AWS is accelerating Web3 development across diverse use cases, including AI agents entering the digital economy, through core infrastructure, specialized offerings, and partner solutions. Join AWS and Coinbase to dive deep into the fundamental building blocks and full-stack architecture where AI agents, powered by Amazon Bedrock, execute digital assets payments using open payment protocols over a public blockchain. To ensure transaction security, these agents are equipped with wallets built on AWS Nitro Enclaves. Join this session to learn how to leverage AWS and Coinbase technologies to shape the future of autonomous online payments.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

In this code talk, we will demonstrate how to leverage Amazon Bedrock AgentCore and Strands Agents SDK to build a crypto AI agent that can query real-time and historical blockchain data to perform analysis, execute on-chain transactions using integrated wallets, and more. Learn how to build an agent programmatically that can retrieve data from topic-specific knowledge bases, query historical public blockchain data provided by Open Data on AWS, query for real-time data, and sign blockchain transactions with AWS KMS.

Learn more: More AWS events: https://go.aws/3kss9CP

Subscribe: More AWS videos: http://bit.ly/2O3zS75 More AWS events videos: http://bit.ly/316g9t4

ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

Coinbase leverages Databricks to scale ML on blockchain data, turning vast transaction networks into actionable insights. This session explores how Databricks’ scalable infrastructure, powered by Delta Lake, enables real-time processing for ML applications like NFT floor price predictions. We’ll show how GraphFrames helps us analyze billion-node transaction graphs (e.g., Bitcoin) for clustering and fraud detection, uncovering structural patterns in blockchain data. But traditional graph analytics has limits. We’ll go further with Graph Neural Networks (GNNs) using Kumo AI, which learn from the transaction network itself rather than relying on hand-engineered features. By encoding relationships directly into the model, GNNs adapt to new fraud tactics, capturing subtle relationships that evolve over time. Join us to see how Coinbase is advancing blockchain ML with Databricks and deep learning on graphs.

In today’s fast-evolving crypto landscape, organizations require fast, reliable intelligence to manage risk, investigate financial crime, and stay ahead of evolving threats. In this session we will discover how Elliptic built a scalable, high-performance Data Intelligence Platform that delivers real-time, actionable Blockchain insights to their customers. We’ll walk you through some of the key components of the Elliptic Platform, including the Elliptic Entity Graph and our User-Facing Analytics. Our focus will be put on the evolution of our User-Facing Analytics capabilities, and specifically how components from the Databricks ecosystem such as Structured Streaming, Delta Lake, and SQL Warehouse have played a vital role. We’ll also share some of the optimizations we’ve made to our streaming jobs to maximize performance and ensure Data Completeness. Whether you’re looking to enhance your streaming capabilities, expand your knowledge of how crypto analytics works or simply discover novel approaches to data processing at scale, this session will provide concrete strategies and valuable lessons learned.

We’ll explore how CipherOwl Inc. constructed a near real-time, multi-chain data lakehouse to power anti-money laundering (AML) monitoring at a petabyte scale. We will walk through the end-to-end architecture, which integrates cutting-edge open-source technologies and AI-driven analytics to handle massive on-chain data volumes seamlessly. Off-chain intelligence complements this to meet rigorous AML requirements. At the core of our solution is ChainStorage, an OSS started by Coinbase that provides robust blockchain data ingestion and block-level serving. We enhanced it with Apache Spark™ and Arrow™, coupled for high-throughput processing and efficient data serialization, backed by Delta Lake and Kafka. For the serving layer, we employ StarRocks to deliver lightning-fast SQL analytics over vast datasets. Finally, our system incorporates machine learning and AI agents for continuous data curation and near real-time insights, which are crucial for tackling on-chain AML challenges.

In this lightning talk, you will learn about the AWS Public Blockchain data sets for Ethereum and Bitcoin, and how to get started with consuming the underlying data. You will additionally gain knowledge regarding Amazon Managed Blockchain Query, and how these two solutions can be utilized together in order to optimize latency and cost.

Learn more: AWS re:Invent: https://go.aws/reinvent. More AWS events: https://go.aws/3kss9CP

Subscribe: More AWS videos: http://bit.ly/2O3zS75 More AWS events videos: http://bit.ly/316g9t4

About AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2024

Discover how industry leaders leverage AWS to build scalable, secure Web3 solutions. Explore the complete Web3 stack on AWS, from optimized compute to our robust infrastructure backbone. Learn about Amazon Managed Blockchain and automated node runners for effortless blockchain deployment. Uncover AI-driven analytics for blockchain data and get tips for maximizing AWS compute in Web3 projects. Hear an introduction to Web3 blueprints for rapid development and see a showcase of real-world applications in decentralized technologies. Join this session and learn how AWS's comprehensive cloud services are revolutionizing blockchain innovation and unlocking new possibilities in the Web3 landscape.

