In today’s innovation cycle, organizations are looking for innovative ways to build and grow in the cloud and do it securely. Lacework believes the power of generative AI provides organizations with a different approach to security. Lacework builds technology that allows you to effectively detect and respond with greater insight and context that fosters a culture where security empowers rather than inhibits innovation. Join this session to understand how Lacework and generative AI help organizations navigate regulatory mandates and adapt to ever-changing risks and threats to unlock the possibilities of innovation in the cloud. This presentation is brought to you by Lacework, an AWS Partner.

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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.

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Generative AI can analyze vast amounts of data to identify patterns and anomalies. Join this lightning talk to see a demo of the integration of Amazon Security Lake and Amazon Q in QuickSight to initiate and conduct security investigations using natural language queries. During the demo, discover how you can use the centralized security data in Security Lake and Amazon Q in QuickSight to jumpstart investigations and rapidly validate potential threats without having to write complex queries or manually construct dashboards.

Learn more about AWS re:Inforce at https://go.aws/reinforce.

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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.

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Generative AI brings exciting new innovations, but it also presents challenges regarding responsible usage and compliance with governance requirements. This session guides you through the journey of a generative AI application and how AWS can help you ensure that your use of Amazon Bedrock and other related services, such as Amazon S3, AWS Lambda, and Amazon VPC, follows best practices for compliance and governance. Explore compliance services that AWS offers, like AWS Audit Manager and AWS CloudTrail, that can assist you in continuously auditing your generative AI infrastructure. Learn how these services automate audit evidence collection and provide audit-ready reports to meet your compliance and audit needs.

Learn more about AWS re:Inforce at https://go.aws/reinforce.

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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.

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As organizations embark on the journey of developing and deploying generative AI applications on AWS, governance, risk, and compliance teams face the imperative of devising a novel strategy to mitigate the inherent risks of this transformative technology. Join Deloitte experts in this lightning talk as they delve into proactive risk assessment methodologies tailored for generative AI adoption. With AWS Audit Manager, Deloitte has collaborated with AWS teams to develop 8 domains and 110 controls designed to streamline evidence collection and monitoring. See a live demo showcasing the framework’s adaptability and customization capabilities, ensuring alignment with your organization’s unique generative AI monitoring prerequisites.

Learn more about AWS re:Inforce at https://go.aws/reinforce.

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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.

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This session presents an in-depth look at the AWS Security Testing program, emphasizing its scaling efforts to help ensure new products and services meet a high security bar prelaunch. With a focus on integrating generative AI into its testing framework, the program showcases how AWS anticipates and mitigates complex security threats to maintain cloud security. Learn about AWS’s proactive approaches to collaboration across teams and mitigating vulnerabilities, enriched by case studies that highlight the program’s flexibility and dedication to security excellence. Ideal for security experts and cloud architects, this session offers valuable insights into safeguarding cloud computing technologies.

Learn more about AWS re:Inforce at https://go.aws/reinforce.

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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.

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Are you a security professional curious about security controls unique to generative AI applications? Join this lightning talk to learn how to apply relevant security controls for different types of generative AI use cases. Discover how you can implement these controls using features in Amazon Bedrock, AWS Identity and Access Management (IAM), Amazon Q Business, and others. Leave this session better prepared to apply similar controls to generative AI applications in your organizations.

Learn more about AWS re:Inforce at https://go.aws/reinforce.

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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.

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Generative AI applications present new challenges for maintaining data control, protection, and privacy. Join the Amazon Bedrock team in this lightning talk and learn how Amazon Bedrock's security architecture empowers you to securely build and deploy generative AI applications while maintaining full control over your data. Explore the design of Amazon Bedrock components and how they include IAM, AWS KMS, network controls, and other security constructs to help ensure data security. Discover best practices for architecting secure generative AI applications on Amazon Bedrock, and leave with an understanding of the Amazon Bedrock approach to model safety and responsible AI development.

Learn more about AWS re:Inforce at https://go.aws/reinforce.

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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.

