Subgraph Optimization_ Speeding Up Data Indexing for Web3 Apps_1

T. S. Eliot

2026-02-24 23:22:46 GMT+7

9 min read

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Subgraph Optimization: Speeding Up Data Indexing for Web3 Apps

In the ever-evolving landscape of Web3, the importance of efficient data indexing cannot be overstated. As decentralized applications (dApps) continue to proliferate, the need for robust, scalable, and fast data indexing systems becomes increasingly critical. Enter subgraph optimization—a game-changer in how we handle and manage data in blockchain ecosystems.

The Web3 Conundrum

Web3, the next evolution of the internet, is built on the principles of decentralization, transparency, and user control. At its core lies the blockchain, a distributed ledger technology that underpins the entire ecosystem. Web3 applications, or dApps, leverage smart contracts to automate processes, reduce reliance on intermediaries, and create trustless systems. However, the inherent complexity of blockchain data structures presents a unique challenge: indexing.

Traditional databases offer straightforward indexing methods, but blockchain’s decentralized, append-only ledger means every new block is a monumental task to process and index. The data is not just vast; it’s complex, with intricate relationships and dependencies. Enter subgraphs—a concept designed to simplify this complexity.

What Are Subgraphs?

A subgraph is a subset of the entire blockchain data graph that focuses on a specific set of entities and relationships. By isolating relevant data points, subgraphs enable more efficient querying and indexing. Think of them as custom databases tailored to the specific needs of a dApp, stripping away the noise and focusing on what matters.

The Need for Optimization

Optimizing subgraphs is not just a technical nicety; it’s a necessity. Here’s why:

Efficiency: By focusing on relevant data, subgraphs eliminate unnecessary overhead, making indexing faster and more efficient. Scalability: As the blockchain network grows, so does the volume of data. Subgraphs help manage this growth by scaling more effectively than traditional methods. Performance: Optimized subgraphs ensure that dApps can respond quickly to user queries, providing a smoother, more reliable user experience. Cost: Efficient indexing reduces computational load, which translates to lower costs for both developers and users.

Strategies for Subgraph Optimization

Achieving optimal subgraph indexing involves several strategies, each designed to address different aspects of the challenge:

1. Smart Contract Analysis

Understanding the structure and logic of smart contracts is the first step in subgraph optimization. By analyzing how data flows through smart contracts, developers can identify critical entities and relationships that need to be indexed.

2. Data Filtering

Not all data is equally important. Effective data filtering ensures that only relevant data is indexed, reducing the overall load and improving efficiency. Techniques such as data pruning and selective indexing play a crucial role here.

3. Query Optimization

Optimizing the way queries are structured and executed is key to efficient subgraph indexing. This includes using efficient query patterns and leveraging advanced indexing techniques like B-trees and hash maps.

4. Parallel Processing

Leveraging parallel processing techniques can significantly speed up indexing tasks. By distributing the workload across multiple processors, developers can process data more quickly and efficiently.

5. Real-time Indexing

Traditional indexing methods often rely on batch processing, which can introduce latency. Real-time indexing, on the other hand, updates the subgraph as new data arrives, ensuring that the latest information is always available.

The Role of Tools and Frameworks

Several tools and frameworks have emerged to facilitate subgraph optimization, each offering unique features and benefits:

1. The Graph

The Graph is perhaps the most well-known tool for subgraph indexing. It provides a decentralized indexing and querying protocol for blockchain data. By creating subgraphs, developers can efficiently query and index specific data sets from the blockchain.

2. Subquery

Subquery offers a powerful framework for building and managing subgraphs. It provides advanced features for real-time data fetching and indexing, making it an excellent choice for high-performance dApps.

3. GraphQL

While not exclusively for blockchain, GraphQL’s flexible querying capabilities make it a valuable tool for subgraph optimization. By allowing developers to specify exactly what data they need, GraphQL can significantly reduce the amount of data processed and indexed.

The Future of Subgraph Optimization

As Web3 continues to grow, the importance of efficient subgraph optimization will only increase. Future advancements are likely to focus on:

Machine Learning: Using machine learning algorithms to dynamically optimize subgraphs based on usage patterns and data trends. Decentralized Networks: Exploring decentralized approaches to subgraph indexing that distribute the load across a network of nodes, enhancing both efficiency and security. Integration with Emerging Technologies: Combining subgraph optimization with other cutting-edge technologies like IoT and AI to create even more efficient and powerful dApps.

