Gaia-X: Data security & interoperability between different systems and actors in the Smart Factory & Industrial Metaverse

Gaia-X has established itself as a key project in the European digital landscape. The main goal is to create a reliable and secure data infrastructure for Europe. But what does that mean in practice? And how does Gaia-X fit into the much larger Smart Factory and Industry 4.0 ecosystem?

🧩 One piece of the puzzle: The larger ecosystem

Gaia-X is just one part of the extensive ecosystem necessary to create globally connected smart factories. Other technologies that complete this ecosystem include the Internet of Things (IoT), artificial intelligence (AI), blockchain technology, digital twins and big data analytics, among others. Each of these technologies has its own strengths and areas of application, but all contribute to increasing the efficiency, scalability and flexibility of production processes.

🌿 The benefits of Gaia-X in various industries

Gaia-X finds its place in a wide range of industries and application areas:

1. Automotive industry

Gaia-X improves the data infrastructure in the supply chain. This enables greater transparency and enables real-time adjustments in production.

2. Energy

Gaia-X facilitates the connection of energy producers and consumers, resulting in more efficient energy use and increased resilience to grid disruptions.

3. Healthcare

The secure storage and exchange of patient data becomes possible, leading to improved diagnostic procedures and higher quality of medical care.

4. Manufacturing industry

Gaia-X helps optimize production processes by using machine learning and advanced data analytics to minimize downtime and increase productivity.

5. Financial Services

With Gaia-X, banks and other financial institutions can ensure a high level of data security and compliance.

6. Agriculture

Gaia-X enables data-driven optimization of yields through precise monitoring of soil quality, weather conditions and plant growth.

7. Smart Cities

Municipal services, from traffic planning to waste disposal, can be optimized by evaluating data.

8. Trade

Personalizing customer experiences and optimizing the supply chain are possible through improved data analysis.

9. Telecommunications

Network infrastructure can be improved through real-time analysis of data traffic, resulting in higher quality services.

10. Education

Gaia-X facilitates access to educational resources and research data, enabling accelerated innovation and increased educational quality.

🏭 The role of Gaia-X in the Smart Factory

In a smart factory, Gaia-X acts as an important backbone of the data architecture. It enables improved networking of machines and systems and thus creates a basis for further automation and process optimization. Gaia-X also offers a range of governance models that enable the exchange of data between different actors in a secure and transparent framework. This is particularly important when it comes to integrating suppliers, customers and even competing companies.

⚠️ Challenges and future forecasts

Despite all the progress, projects like Gaia-X face significant challenges. These include, for example, legal issues, interoperability with existing systems and the creation of a coherent European legal framework. In addition, industry acceptance is crucial for success.

Gaia-X has the potential to become a cornerstone of Europe's digital strategy. It not only has an impact on the smart factory, but on the entire European economy and society. The opportunities to improve efficiency and productivity are almost limitless and could help make Europe a strong competitor in the global digital economy.

🚀 Opportunity for Europe

Overall, Gaia-X offers an excellent opportunity for Europe to strengthen its digital sovereignty while creating an efficient, secure and transparent data ecosystem for the smart factory and other sectors. However, the journey is far from over, and continued development and adaptation to changing conditions will be critical to long-term success.

📣 Similar topics

• 🏭 Gaia-X in the Smart Factory: A backbone of data architecture
• 🌐 Gaia-X and Europe's digital sovereignty
• 🚗 Gaia-X in the automotive industry: transparency and real-time adjustments
• 💡 Gaia-X in the energy industry: efficiency and resilience
• 🏥 Gaia-X in healthcare: Secure patient data and improved diagnoses
• 🛠 Gaia-X and Industry 4.0: networking, scalability, flexibility
• 🌾 Gaia-X in agriculture: data-driven optimization
• 🏦 Gaia-X in financial services: data security and compliance
• 🏙 Gaia-X in Smart Cities: Optimizing urban services
• 🎓 Gaia-X in education: access to resources and research data

#️⃣ Hashtags: #GaiaX #SmartFactory #Industrie40 #DigitalSovereignty #DataSecurity

Gaia-X is an ambitious project that aims to create a robust, secure and trustworthy data infrastructure for Europe. The initiative was first presented to the public in November 2019 during the Federal Government's Digital Summit in Germany. But where does Gaia-X come from and why does this project exist?

