AWS
AWS on Beyond Market Intelligence: a running collection of 17 stories we have gathered and hand-picked because they are worth your time. Every post here touches on aws in some way — the news, the analysis, the deep dives, and the occasional surprise find. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work with data. New stories are added to this page as we find them, so check back if you want to keep up with what is happening around aws, or subscribe to the RSS feed to get them as soon as they are published. Browse the collection below, or head back to the homepage to see everything Beyond Market Intelligence is covering right now.
AWS Introduces Specification Driven Composition for Flexible Data Workflows
AWS has introduced Specification Driven Composition, a progressive approach to data workflow management designed for flexibility and efficiency. This architecture separates intent from processing logic using declarative specifications and reusable capabilities, enabling validation before execution. Early results indicate significant improvements, potentially reducing dataset onboarding from weeks to days while bolstering traceability, versioning, and governance. For a deeper dive into the broader context of AI-powered workflows, explore our article, "Is Agentic AI Just Automation?".
Presentation: Continuous Delivery for Foundational Platforms
Conventional CI/CD often falters when applied to foundational platforms—stateful, core infrastructure—as Ian Nowland expertly demonstrates in this presentation. Drawing on his experience at AWS and Datadog, Nowland reveals actionable techniques for safe, progressive deployments, emphasizing synthetic testing in production and blast radius mitigation within complex software. This session offers critical insights for teams navigating the challenges of modern infrastructure management. For a deeper exploration of related roles, consider our article, "What is a Forward Deployed Engineer? Role, Skills & Salary."
S3 Compatibility Doesn't Guarantee S3-Level Security
S3 compatibility doesn't automatically equate to S3-level security. Recent research from Wiz highlights critical security gaps in six popular neoclouds offering S3-compatible object storage, revealing a significant disparity compared to Amazon S3’s protections. While S3 has established itself as the industry standard, many services omit key security features. Understanding these differences is crucial for maintaining data integrity. Explore the risks of unowned AI-generated code and potential mitigation strategies, as discussed in our related article, "Presentation: Enchant Your AI and APIs with eBPF Magic 🪄."
Multi Agent Collaboration Gets Persistent Compute in Bedrock AgentCore
Amazon Web Services is advancing multi-agent collaboration with the introduction of runtime instances for Amazon Bedrock AgentCore. This new compute option provides AI agents with persistent infrastructure, specifically engineered for intricate, long-running workflows and seamless coordination. This empowers users to build more sophisticated and reliable agent systems. For those navigating the complexities of AI-generated content, consider exploring our article, "How to Remove Claude Watermarks from Text, Code, and Files," for practical guidance.
AWS Introduces Native Vector Search for DynamoDB
DynamoDB now offers native vector search, a significant advancement for developers working with semantic data. This integrated capability eliminates the need for separate vector databases, enabling you to store embeddings directly alongside application data and execute approximate nearest-neighbor queries within DynamoDB. Filtered similarity searches and configurable indexes further optimize performance for complex workloads. Explore this transformative feature and discover how it streamlines AI-powered applications—a concept further detailed in our article, "AWS Open-Sources Dogwood."
AWS Open-Sources Dogwood, Extending Cedar to Govern Sequences of Agent Tool Calls
AWS has expanded its policy governance capabilities with the open-source release of Dogwood, an extension of Cedar. Dogwood introduces temporal reasoning, enabling rules to evaluate sequences of agent tool calls—crucial for approvals, rate limits, and running totals. Released under Apache 2.0, Dogwood is initially supported within AgentCore Policy. While the reference interpreter isn’t production-ready, this marks a significant step towards more sophisticated agent control. For context on broader agent tracing implementations, see our coverage of Cloudflare’s recent agent tracing launch.
How Pinterest Secures AWS Infrastructure at Scale with a Centralized Terraform Pipeline
Pinterest manages its expansive AWS infrastructure with a sophisticated, centralized approach. Recently, they unveiled the Resource Provisioner Pipeline (RPP), a custom Terraform execution engine designed for secure, scalable resource provisioning. The RPP enforces least-privilege access and mandates dual-control reviews, adding critical guardrails to GitHub Actions workflows. This architecture ensures stringent security protocols as Pinterest continues to scale. For further insight into automation strategies, explore “Stripe Uses Graph Search and State Machines to Automate Database Remediation.”
AWS is helping vibe-coding startup Superblocks, and the implications are big
AWS is significantly expanding the accessibility of vibe-coding with its support for Superblocks, a startup pioneering this innovative approach. Now, Superblocks’ tools can be embedded directly into the private clouds of AWS customers, representing a crucial step toward decoupling applications from underlying models. This development empowers greater control and flexibility in data management. For deeper insights into optimizing LLM performance, explore our related article, "How to control reasoning effort and thinking-token budgets in LLMs."