Subgraph Optimization: Speeding Up Data Indexing for Web3 Apps

The Present Landscape

As we continue to explore the world of subgraph optimization, it’s essential to understand the current landscape and the specific challenges developers face today. The journey toward efficient data indexing in Web3 is filled with both opportunities and hurdles.

Challenges in Subgraph Optimization

Despite the clear benefits, subgraph optimization is not without its challenges:

Complexity: Blockchain data is inherently complex, with numerous entities and relationships. Extracting and indexing this data efficiently requires sophisticated techniques. Latency: Ensuring low-latency indexing is crucial for real-time applications. Traditional indexing methods often introduce unacceptable delays. Data Volume: The sheer volume of data generated by blockchain networks can overwhelm even the most advanced indexing systems. Interoperability: Different blockchains and dApps often use different data structures and formats. Ensuring interoperability and efficient indexing across diverse systems is a significant challenge.

Real-World Applications

To illustrate the impact of subgraph optimization, let’s look at a few real-world applications where this technology is making a significant difference:

1. Decentralized Finance (DeFi)

DeFi platforms handle vast amounts of financial transactions, making efficient data indexing crucial. Subgraph optimization enables these platforms to quickly and accurately track transactions, balances, and other financial metrics, providing users with real-time data.

2. Non-Fungible Tokens (NFTs)

NFTs are a prime example of the kind of data complexity that subgraphs can handle. Each NFT has unique attributes and ownership history that need to be indexed efficiently. Subgraph optimization ensures that these details are readily accessible, enhancing the user experience.

3. Supply Chain Management

Blockchain’s transparency and traceability are invaluable in supply chain management. Subgraph optimization ensures that every transaction, from production to delivery, is efficiently indexed and easily queryable, providing a clear and accurate view of the supply chain.

Advanced Techniques for Subgraph Optimization

Beyond the basic strategies, several advanced techniques are being explored to push the boundaries of subgraph optimization:

1. Hybrid Indexing

Combining different indexing methods—such as B-trees, hash maps, and in-memory databases—can yield better performance than any single method alone. Hybrid indexing takes advantage of the strengths of each technique to create a more efficient overall system.

2. Event-Driven Indexing

Traditional indexing methods often rely on periodic updates, which can introduce latency. Event-driven indexing, on the other hand, updates the subgraph in real-time as events occur. This approach ensures that the most current data is always available.

3. Machine Learning

Machine learning algorithms can dynamically adjust indexing strategies based on patterns and trends in the data. By learning from usage patterns, these algorithms can optimize indexing to better suit the specific needs of the application.

4. Sharding

Sharding involves dividing the blockchain’s data into smaller, more manageable pieces. Each shard can be indexed independently, significantly reducing the complexity and load of indexing the entire blockchain. This technique is particularly useful for scaling large blockchain networks.

The Human Element

While technology and techniques are crucial, the human element plays an equally important role in subgraph optimization. Developers, data scientists, and blockchain experts must collaborate to design, implement, and optimize subgraph indexing systems.

1. Collaborative Development

Effective subgraph optimization often requires a multidisciplinary team. Developers work alongside data scientists to design efficient indexing strategies, while blockchain experts ensure that the system integrates seamlessly with the underlying blockchain network.

2. Continuous Learning and Adaptation

The field of blockchain and Web3 is constantly evolving. Continuous learning and adaptation are essential for staying ahead. Developers must stay informed about the latest advancements in indexing techniques, tools, and technologies.

3. User Feedback

User feedback is invaluable in refining subgraph optimization strategies. By listening to the needs and experiences of users, developers can identify areas for improvement and optimize the system to better meet user expectations.

The Path Forward

As we look to the future, the path forward for subgraph optimization in Web3 is filled with promise and potential. The ongoing development of new tools, techniques, and frameworks will continue to enhance the efficiency and scalability of data indexing in decentralized applications.

1. Enhanced Tools and Frameworks

We can expect to see the development of even more advanced tools and frameworks that offer greater flexibility, efficiency, and ease of use. These tools will continue to simplify the process of

Subgraph Optimization: Speeding Up Data Indexing for Web3 Apps

The Path Forward

1. Enhanced Tools and Frameworks

We can expect to see the development of even more advanced tools and frameworks that offer greater flexibility, efficiency, and ease of use. These tools will continue to simplify the process of subgraph creation and management, making it accessible to developers of all skill levels.