Gaia-X was developed primarily as a response to the dominance of large technology companies, particularly US hyperscalers, in the cloud market. The main goal of Gaia-X is to create a robust, secure and trustworthy data infrastructure for Europe, strengthening Europe's digital sovereignty and reducing dependence on foreign providers.

🌱 1. Origin of Gaia-X

Gaia-X emerged in response to the growing dominance of hyperscalers, particularly from the US, in the European cloud market. These large technology companies had a strong presence in Europe and were the preferred choice for cloud services for many companies and organizations. This led to concerns about Europe's data sovereignty and dependence on foreign providers. The idea of ​​Gaia-X was to create a European alternative that protects and promotes European data and companies.

☁️📈🌐 Hypercsaler

Hyperscalers are large companies that deploy cloud computing infrastructure on a massive scale. They have the ability to scale computing capacity and storage resources to such an extent that they can serve the needs of millions of users worldwide. These companies operate massive data centers capable of processing, storing, and analyzing massive amounts of data.

Some of the best-known hyperscalers are companies like Amazon Web Services (AWS), Microsoft Azure and Google Cloud Platform (GCP). These companies offer a wide range of cloud services, from Infrastructure-as-a-Service (IaaS) to Platform-as-a-Service (PaaS) to Software-as-a-Service (SaaS).

The term “hyperscalers” emphasizes the massive scale at which these companies operate, both in terms of their technical infrastructure and their global customer base.

🎯 2. The goals of Gaia-X

Gaia-X has clear goals:

Strengthening Europe's sovereignty

One of the main goals of Gaia-X is to strengthen Europe's digital sovereignty. This means Europe retains control over its own data and is not dependent on foreign companies. Creating an independent data infrastructure is crucial to ensuring this sovereignty.

Promoting the competitiveness of European companies

Gaia-X is intended to help European companies become more competitive in international competition. With access to a powerful and secure data infrastructure, European companies can develop innovative solutions and improve their services.

Uniform standards

Gaia-X aims to create uniform standards for data infrastructure in Europe. This is intended to facilitate interoperability and facilitate data exchange between companies and organizations in different countries.

Promoting cloud computing

The project aims to promote cloud computing at a European level. This is crucial because cloud services play a key role in modern IT and form the basis for many digital innovations.

🤝 3. The participation of companies and organizations

Gaia-X is not an isolated project. It has received widespread support from over 350 companies and organizations across various sectors. This participation shows the interest and urgency in creating a European data infrastructure. Companies from sectors such as telecommunications, industry, research and more are actively involved in the development and implementation of Gaia-X.

🔗 4. The role of Gaia-X as a hybrid data platform

Gaia-X plans to operate as a hybrid data platform. This means that it will link different types of data sources and storage together. This enables flexible and scalable use of data, regardless of its physical storage. This hybrid approach is an important step to promote the diversity of digital infrastructure in Europe and ensure that it meets the needs of different industries.

🔒 5. The importance of trusted data infrastructures

At a time when data has become one of the most valuable assets, the security and trustworthiness of data infrastructure is crucial. Gaia-X relies on these principles to ensure that data is stored and processed in a secure environment. This creates trust among companies and organizations and promotes use of the platform.

🌐 6. The impact on Europe and beyond

The creation of Gaia-X is already having an impact on Europe and beyond. It shows that Europe is determined to defend its digital sovereignty and invest in innovative technologies. In the long term, this can help strengthen Europe's position in the global technology landscape. Additionally, Gaia-X could serve as a model for other regions that face similar challenges in terms of dependence on foreign technology companies.

Gaia-X is an ambitious project that aims to strengthen Europe's digital sovereignty and provide European companies with access to a secure and high-performance data infrastructure. The initiative has already received widespread support and could, in the long term, change the way data is handled in Europe.

📣 Similar topics

• 🌍 Gaia-X: Europe's answer to cloud dominance
• 🛡️ Europe's path to digital sovereignty with Gaia-X
• 💡 Gaia-X: The vision of a secure data infrastructure for Europe
• 📊 Gaia-X and strengthening European competitiveness
• ⚙️ Uniform standards: Gaia-X's contribution to data interoperability in Europe
• ☁️ Gaia-X: Europe's pursuit of cloud computing leadership
• 🤝 350+ companies support Gaia-X's vision
• 🔄 Gaia-X: The revolution as a hybrid data platform
• 🔒 Security and trust: core principles of Gaia-X
• 🌐 Gaia-X's global impact and Europe's digital future

#️⃣ Hashtags: #GaiaX #DigitalSovereignty #Europe #DataInfrastructure #CloudComputing

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🖥️ Gaia-X represents not just a software architecture, but a vision of a harmonized and coordinated digital landscape.

