEGRATION MARKET, BY DEPLOYMENT MODE, 2020-2029 (USD MILLION)
TABLE 124 MEXICO DATA INTEGRATION MARKET, BY VERTICAL, 2020-2029 (USD MILLION)
TABLE 125 MEXICO IT & TELECOM IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 126 MEXICO SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 127 MEXICO MANUFACTURING IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 128 MEXICO SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 129 MEXICO HEALTHCARE & LIFESCIENCES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 130 MEXICO SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 131 MEXICO MEDIA & ENTERTAINMENT IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 132 MEXICO SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 133 MEXICO RETAIL & CONSUMER GOODS IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 134 MEXICO SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 135 MEXICO ENERGY & UTILITIES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 136 MEXICO SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 137 MEXICO BFSI IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 138 MEXICO SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 139 MEXICO GOVERNMENT & DEFENSE IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 140 MEXICO SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 141 MEXICO OTHERS IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
TABLE 142 MEXICO SERVICES IN DATA INTEGRATION MARKET, BY TYPE, 2020-2029 (USD MILLION)
Liste des figures
FIGURE 1 NORTH AMERICA DATA INTEGRATION MARKET: SEGMENTATION
FIGURE 2 NORTH AMERICA DATA INTEGRATION MARKET: DATA TRIANGULATION
FIGURE 3 NORTH AMERICA DATA INTEGRATION MARKET: DROC ANALYSIS
FIGURE 4 NORTH AMERICA DATA INTEGRATION MARKET: NORTH AMERICA VS REGIONAL MARKET ANALYSIS
FIGURE 5 NORTH AMERICA DATA INTEGRATION MARKET: COMPANY RESEARCH ANALYSIS
FIGURE 6 NORTH AMERICA DATA INTEGRATION MARKET: INTERVIEW DEMOGRAPHICS
FIGURE 7 NORTH AMERICA DATA INTEGRATION MARKET: DBMR MARKET POSITION GRID
FIGURE 8 NORTH AMERICA DATA INTEGRATION MARKET: VENDOR SHARE ANALYSIS
FIGURE 9 NORTH AMERICA DATA INTEGRATION MARKET: APPLICATION COVERAGE GRID
FIGURE 10 NORTH AMERICA DATA INTEGRATION MARKET: SEGMENTATION
FIGURE 11 RISE IN DEMAND FOR DATA INTEGRATION TOOLS IS EXPECTED TO DRIVE NORTH AMERICA DATA INTEGRATION MARKET IN THE FORECAST PERIOD OF 2022 TO 2029
FIGURE 12 TRANSCEIVERS SEGMENT IS EXPECTED TO ACCOUNT FOR THE LARGEST SHARE OF NORTH AMERICA DATA INTEGRATION MARKET IN 2022 & 2029
FIGURE 13 NORTH AMERICA IS EXPECTED TO DOMINATE, AND ASIA-PACIFIC IS THE FASTEST-GROWING REGION IN THE NORTH AMERICA DATA INTEGRATION MARKET IN THE FORECAST PERIOD OF 2022 TO 2029
FIGURE 14 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES OF THE NORTH AMERICA DATA INTEGRATION MARKET
FIGURE 15 NORTH AMERICA DATA INTEGRATION MARKET: BY OFFERING, 2021
FIGURE 16 NORTH AMERICA DATA INTEGRATION MARKET: BY BUSINESS APPLICATION, 2021
FIGURE 17 NORTH AMERICA DATA INTEGRATION MARKET: BY ENTERPRISE SIZE, 2021
FIGURE 18 NORTH AMERICA DATA INTEGRATION MARKET: BY DEPLOYMENT MODE, 2021
FIGURE 19 NORTH AMERICA DATA INTEGRATION MARKET: BY VERTICAL, 2021
FIGURE 20 NORTH AMERICA DATA INTEGRATION MARKET: SNAPSHOT (2021)
FIGURE 21 NORTH AMERICA DATA INTEGRATION MARKET: BY COUNTRY (2021)
FIGURE 22 NORTH AMERICA DATA INTEGRATION MARKET: BY COUNTRY (2022 & 2029)
FIGURE 23 NORTH AMERICA DATA INTEGRATION MARKET: BY COUNTRY (2021 & 2029)
FIGURE 24 NORTH AMERICA DATA INTEGRATION MARKET: BY OFFERING (2022-2029)
FIGURE 25 NORTH AMERICA DATA INTEGRATION MARKET: COMPANY SHARE 2021 (%)
Méthodologie de recherche
La collecte de données et l'analyse de l'année de base sont effectuées à l'aide de modules de collecte de données avec des échantillons de grande taille. L'étape consiste à obtenir des informations sur le marché ou des données connexes via diverses sources et stratégies. Elle comprend l'examen et la planification à l'avance de toutes les données acquises dans le passé. Elle englobe également l'examen des incohérences d'informations observées dans différentes sources d'informations. Les données de marché sont analysées et estimées à l'aide de modèles statistiques et cohérents de marché. De plus, l'analyse des parts de marché et l'analyse des tendances clés sont les principaux facteurs de succès du rapport de marché. Pour en savoir plus, veuillez demander un appel d'analyste ou déposer votre demande.
La méthodologie de recherche clé utilisée par l'équipe de recherche DBMR est la triangulation des données qui implique l'exploration de données, l'analyse de l'impact des variables de données sur le marché et la validation primaire (expert du secteur). Les modèles de données incluent la grille de positionnement des fournisseurs, l'analyse de la chronologie du marché, l'aperçu et le guide du marché, la grille de positionnement des entreprises, l'analyse des brevets, l'analyse des prix, l'analyse des parts de marché des entreprises, les normes de mesure, l'analyse globale par rapport à l'analyse régionale et des parts des fournisseurs. Pour en savoir plus sur la méthodologie de recherche, envoyez une demande pour parler à nos experts du secteur.
Personnalisation disponible
Data Bridge Market Research est un leader de la recherche formative avancée. Nous sommes fiers de fournir à nos clients existants et nouveaux des données et des analyses qui correspondent à leurs objectifs. Le rapport peut être personnalisé pour inclure une analyse des tendances des prix des marques cibles, une compréhension du marché pour d'autres pays (demandez la liste des pays), des données sur les résultats des essais cliniques, une revue de la littérature, une analyse du marché des produits remis à neuf et de la base de produits. L'analyse du marché des concurrents cibles peut être analysée à partir d'une analyse basée sur la technologie jusqu'à des stratégies de portefeuille de marché. Nous pouvons ajouter autant de concurrents que vous le souhaitez, dans le format et le style de données que vous recherchez. Notre équipe d'analystes peut également vous fournir des données sous forme de fichiers Excel bruts, de tableaux croisés dynamiques (Fact book) ou peut vous aider à créer des présentations à partir des ensembles de données disponibles dans le rapport.