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Discover techniques to enhance the security of your generative AI application through secure prompt engineering and effective Retrieval Augmented Generation (RAG) strategies. This lightning talk guides you through proactive approaches to mitigate bias, protect privacy, and prevent toxicity in your language model using Amazon Bedrock and other services. Learn how to develop guardrails that align your generative AI solution with responsible AI principles while prioritizing security and privacy considerations.

Learn more about AWS re:Inforce at https://go.aws/reinforce.

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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.

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This lightning talk reviews data security from the context of generative AI use cases. Do you really need to store data? From a data security perspective, how do you implement controls such as identity management and data protection techniques like encryption at rest for generative AI applications? This talk walks you through a common data storage use case seen in most regulated organizations and examines how data security should be approached using industry best practices. Also learn how propagated identities can help in auditing and traceability within your environment using generative AI.

Learn more about AWS re:Inforce at https://go.aws/reinforce.

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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.

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Generative AI revolutionizes application development by enhancing security and efficiency. This lightning talk explores how Amazon Q, your generative AI assistant, empowers you to build, troubleshoot, and transform applications securely. Discover how its capabilities streamline the process, allowing you to focus on innovation while ensuring robust security measures. Unlock the power of generative AI for helping build secure, cutting-edge applications.

Learn more about AWS re:Inforce at https://go.aws/reinforce.

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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.

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Doug Needham is an OG DBA and data architect who built DataOps workflows back in Desert Storm (!) and has managed to stay very current with data to today. We talk about data architecture war stories, the hard work to do generative AI in the enterprise, and much more. Enjoy!

Generative AI can help teams uncover and compile context around security events to create richer, more valuable postmortem discussions by collecting insights and notes across the incident lifecycle. In this lightning talk, learn how you can organize your data and build a generative AI–powered chatbot to assist during incident response.

Learn more about AWS re:Inforce at https://go.aws/reinforce.

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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.

reInforce2024 #CloudSecurity #AWS #AmazonWebServices #CloudComputing

The sudden widespread popularity of generative AI is leaving many organizations wrestling with how to build the skills and create a culture that is not only security first, but now also AI/ML first. In this lightning talk, learn how an AWS security team upskilled the entire team—not just the technical builders. Leave with a mental model for growing generative AI skills in your security organization, along with examples and mechanisms you can adapt and apply to help transform your own teams.

Learn more about AWS re:Inforce at https://go.aws/reinforce.

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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.

reInforce2024 #CloudSecurity #AWS #AmazonWebServices #CloudComputing

Have you started your generative AI journey and have questions about privacy and compliance when using or building a generative AI application but don’t know where to begin? Join this lightning talk for a discussion on privacy and compliance challenges and considerations you should be aware of as you start using or building a generative AI application. Gain insights into different generative AI use case considerations, and hear an overview of what is happening globally with regard to AI regulation and standards and the impact they may have on your applications.

Learn more about AWS re:Inforce at https://go.aws/reinforce.

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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.

reInforce2024 #CloudSecurity #AWS #AmazonWebServices #CloudComputing

Many healthcare organizations have been modernizing their applications using containers on Amazon EKS. Today, they are increasingly adopting generative AI models to innovate in areas like patient care, drug discovery, and medical imaging analysis. In addition, these organizations must comply with healthcare security and privacy regulations. In this lightning talk, learn how you can work backwards from expected healthcare data protection outcomes. This talk offers guidance on extending healthcare organizations’ standardization of containerized applications on Amazon EKS to build more secure and resilient generative AI workloads.

Learn more about AWS re:Inforce at https://go.aws/reinforce.

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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.

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While generative AI is an emerging technology, many of the same services and concepts can be used for threat detection and incident response. In this session, learn how you can build out threat detection and incident response capabilities for a generative AI workload that uses Amazon Bedrock. Find out how to effectively monitor this workload using Amazon Bedrock, Amazon GuardDuty, and AWS Security Hub. The session also covers best practices for responding to and remediating security issues that may come up.

Learn more about AWS re:Inforce at https://go.aws/reinforce.

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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.