2. Cross-Chain Compatibility

As the number of blockchain networks grows, ensuring cross-chain compatibility becomes increasingly important. Future developments will likely focus on creating subgraph optimization solutions that can seamlessly integrate data from multiple blockchains, providing a unified view of decentralized data.

3. Decentralized Autonomous Organizations (DAOs)

DAOs are a growing segment of the Web3 ecosystem, and efficient subgraph indexing will be crucial for their success. By optimizing subgraphs for DAOs, developers can ensure that decision-making processes are transparent, efficient, and accessible to all members.

4. Enhanced Security

Security is a top priority in the blockchain world. Future advancements in subgraph optimization will likely incorporate enhanced security measures to protect against data breaches and other malicious activities. Techniques such as zero-knowledge proofs and secure multi-party computation could play a significant role in this area.

5. Integration with Emerging Technologies

As new technologies emerge, integrating them with subgraph optimization will open up new possibilities. For example, integrating subgraph optimization with Internet of Things (IoT) data could provide real-time insights into various industries, from supply chain management to healthcare.

The Role of Community and Open Source

The open-source nature of many blockchain projects means that community involvement is crucial for the development and improvement of subgraph optimization tools. Open-source projects allow developers from around the world to contribute, collaborate, and innovate, leading to more robust and versatile solutions.

1. Collaborative Projects

Collaborative projects, such as those hosted on platforms like GitHub, enable developers to work together on subgraph optimization tools. This collaborative approach accelerates the development process and ensures that the tools are continually improving based on community feedback.

2. Educational Initiatives

Educational initiatives, such as workshops, webinars, and online courses, play a vital role in spreading knowledge about subgraph optimization. By making this information accessible to a wider audience, the community can foster a deeper understanding and appreciation of the technology.

3. Open Source Contributions

Encouraging open-source contributions is essential for the growth of subgraph optimization. Developers who share their code, tools, and expertise contribute to a larger, more diverse ecosystem. This collaborative effort leads to more innovative solutions and better overall outcomes.

The Impact on the Web3 Ecosystem

The impact of subgraph optimization on the Web3 ecosystem is profound. By enhancing the efficiency and scalability of data indexing, subgraph optimization enables the development of more sophisticated, reliable, and user-friendly decentralized applications.

1. Improved User Experience

For end-users, subgraph optimization translates to faster, more reliable access to data. This improvement leads to a smoother, more satisfying user experience, which is crucial for the adoption and success of dApps.

2. Greater Adoption

Efficient data indexing is a key factor in the adoption of Web3 technologies. As developers can more easily create and manage subgraphs, more people will be encouraged to build and use decentralized applications, driving growth in the Web3 ecosystem.

3. Innovation

The advancements in subgraph optimization pave the way for new and innovative applications. From decentralized marketplaces to social networks, the possibilities are endless. Efficient indexing enables developers to explore new frontiers in Web3, pushing the boundaries of what decentralized applications can achieve.

Conclusion

Subgraph optimization stands at the forefront of innovation in the Web3 ecosystem. By enhancing the efficiency and scalability of data indexing, it enables the creation of more powerful, reliable, and user-friendly decentralized applications. As we look to the future, the continued development of advanced tools, collaborative projects, and educational initiatives will ensure that subgraph optimization remains a cornerstone of Web3’s success.

In this dynamic and ever-evolving landscape, the role of subgraph optimization cannot be overstated. It is the key to unlocking the full potential of decentralized applications, driving innovation, and fostering a more connected, transparent, and efficient Web3 ecosystem.

How Account Abstraction Will Enable the Next Generation of Crypto Wallets

In the ever-evolving world of blockchain and cryptocurrency, the concept of account abstraction stands at the forefront of innovation. As we move beyond traditional wallets that rely on private keys and complex recovery phrases, account abstraction is paving the way for a new era of secure and user-friendly financial tools. Let’s explore how this revolutionary idea is reshaping the landscape of crypto wallets.

What is Account Abstraction?