🚀 “We are building a spaceship,” said Francesco Bonfiglio, CEO of Gaia-X.

🛸 We're not just building a spaceship, we're paving the way for the next generation of the digital age

📈 The rapid growth of Gaia-X is an indicator of the immense potential and value this platform offers. From an initial 22 members to over an impressive 350 is testament to the traction and trust that Gaia-X enjoys in the digital community. It is noteworthy that not only individuals and companies, but also countries have recognized the importance and value of Gaia-X. With now 25 participating countries and 15 local hubs both in and outside of Europe, Gaia-X ensures that regional specificities and needs are taken into account.

🔗 These hubs are essential for the effective implementation of Gaia-X as they act as bridges between global standards and local requirements. They are not only hubs of information, but also centers of innovation where use cases are specified and developed that meet regional and country priorities. A total of 45 such use cases have been defined so far based on ten specific data spaces, highlighting the diversity and scope of Gaia-X.

🚗 Catena-X

🌟 The introduction of lighthouse projects like Catena-X shows the practical value of Gaia-X. Catena-X, which focuses on the automotive industry, aims to automate business processes and facilitate data exchange along complex value chains. This is just one example of how Gaia-X can transform industries, making them more efficient, transparent and connected.

☁️ But what makes Gaia-X so special?
It's more than just another cloud platform. It is a layer on top of the existing Internet that aims to increase the use of the Internet for everyone while ensuring that the rights and responsibilities of everyone involved are protected. At a time when data protection and digital rights have become a key concern, Gaia-X ensures that these aspects remain at the forefront. make possible.

🌐 Gaia-X & infrastructure

The combination of infrastructure and data services that Gaia-X offers is unique. These services are complemented by services such as Catena-X, which enable harmonized and coordinated interaction between different parties. Gaia-X also attaches great importance to standards. These standards ensure that everyone involved works on a common basis and that interoperability between different systems and platforms is guaranteed.

💡 Vision of Gaia-X

Gaia-X is not just a technical solution, but a movement that aims to transform the digital landscape. It puts people and their rights at the center while ensuring efficiency and innovation. In an increasingly connected world, Gaia-X is the key to a coordinated, harmonized and sustainable digital ecosystem.

📣 Similar topics

• 🌍 Gaia-X: The vision of a coordinated digital future
• 🚀 “We are building a spaceship”: The mission of Gaia-X
• 📈 The impressive growth and potential of Gaia-X
• 🌉 Gaia-X Hubs: Bridges between global and local standards
• 🚗 Catena-X: Transformation in the automotive industry through Gaia-X
• ☁️ More than just a cloud: What makes Gaia-X special
• 📊 Gaia-X and the importance of industry standards
• 🛡️ Data protection and digital rights at the heart of Gaia-X
• 🤝 Harmonized interaction thanks to Gaia-X services
• 🔄 Gaia-X: The key to a harmonized digital ecosystem

#️⃣ Hashtags: #GaiaX #DigitalZukunft #CatenaX #CloudInnovation #Data Protection

Gaia-X is a layer on top of the Internet that will increase Internet usage and the value it provides in an inclusive manner that respects the rights and responsibilities of all parties involved. Gaia-X is a combination of infrastructure and data services, supported by federation services and standards.

💡 Innovation and equal opportunities with Gaia-X

Gaia-X is based on the idea that both small and large players should have similar opportunities to make a living from their services - that individuals and organizations want to have full control over their data. This has led Gaia-X to adopt a distributed and federated approach where smaller and larger players can contribute based on interoperability and portability compliance requirements to create a level playing field without vendor lock-in, with trust , which is based on security, verifiable identities and qualities of services, transparency and openness.

🔄 The revolution of data rooms

Gaia-X aims to make its framework available for free and give everyone the opportunity to create and offer trusted services, thus enabling the creation of data spaces necessary for a new generation of digital economy based on data sharing are. Gaia-X believes the levels of trust it aims to revolutionize the digital world as we know it, from businesses to public services to civil society.