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Organizations have access to an ever-growing range of ways for their users to get value out of data, including most recently, generative AI. This session explores how AWS empowers users working with their data through modern access and audit patterns across a diverse array of data use cases. Enterprises need the ability to establish access controls so users access only the data they require, with each access traceable to an individual user. Learn how you can use AWS to personalize user-centric experiences and Zero Trust controls across various workloads, including analytics, machine learning, and generative AI.

Learn more about AWS re:Inforce at https://go.aws/reinforce.

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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.

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Are your generative AI applications aligned with new regulatory standards? Recent publications of standards such as ISO/IEC 42001, the Executive Order on artificial intelligence, and the EU AI Act have led to a paradigm shift: responsible AI philosophy is now a requirement of any corporate strategy. A concrete governance, risk, and compliance (GRC) strategy brings principles of responsible AI to action and is critical for demonstrating the safety of your AI applications. In this session, explore how to perform a responsible AI assessment of a generative AI application developed using Amazon Bedrock and gain practical guidance on how to conduct GRC reviews on AWS.

Learn more about AWS re:Inforce at https://go.aws/reinforce.

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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.

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Summary

Streaming data processing enables new categories of data products and analytics. Unfortunately, reasoning about stream processing engines is complex and lacks sufficient tooling. To address this shortcoming Datorios created an observability platform for Flink that brings visibility to the internals of this popular stream processing system. In this episode Ronen Korman and Stav Elkayam discuss how the increased understanding provided by purpose built observability improves the usefulness of Flink.

Announcements

Hello and welcome to the Data Engineering Podcast, the show about modern data management This episode is supported by Code Comments, an original podcast from Red Hat. As someone who listens to the Data Engineering Podcast, you know that the road from tool selection to production readiness is anything but smooth or straight. In Code Comments, host Jamie Parker, Red Hatter and experienced engineer, shares the journey of technologists from across the industry and their hard-won lessons in implementing new technologies. I listened to the recent episode "Transforming Your Database" and appreciated the valuable advice on how to approach the selection and integration of new databases in applications and the impact on team dynamics. There are 3 seasons of great episodes and new ones landing everywhere you listen to podcasts. Search for "Code Commentst" in your podcast player or go to dataengineeringpodcast.com/codecomments today to subscribe. My thanks to the team at Code Comments for their support. Data lakes are notoriously complex. For data engineers who battle to build and scale high quality data workflows on the data lake, Starburst is an end-to-end data lakehouse platform built on Trino, the query engine Apache Iceberg was designed for, with complete support for all table formats including Apache Iceberg, Hive, and Delta Lake. Trusted by teams of all sizes, including Comcast and Doordash. Want to see Starburst in action? Go to dataengineeringpodcast.com/starburst and get $500 in credits to try Starburst Galaxy today, the easiest and fastest way to get started using Trino. Your host is Tobias Macey and today I'm interviewing Ronen Korman and Stav Elkayam about pulling back the curtain on your real-time data streams by bringing intuitive observability to Flink streams

Interview

Introduction How did you get involved in the area of data management? Can you describe what Datorios is and the story behind it? Data observability has been gaining adoption for a number of years now, with a large focus on data warehouses. What are some of the unique challenges posed by Flink?

How much of the complexity is due to the nature of streaming data vs. the architectural realities of Flink?

How has the lack of visibility into the flow of data in Flink impacted the ways that teams think about where/when/how to apply it? How have the requirements of generative AI shifted the demand for streaming data systems?

What role does Flink play in the architecture of generative AI systems?

Can you describe how Datorios is implemented?

How has the design and goals of Datorios changed since you first started working on it?

How much of the Datorios architecture and functionality is specific to Flink and how are you thinking about its potential application to other streaming platforms? Can you describe how Datorios is used in a day-to-day workflow for someone building streaming applications on Flink? What are the most interesting, innovative, or unexpected ways that you have seen Datorios used? What are the most interesting, unexpected, or challenging lessons that you have learned while working on Datorios? When is Datorios the wrong choice? What do you have planned for the future of Datorios?

Contact Info

Ronen

LinkedIn

Stav

LinkedIn

Parting Question

From your perspective, what is the biggest gap in the tooling or technology for data management today?

Closing Announcements

Thank you for listening! Don't forget to