Account abstraction fundamentally changes how we think about wallets and ownership in the blockchain ecosystem. Instead of relying on the cumbersome process of managing private keys and recovery seeds, account abstraction allows users to interact with blockchain networks using more familiar and flexible methods. This could include decentralized identifiers (DIDs), multi-factor authentication (MFA), or even simple usernames and passwords, depending on the level of security required.

The Evolution of Crypto Wallets

To understand the significance of account abstraction, let’s take a step back and look at the evolution of crypto wallets. Early wallets were rudimentary, often just a simple tool for holding and transferring cryptocurrencies. As the ecosystem matured, wallets became more complex, incorporating features like hardware security, multi-signature capabilities, and advanced security measures.

Account abstraction takes this evolution a step further by decoupling the wallet from the need for private keys, thereby eliminating many of the security risks associated with key management. By doing so, it not only simplifies the user experience but also enhances the overall security of the wallet.

Benefits of Account Abstraction

Enhanced Security

The primary benefit of account abstraction is enhanced security. Traditional wallets are vulnerable to various attacks, including phishing, key theft, and malware. By abstracting accounts, users can employ robust security measures such as biometric verification, hardware tokens, or even decentralized identity systems without the need for private keys. This makes the wallet more resilient to attacks and reduces the risk of unauthorized access.

User-Friendly Experience

Account abstraction aims to make crypto wallets as easy to use as traditional banking systems. Instead of memorizing complex recovery phrases, users can log in using familiar methods like email or phone number verification. This simplicity lowers the barrier to entry for newcomers and encourages more people to adopt cryptocurrency.

Flexibility and Customization

Another significant advantage is the flexibility and customization it offers. Users can choose the level of security and convenience that best suits their needs. For example, a casual user might prefer a wallet that uses a simple username and password, while a more security-conscious individual might opt for a hardware token with multi-factor authentication. This flexibility ensures that everyone can find a wallet that matches their comfort level and security requirements.

Reduced Complexity

Complexity is a major issue in the crypto space. Many users find the process of setting up and managing a wallet daunting. Account abstraction simplifies this by providing more intuitive and straightforward methods of interaction with blockchain networks. This reduction in complexity makes it easier for more people to participate in the crypto economy.

The Implications for the Future

Account abstraction is not just a technical innovation; it has far-reaching implications for the future of cryptocurrency and blockchain technology as a whole. Here are some of the key areas where it will make a significant impact:

Decentralized Finance (DeFi)

DeFi platforms rely heavily on secure and user-friendly wallet solutions to operate effectively. Account abstraction will enable these platforms to offer more seamless and secure experiences, thereby attracting more users and driving innovation in the DeFi space.

Cross-Chain Compatibility

As the number of blockchain networks grows, so does the need for interoperability. Account abstraction can facilitate cross-chain compatibility by providing a universal method of wallet interaction. This will make it easier for users to manage assets across different blockchains without the need for multiple wallets.

Enhanced User Experience

By simplifying the wallet experience, account abstraction will enhance overall user satisfaction. This will lead to higher adoption rates, more active participation in the crypto ecosystem, and ultimately, greater growth for the entire industry.

Security and Trust

Trust is a critical component of any financial system. By providing enhanced security measures without compromising on convenience, account abstraction will build greater trust in blockchain technology. This trust is essential for the widespread adoption of cryptocurrency and other blockchain-based solutions.

The Technical Underpinnings of Account Abstraction

To fully appreciate the potential of account abstraction, it’s important to understand the technical mechanisms that underpin it. Here are some of the key components:

Decentralized Identifiers (DIDs)

DIDs are a part of the broader blockchain identity ecosystem. They provide a way to uniquely identify individuals or entities on the blockchain without relying on centralized authorities. By using DIDs, account abstraction can offer a secure and decentralized method of wallet identification.

Multi-Factor Authentication (MFA)

MFA is a security protocol that requires users to provide two or more verification factors to gain access to a resource. In the context of account abstraction, MFA can be used to enhance wallet security by combining something the user knows (like a password) with something they have (like a hardware token).

Smart Contracts

Smart contracts play a crucial role in implementing account abstraction. They can enforce the rules and logic of the wallet without the need for private keys. For example, a smart contract can manage the approval process for transactions, ensuring that only authorized users can initiate transfers.