☁️ Gaia-X and the cloud

Gaia-X is not a cloud platform and does not compete with cloud offerings. Cloud, data and infrastructure providers can offer their services if they decide to adopt the Gaia-X framework and apply its rules. Gaia-X users and data and technology providers will be able to create trusted federations among themselves. The federation of secure, transparent, governable and interoperable data and services has the potential to create the critical mass of data or technology necessary to enter the global market with value-added services based on the massive use of data that is currently untapped are to compete. The currently available non-transparent, non-controllable and non-interoperable technologies prevent and slow down the digital data and services economy.

🌐 Gaia-X data & services

Gaia-X data and services are a combination of infrastructure ecosystems, including compute nodes, storage nodes, connectivity, cloud providers and data ecosystems (e.g. data providers, data brokers, data analytics application operators). Infrastructure and data ecosystems can overlap in practice.

🛠️ Framework & Ecosystems

Many different types of user ecosystems can be created through the Gaia-X framework, which can be national, regional, global, industry-focused or domain-specific. Examples include data exchange between healthcare systems, research institutions or industries. Catena-X is an example of such an ecosystem, creating seamless data integration along the automotive value chain to develop the next generation of intelligent and sustainable vehicles.

📣 Similar topics

• 🌐 Gaia-X: The vision of a coordinated digital landscape
• 🚀 “We are building a spaceship”: The future of digital with Gaia-X
• 📈 The impressive growth and potential of Gaia-X
• 🌉 Gaia-X-Hubs: Bridges between global and local standards
• 🚗 Catena-X: A lighthouse project that is revolutionizing the automotive industry
• ☁️ More than just cloud: What makes Gaia-X so special?
• 🛡 Privacy and digital rights at the heart of Gaia-X
• 🔄 Interoperability and standards: The strength of Gaia-X
• 🤝 Gaia-X: Harmonization and coordination in the digital space🔑 Gaia-X: The key to a sustainable digital world

#️⃣ Hashtags: #GaiaX #DigitaleTransformation #CatenaX #CloudInnovation #Data ProtectionUndRights

Gaia-X federation services are a significant technological concept that is becoming increasingly important in the context of data infrastructures and digital sovereignty. They provide the necessary mechanisms to create a federation where different actors can exchange data and services in a secure and interoperable way. In this section, we will take a closer look at the Gaia-X Federation Services and examine the five key subsystems that form them.

🔐 1. Identity and trust

The first key subsystem of Gaia-X Federation Services is Identity and Trust. This is about ensuring authentication, authorization, credential management and decentralized identity management. In a federated environment, it is crucial that different participants can securely identify themselves in order to access resources and services. Authentication and authorization are therefore fundamental mechanisms to ensure that only authorized users can access data and services. Credential management allows participants to securely manage their credentials, while decentralized identity management leaves control of their own identity data in the hands of the users themselves.

📚 2. Federated Catalog

Another important subsystem of the Gaia-X federation services is the federated catalog. This serves as a central directory of self-descriptions for the discovery and selection of providers and their services. In a federated environment, different providers can offer different services. The federated catalog allows participants to identify and select these services based on labels or verifiable credentials. This promotes transparency and the ability to choose the best services for your needs.

💾 3. Data sovereignty services

Enforcing data usage agreements is another important aspect of Gaia-X federation services. In a federated environment, maintaining sovereignty over your data is critical. Data sovereignty services allow participants to make clear agreements about how their data may be used. This may include, for example, control over access rights, data usage purposes and data protection regulations. Compliance with these agreements is ensured by the Gaia-X federation services, which strengthens trust between participants.

✅ 4. Compliance

Another key subsystem is compliance. This is about ensuring that participants comply with the Gaia-X principles and rules. These principles and rules are critical to ensuring the integrity and security of the federated environment. The Gaia-X initiative sets clear standards that must be adhered to by all participants to ensure interoperability and trustworthiness. The compliance mechanisms ensure that these standards are adhered to and violations can be sanctioned.

🔗 5. Portal and API

The final key subsystem of the Gaia-X federation services is the portal and API (Application Programming Interface). This serves as an integration layer for federation services. It allows participants to easily access the various services and resources in the federated environment. The portal provides a user-friendly interface through which participants can search, select and manage services. The API, on the other hand, allows developers to seamlessly integrate applications and systems into the federated environment and benefit from Gaia-X services.