Learn more: AWS re:Invent: https://go.aws/reinvent. More AWS events: https://go.aws/3kss9CP

Subscribe: More AWS videos: http://bit.ly/2O3zS75 More AWS events videos: http://bit.ly/316g9t4

About AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2024

Join this session for a deep dive into blockchain wallets and explore how to build them using AWS services. Learn about AWS Nitro Enclaves, a confidential computing solution enabling robust key management for blockchain apps. Hear from Circle, a financial technology platform, as they share how USDC, Programmable Wallets, and AWS empowers developers to deliver 24/7 payments and financial services globally. Additionally, Fireblocks, a leading expert in multi-party computation (MPC) wallets, shares insights from building innovative solutions on Nitro Enclaves. Whether you're new to blockchain wallets or looking to stay ahead, this session offers insights on the latest advancements in the space.

Learn more: AWS re:Invent: https://go.aws/reinvent. More AWS events: https://go.aws/3kss9CP

Subscribe: More AWS videos: http://bit.ly/2O3zS75 More AWS events videos: http://bit.ly/316g9t4

About AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2024

In this lightning talk, you will learn how to utilize Amazon Bedrock Agents to gain insights from blockchain data and interact with smart contracts using natural language. You will gain knowledge regarding how to build a natural language interface to query blockchain data from the AWS Public Blockchain datasets for Ethereum and Bitcoin data. You will also gain an understanding of how to create agents that are capable of calling Amazon Managed Blockchain Query APIs and writing to the blockchain.

Learn more: AWS re:Invent: https://go.aws/reinvent. More AWS events: https://go.aws/3kss9CP

Subscribe: More AWS videos: http://bit.ly/2O3zS75 More AWS events videos: http://bit.ly/316g9t4

About AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2024

Web 3.0 is constantly evolving: everyday there are new smart contracts, project updates, tokens and chains. And just because the data is on the blockchain and public does not mean it's easily accessible and digestible. It may be easy to monitor specific parts of the blockchain such as a particular smart contract, but how do you build a scalable infrastructure flexible enough to account for any new business request in a rapidly evolving industry?

Join Alec Kamra (Mythical Games) as he shows you how to do just this. As a blockchain gaming platform, Mythical Games has built a stable and flexible multi-chain solution using Google BQ's public datasets and a few external APIs that allow them to monitor all trades and transfers for their business needs.

Check the slides here:https://docs.google.com/presentation/d/14wcMHKAGhm9qvZ2NlPSv1wQj5FJF-ttL4k3lAivt6Fk/edit?usp=sharing

Coalesce 2023 is coming! Register for free at https://coalesce.getdbt.com/.

BlockFi is a cryptocurrency platform that allows its clients to grow wealth through various financial products including loans, trading and interest accounts. In this presentation, we will showcase our journey adopting Databricks to build an operational nerve center for analytics across the company. We will demonstrate how to build a cross-functional organization and solve key business problems to earn executive buy-in. We will showcase two of the early successes we've had using machine learning & data science to solve key business challenges in the domains of cyber security and IT Operations. In the domain of security, we will showcase how we are using Graph Analytics to analyze millions of blockchain transactions to identify dust attacks, account takeover and flag risky transactions. The operational IT use case will showcase how we are using Sarimax to forecast platform usage patterns to scale our infrastructure using hourly crypto prices, and financial indicators.

Connect with us: Website: https://databricks.com Facebook: https://www.facebook.com/databricksinc Twitter: https://twitter.com/databricks LinkedIn: https://www.linkedin.com/company/data... Instagram: https://www.instagram.com/databricksinc/

Coinbase is neither simply a finance company nor a tech company — it’s a crypto company. This distinction has big implications for how we work with the Blockchain, Product and Financial data that we need to drive our hypergrowth. We’ve recently enabled a Lakehouse architecture based upon Databricks to unify these complex and varied data sets, to deliver a high performance, continuous ingestion framework at an unprecedented scale. We can now support both ETL and ML workloads on one platform to deliver innovative batch and streaming use cases, and democratize data much faster by enabling teams to use the tools of their choice, while greatly reducing end-to-end latency and simplifying maintenance and operations. In this keynote, we will share our journey to the Lakehouse, and some of the lessons learned as we built an open data architecture at scale.

Connect with us: Website: https://databricks.com Facebook: https://www.facebook.com/databricksinc Twitter: https://twitter.com/databricks LinkedIn: https://www.linkedin.com/company/data... Instagram: https://www.instagram.com/databricksinc/