Cryptographic Techniques

Cryptographic techniques such as zero-knowledge proofs and homomorphic encryption are essential for maintaining privacy and security in account abstraction. These techniques allow users to prove ownership or the validity of a transaction without revealing sensitive information.

Challenges and Considerations

While account abstraction holds great promise, it is not without its challenges. Here are some key considerations that need to be addressed:

Standardization

One of the biggest challenges is the lack of standardization in the blockchain space. For account abstraction to be widely adopted, there needs to be a consensus on the protocols and standards that will be used. This will require collaboration among developers, industry stakeholders, and regulatory bodies.

Regulatory Compliance

As with any financial innovation, regulatory compliance is a critical concern. Account abstraction must align with existing regulations and ensure that it complies with anti-money laundering (AML) and know-your-customer (KYC) requirements. This will require careful planning and collaboration with regulatory authorities.

Interoperability

Ensuring interoperability between different blockchain networks and wallet systems is another challenge. Account abstraction must be designed in a way that allows seamless interaction across various platforms, which will require robust technical solutions and industry collaboration.

User Education

Finally, there is a need for comprehensive user education. Many people are still unfamiliar with blockchain technology and cryptocurrency. Effective education and onboarding processes will be essential to ensure that users can fully understand and benefit from account abstraction.

Conclusion

Account abstraction is poised to revolutionize the crypto wallet landscape by introducing enhanced security, improved user experience, and greater flexibility. By decoupling wallet functionality from the need for private keys, it simplifies the wallet experience and reduces complexity, making it easier for more people to participate in the crypto economy.

As we look to the future, account abstraction will play a crucial role in the development of decentralized finance, cross-chain compatibility, and overall trust in blockchain technology. While there are challenges to be addressed, the potential benefits are too significant to ignore. With careful planning, collaboration, and education, account abstraction has the power to enable the next generation of crypto wallets and usher in a new era of digital finance.

Stay tuned for part 2, where we’ll delve deeper into the technical innovations and real-world applications of account abstraction, and explore how it will shape the future of cryptocurrency.

How Account Abstraction Will Enable the Next Generation of Crypto Wallets

In the previous part, we explored the foundational concepts and benefits of account abstraction in the world of crypto wallets. Now, let’s dive deeper into the technical innovations and real-world applications that will drive this transformative change. We’ll also examine how account abstraction will shape the future of cryptocurrency and blockchain technology.

Technical Innovations Driving Account Abstraction

Blockchain Identity Systems

At the heart of account abstraction are blockchain identity systems, which provide a decentralized and secure way to identify individuals or entities on the blockchain. Decentralized identifiers (DIDs) play a crucial role in this process. DIDs offer a unique and verifiable identity that can be used to interact with blockchain networks without relying on centralized authorities.

DIDs are based on blockchain technology and can be managed through self-sovereign identity (SSI) protocols. This means that individuals have full control over their identity and can share it only with the entities they trust. DIDs provide a secure and privacy-preserving way to establish identity, making them a cornerstone of account abstraction.

Multi-Factor Authentication (MFA)

MFA is another key innovation that supports account abstraction. By requiring users to provide multiple forms of verification, MFA significantly enhances wallet security. Common factors include something the user knows (like a password), something the user has (like a smartphone or hardware token), and something the user is (like a biometric scan).

MFA ensures that even if one factor is compromised, the other factors provide an additional layer of security. This multi-layered approach makes it much harder for attackers to gain unauthorizedHow Account Abstraction Will Enable the Next Generation of Crypto Wallets

Technical Innovations Driving Account Abstraction

Blockchain Identity Systems

Multi-Factor Authentication (MFA)

Smart Contracts

Smart contracts are self-executing contracts with the terms of the agreement directly written into code. In the context of account abstraction, smart contracts play a crucial role in managing wallet operations without the need for private keys. They can enforce rules and logic for transactions, approvals, and other wallet functions.

For instance, a smart contract can automatically approve a transaction if certain conditions are met (like time-based approvals or multi-signature requirements). This reduces the need for private key management and enhances security by offloading these tasks to the blockchain.

Cryptographic Techniques

Cryptographic techniques such as zero-knowledge proofs and homomorphic encryption are essential for maintaining privacy and security in account abstraction. Zero-knowledge proofs allow users to prove ownership or the validity of a transaction without revealing sensitive information. This is particularly useful for privacy-preserving transactions and smart contract interactions.