🔐 Decentralization of identity & data control

An important aspect of Gaia-X federation services is the decentralization of identity and data control. In Gaia-X, participants hold their own ID card or passport, not the service provider from which the participant purchases. This has important implications for the way data and services are consumed in a federated environment. Participants do not need to open separate accounts and manage login information with each service provider. Instead, managing a set of credentials is enough to access a variety of services.

🌐 Gaia-X Federation Services & Their Mechanisms

Gaia-X federation services such as Catena-X provide the necessary mechanisms to create a secure, transparent and interoperable federated environment. The five key subsystems - Identity and Trust, Federated Catalog, Data Sovereignty Services, Compliance, and Portal and API - work together to lay the foundation for creating and managing a federation. Decentralizing identity and data control helps preserve participant sovereignty and facilitates the use of data and services in a federated environment.

📣 Similar topics

• 🌐 Introduction to Gaia-X Federation Services and Digital Sovereignty
• 🔐 Key themes: Identity, trust and security in Gaia-X
• 📚 The Gaia-X Federated Catalog: A central directory
• 💾 Confident handling of data in federated systems
• ✅ Gaia-X principles and the importance of compliance
• 🔗 Integration and access via the Gaia-X portal and API
• 🔐 Decentralized Control: Identity and Data in Gaia-X
• 🌐 Gaia-X: Mechanisms for a secure and transparent federation
• 🛡️ Protection and trust through Gaia-X Federation Services
• 🔄 Gaia-X: A paradigm shift in data management

#️⃣ Hashtags: #GaiaXFederationServices #DigitalSovereignty #FederatedCatalog #DataSovereignty #ComplianceGaiaX

The data landscape has changed drastically in recent years. With the emergence of big data and increasing digitalization, data has become one of the most valuable assets. Companies, organizations and individuals are collecting and using data on a scale previously unimaginable. In this ever-evolving data world, Gaia-X emerges as a revolutionary solution that differs from traditional approaches in many ways.

🌐🔐 Gaia-X and decentralized identity management 🆔✈️

An example of how different Gaia-X is can be given. Identities are managed by participants using existing identities, rather than by Gaia-X itself. To illustrate this, let's use a metaphor: Gaia-X participants hold their own ID card or passport, similar to one person has their personal identification documents when traveling to another country. This is in stark contrast to traditional service providers, where identity management is often centralized and carried out by themselves.

🌐🔒 Gaia-X: Decentralized identity management made easy 🗝️🌐

The consequence of this decentralized identity management is that Gaia-X participants do not have to open separate accounts with each individual service provider they use. Imagine how tedious it can be to manage dozens of accounts with different service providers, each with its own credentials. With Gaia-X this is no longer necessary. Participants simply need to manage a set of credentials that secures their identity and allows access to all service providers in the Gaia-X ecosystem.

🔒🌐 Gaia-X: Complete control over your data 🛡️💼

Additionally, Gaia-X allows participants full control over what information they wish to disclose as an individual or organization. This control is highly dependent on the level of trust that participants have in the Gaia-X ecosystem. It is a significant difference from traditional platforms and service providers, where information is often collected and used without users having full control over their data.

🌐🔗 Gaia-X: Federated data infrastructure and efficiency 📊🚀

Another important aspect that differentiates Gaia-X from other approaches is its federated data infrastructure. This means that Gaia-X creates a connected data landscape in which data can be linked across different service providers and organizations. This enables seamless data transfer and use without storing the data in central silos. Gaia-X's federated structure helps increase efficiency and create a true data-driven ecosystem.

🌍🛡️💼 Gaia-X: Europe's digital advantage 🌟🤝🇪🇺

Another difference is that Gaia-X is not focused on maximizing profits. It is an initiative that aims to strengthen European companies and organizations in global competition and promote digital sovereignty. This is in contrast to many large tech companies, whose main goal is often to maximize profits. Gaia-X takes a non-profit approach that aims to protect the interests of all stakeholders, including European citizens.