AWS Introduces Free Sandbox Environments for Workshops
AWS Builder Center now offers a significant advancement for hands-on learning: free, time-limited sandbox environments for workshops. Developers can now explore AWS technologies without needing a personal account or incurring charges—a key community request now fulfilled. This streamlined access removes a major barrier to experimentation and accelerates skill development. For deeper insights into the evolving landscape of AI and cloud services, consider "Siri AI could come with a paywall for power users."
AWS Lambda's Self-Managed Code Storage Lifts the Account Quota, Not the Function Size Limit
AWS Lambda users can now significantly expand their data processing capabilities. A recent update allows functions to reference deployment packages directly from customer-managed S3 buckets, effectively eliminating the per-region code storage quota and boosting the default managed storage from 75 GB to 300 GB. Importantly, this enhancement doesn't alter per-function package limits, and the `UpdateFunctionCode` action remains necessary after package replacements. For those building high-frequency streaming pipelines, consider exploring the normalization techniques outlined in “Avoiding Entity Key Drift in a Data Lake."
Avoiding Entity Key Drift in a Data Lake: Step 1, Normalization
High-frequency streaming data pipelines against live APIs expose critical challenges, particularly entity key drift in data lakes. This four-part series tackles that challenge, beginning with normalization, a foundational step for maintaining data integrity. We'll explore building a robust pipeline using openSenseMap—a citizen-science IoT network—demonstrating how real-world data quality issues demand innovative solutions. Subsequent articles will cover matching, polling, noise filtering, and a vendor-agnostic Iceberg pipeline. Interested in broader data science considerations? See "What Professionals Should Know About Data Science and AI" for vital insights.
Presentation: Clean Architecture for Serverless: Business Logic You Can Take Anywhere
Unlock the portability of your serverless business logic with Elena van Engelen’s presentation, "Clean Architecture for Serverless." Learn how to avoid vendor lock-in while leveraging native cloud capabilities through a practical application of Clean Architecture, Spring Cloud Function, and Gradle modules. Elena will demonstrate a live deployment of portable Kotlin services across AWS and Azure, underpinned by Terraform CDK for multi-cloud infrastructure. For deeper insights into cloud infrastructure management, explore our recent article, "Amazon EKS Adds Kubernetes Version Rollback."
Amazon EKS Adds Kubernetes Version Rollback Within 7 Days of an Upgrade
Amazon EKS now offers a critical safeguard: Kubernetes version rollbacks. Practitioners can revert a cluster's control plane to its previous version within seven days of an upgrade, significantly reducing the risk associated with in-place updates. This new feature provides a valuable safety net, enabling faster recovery from potentially problematic Kubernetes version changes. For deeper insight into related infrastructure resilience challenges, explore our article, "One fallen power line exposed a growing AI data center problem."
Build and Run an Intelligent Document Processing (IDP) System in the Cloud
Unlock streamlined data management with an Intelligent Document Processing (IDP) system, now accessible in the cloud. This guide details building and running a solution on AWS to automate the classification and extraction of Personally Identifiable Information (PII) from emails – a critical step for compliance and efficiency. Discover how to transform unstructured data into actionable insights, empowering your workflows. For a deeper dive into the foundation models underpinning such systems, explore "Tabular LLMs: An Introduction" on our site.
AWS Billing Bug Shows Customers Trillion-Dollar Estimates While Its Own Cost Alarms Fail to Act
A recent configuration error within AWS’s billing system resulted in widespread, inaccurate bill estimations, with some customers receiving figures reaching trillions of dollars. The anomaly persisted for over 24 hours before customer escalations alerted AWS. Critically, internal cost anomaly alarms detected the issue but failed to trigger automated mitigation. Budget and cost anomaly alerts were temporarily disabled platform-wide during the resolution.
AI Agents with Cloud Credentials Are Outrunning Billing Guardrails Built for Human-Speed Mistakes
AI agents are rapidly outpacing existing cloud billing safeguards. Recent incidents, including a $14,000 AWS bill incurred by a single agency due to compromised credentials and excessive Bedrock usage, highlight a critical gap. Following May's $6,531 infrastructure provisioning event with DN42, practitioners observe that cloud billing often lags a full day behind agent-driven spending. This discrepancy demands immediate attention as organizations increasingly adopt agentic AI—as underscored by Stripe’s recent benchmark revealing agent integration challenges.
AWS Ships Claude Apps Gateway as Self-Hosted Control Plane for Claude Code and Claude Desktop
AWS now offers the Claude Apps Gateway, a self-hosted control plane streamlining access to Claude Code and Claude Desktop. This innovative solution centralizes crucial functions—identity, policy, telemetry, routing, and spend management—within a single, stateless container. Inference requests are efficiently directed to either Amazon Bedrock or the Claude Platform on AWS. This marks a significant step toward greater control and flexibility for developers. For a deeper understanding of Claude’s underlying architecture, explore our breakdown of the Claude Fable 5 system prompt.