Homomorphic encryption, on the other hand, allows computations to be performed on encrypted data without decrypting it first. This enables secure and private data processing, which is crucial for maintaining the privacy of wallet operations.

Real-World Applications of Account Abstraction

Decentralized Finance (DeFi)

DeFi platforms are at the forefront of adopting account abstraction technologies. By leveraging DIDs, MFA, and smart contracts, DeFi platforms can offer more secure and user-friendly experiences. This will attract more users to DeFi, driving innovation and growth in the space.

For example, a DeFi wallet using account abstraction can allow users to interact with various lending, borrowing, and trading platforms without the need for private keys. This simplifies the user experience and enhances security, making DeFi more accessible to a broader audience.

Cross-Chain Compatibility

Account abstraction can facilitate cross-chain compatibility by providing a universal method of wallet interaction. This will make it easier for users to manage assets across different blockchains without the need for multiple wallets. By standardizing wallet interactions, account abstraction will promote interoperability and simplify the use of multiple blockchain networks.

For instance, a user could use a single account abstraction-enabled wallet to interact with Ethereum, Binance Smart Chain, and Solana, regardless of the underlying blockchain. This will streamline asset management and enhance user convenience.

Enhanced User Experience

One of the most significant benefits of account abstraction is the enhanced user experience it offers. By simplifying the wallet experience, users can easily manage their assets, interact with smart contracts, and participate in the crypto ecosystem.

For example, a user could log into a wallet using a simple username and password, combined with MFA, without the need to remember complex recovery phrases. This reduces complexity and makes the wallet more intuitive, encouraging more people to adopt cryptocurrency.

Security and Trust

Account abstraction’s focus on enhanced security and privacy builds greater trust in blockchain technology. By providing secure and user-friendly wallet solutions, it addresses many of the security concerns that have hindered the adoption of cryptocurrency.

For instance, by using DIDs and MFA, account abstraction ensures that users’ identities and assets are protected from unauthorized access. This trust is essential for the widespread adoption of cryptocurrency and other blockchain-based solutions.

The Future of Account Abstraction

As we look to the future, account abstraction will play a pivotal role in shaping the next generation of crypto wallets and driving innovation in the blockchain space.

Regulatory Compliance

Ensuring regulatory compliance will be a critical aspect of account abstraction’s future. As blockchain technology continues to evolve, regulatory frameworks will need to adapt to address the unique challenges and opportunities presented by decentralized systems.

Account abstraction can help by providing clear and standardized methods for compliance with anti-money laundering (AML) and know-your-customer (KYC) regulations. By aligning with regulatory requirements, account abstraction will facilitate the adoption of cryptocurrency and other blockchain-based solutions in regulated environments.

Industry Collaboration

Collaboration among developers, industry stakeholders, and regulatory bodies will be essential for the successful implementation of account abstraction. By working together, these parties can address challenges related to standardization, interoperability, and user education.

For example, industry collaboration can lead to the development of common standards and protocols for account abstraction, ensuring that different wallet systems and blockchain networks can interact seamlessly. This will drive innovation and adoption across the industry.

User Education

Effective user education will be crucial for the widespread adoption of account abstraction. Many people are still unfamiliar with blockchain technology and cryptocurrency. Comprehensive education and onboarding processes will be essential to ensure that users can fully understand and benefit from account abstraction.

For instance, educational resources can help users understand the benefits of account abstraction, such as enhanced security and simplified wallet management. By providing clear and accessible information, user education will empower users to confidently participate in the crypto ecosystem.

Next-Generation Wallets

The future of crypto wallets will be shaped by the principles of account abstraction. Next-generation wallets will offer enhanced security, user-friendly interfaces, and seamless interoperability across blockchain networks.

For example, a next-generation wallet could allow users to interact with various blockchains using a single decentralized identifier (DID) and multi-factor authentication (MFA). This will simplify asset management and enhance the overall user experience, making cryptocurrency more accessible and convenient.

Conclusion

In the next part, we’ll explore specific case studies and real-world examples of how account abstraction is being implemented in various projects and platforms, and how it is transforming the crypto wallet experience.

Stay tuned for part 3, where we’ll delve into specific case studies and real-world examples of how account abstraction is transforming the crypto wallet experience and driving innovation in the blockchain space.

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