🌐🔧💡 Gaia-X: Digitalization, Health & Energy Efficiency

The importance of Gaia-X spans various industries and use cases. In industry, for example, Gaia-X can help drive digitalization by enabling companies to use data securely and efficiently. This is crucial to remain competitive and develop innovative solutions. Additionally, Gaia-X has the potential to revolutionize healthcare by promoting the interoperability of healthcare data, thereby improving the quality of patient care. Gaia-X can also play a role in the energy transition by enabling the integration of renewable energies and the efficient use of resources.

🌍🤝📊 International orientation of Gaia-X

Another interesting aspect of Gaia-X is its international focus. Although launched as a European initiative, Gaia-X has the potential to become a global standard for data management and use. This could help improve data interoperability on a global scale and facilitate collaboration across national borders.

🌍🔗🔐 Gaia-X: The future of digital transformation 🔄📊

Gaia-X is differentiated by its decentralized identity management, federated data infrastructure, nonprofit focus, and potential to transform various industries. These differences make Gaia-X an exciting and promising initiative in the world of data management and digital transformation. It remains to be seen how this initiative will evolve and what impact it will have on the way we use and share data.

📣 Similar topics

• 🌍 Gaia-X: 🔄 The revolution in 🗂️ data management
• 🌐🔐 Decentralized identity management with Gaia-X 🆔✈️
• 🌐🔒 Gaia-X: Simple and secure identity management 🗝️
• 🔒🌐 Complete data sovereignty through Gaia-X 🛡️💼
• 🌐🔗 Federated data landscape: The Gaia-X approach 📊🚀
• 🌍🛡️💼 Gaia-X: Europe's path to digital sovereignty 🌟🇪🇺
• 🌐🔧💡 Gaia-X in Industry, Health & Energy 🌍🔋
• 🌍🤝📊 Gaia-X: International vision and collaboration
• 🌍🔗🔐 Gaia-X: Future of data-driven transformation
• 🌐🌍 Gaia-X: Europe sets digital standards 🌟🇪🇺

#️⃣ Hashtags: #GaiaX #Data Management #Digitalization #DataSovereignty #Europe's Digital Advantage

Catena-X is a business-oriented solution provider aimed at supporting users in their daily work. The need for Catena-X was highlighted by various factors such as the COVID-19 pandemic, semiconductor shortages and increasingly complex regulatory requirements in the automotive industry. An important component of Catena-X is the collaboration with Gaia-X, as these two platforms work hand in hand.

🌐 The collaboration between Gaia-X and Catena-X

Gaia-X provides the basic specifications and enables federation services, while Catena-X provides a data room, various services and applications. This means that Catena-X is not just based on concepts, but actually develops code to realize business solutions.

🔄 The circular economy in the automotive industry

An outstanding application of Catena-X concerns the circular economy in the automotive industry. It aims to promote collaboration between OEMs (Original Equipment Manufacturers), Tier-n providers and recyclers. The organization supporting Catena-X is growing rapidly and includes partners from different parts of Europe.

🔗 The three pillars of Catena-X

This initiative is based on three important pillars: a developer consortium known as the “Workbench”, which acts as a standardization and governance body, and a decentralized operating company ecosystem that currently includes 33 partner companies, including renowned companies such as BASF, BMW, Bosch , Henkel, Mercedes-Benz, SAP, Siemens, Valeo and Volkswagen. The workbench plays a central role in creating common data models and semantics to ensure the efficient exchange of information between partners.

🚀 Catena-X and the future of the automotive industry

Catena-X aims to make the automotive industry fit for the future by promoting effective collaboration and data integration.

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• 🚗 The transformation of the automotive industry through Catena-X and Gaia-X
• 🌐 The synergy of Gaia-X and Catena-X in the automotive world
• 🔄 Catena-X: Circular economy and sustainability in the automotive industry
• 🔗 The key components of Catena-X and their contribution to the industry
• 🚀 The future of the auto industry: Catena-X as a pioneer
• 🤝 Catena-X and Gaia-X: partnership for innovation
• 🌍 Europe's automotive sector is changing thanks to Catena-X and Gaia-X
• 💼 Catena-X: Collaboration and data exchange in the automotive industry
• 🧩 Catena-X: The puzzle pieces for the automotive industry of tomorrow
• 🛠️ Catena-X and Gaia-X: tools for the automotive industry of the future

#️⃣ Hashtags: #Automotive industry #CatenaX #GaiaX #Circular economy #Collaboration

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