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Amazon Aurora PostgreSQL now supports direct querying of Apache Iceberg and Parquet data in your data lake
Tech Optimizer
October 11, 2026

Amazon Aurora PostgreSQL now supports direct querying of Apache Iceberg and Parquet data in your data lake

Amazon has introduced a new capability for Amazon Aurora PostgreSQL that allows users to query operational data alongside data stored in data lakes formatted in Apache Iceberg and Apache Parquet. This feature enables direct access to Iceberg REST Catalog-compatible catalogs, eliminating the need for data duplication or relocation. The integration of DuckDB within Aurora PostgreSQL allows users to query live operational data, including uncommitted writes, alongside data from data lakes using standard PostgreSQL syntax. This capability is available on Aurora PostgreSQL versions 17 (starting with 17.11) and 18 (starting with 18.6). Users must create an Aurora PostgreSQL cluster, attach an IAM role with the AuroraAnalytics feature, and enable the aurora_analytics extension to utilize this feature. They can create foreign tables referencing Iceberg or Parquet data in the data lake, and query them using familiar PostgreSQL commands. Aurora optimizes query performance through techniques like predicate pushdown and column pruning, and users can monitor query behavior with metrics provided by aurora_analytics_stat_statements(). Direct querying of Apache Iceberg and Parquet data is available across all commercial AWS Regions and AWS GovCloud (US) Regions without additional charges, aside from incremental Aurora compute and Amazon S3 request costs.
AWS embeds DuckDB in its PostgreSQL DBMS to speed queries of live and historical data
Tech Optimizer
October 10, 2026

AWS embeds DuckDB in its PostgreSQL DBMS to speed queries of live and historical data

Amazon Web Services Inc. has enhanced its Aurora PostgreSQL database management system to allow users to query the Apache Iceberg data lake directly. This feature integrates the DuckDB analytical engine, enabling seamless access to live transactions and historical records without data duplication or complex ETL processes. Customers can use existing PostgreSQL applications to query data in Amazon S3, including S3 Tables. The integration aims to reduce the engineering workload associated with data pipelines and supports real-time applications. DuckDB processes analytical scans within Aurora, eliminating extra network hops and allowing single queries to access both live and archived data. The feature supports external catalogs compliant with the Iceberg REST Catalog specification and can create foreign tables referencing data across multiple catalogs. Aurora optimizes query performance by filtering records and caching frequently accessed data. Customers can combine recent transactions in Aurora with historical data from S3 without manual schema definitions. For low-latency workloads, selected data can be copied into native Aurora tables using standard SQL. This capability requires the aurora_analytics extension and an AWS IAM role for S3 and Glue access, and is compatible with Aurora PostgreSQL versions 17.11 and 18.6. The feature is available across all AWS regions at no additional charge, with costs incurred only for Aurora computing resources and S3 requests.
Supabase Announces $150M in New Funding and Turso Acquisition
Tech Optimizer
October 10, 2026

Supabase Announces $150M in New Funding and Turso Acquisition

Supabase has secured 0 million in funding led by GIC, with participation from Alphabet's CapitalG, IronArc, and SquarePeg. This follows a million Series F round four months earlier. Supabase has acquired Turso, a platform for managing databases for agentic workloads, to enhance its product development and provide liquidity for employees. The company is adding over 1 million users and 4 million databases monthly, with 70% created by AI-driven tools, reflecting a 600% year-over-year increase in databases. Turso's architecture allows for on-demand provisioning of databases in public cloud and BYOC setups. Glauber Costa, founder of Turso, will become Head of Agentic Services at Supabase. Supabase, established in 2020, supports over 13 million developers with a comprehensive backend solution.
Microsoft’s AI-Powered Windows Strategy: 5 Things To Know
Winsage
October 9, 2026

Microsoft’s AI-Powered Windows Strategy: 5 Things To Know

Microsoft has transitioned its Execution Containers capability into general availability, creating a secure environment for AI agents on Windows 11. Nvidia's CEO praised Microsoft's MXC architecture as a revolutionary foundation for application development. Organizations are increasingly relying on managed service providers to navigate AI tools. The general availability of Microsoft Execution Containers allows organizations to define access for AI agents, with real-time policy enforcement. The open-source MXC library integrates across Windows, macOS, and Linux, helping manage agent interactions and mitigate risks. Microsoft is enhancing the Copilot experience with hybrid intelligence features and revamping Windows Search for better performance. Preorders for new Copilot+ PCs powered by Nvidia's RTX Spark technology are open, with shipments starting on October 16. Device partners like Dell, HP, and Lenovo are also launching AI PCs on the same date. Later this year, Dell and HP will introduce Nvidia’s DGX Station technology to enable local running of frontier-class AI models on Windows devices.
Copilot Gets Control of Windows and Your Files as Microsoft’s Recall Bill Comes Due
Winsage
October 8, 2026

Copilot Gets Control of Windows and Your Files as Microsoft’s Recall Bill Comes Due

Microsoft is requesting Windows users to grant its Copilot feature access to their files and activities, following a previous retraction of a similar AI integration due to scrutiny. Copilot can analyze content on the device with user consent, performing tasks like organizing files and troubleshooting, using both local AI models and cloud processing. Microsoft has implemented safeguards, but its security team has raised concerns about potential risks associated with powerful features. The opt-in nature of Copilot places accountability on Microsoft, as users must actively grant access. Hybrid features are set to roll out in the coming months, with taskbar search actions already reaching Windows Insiders. Over 40 percent of new business laptops are being designed as Copilot+ PCs, with the Surface Laptop Ultra scheduled for release on October 16.
silver Android smartphone
Winsage
October 8, 2026

Copilot Gets Control of Windows and Your Files as Microsoft’s Recall Bill Comes Due

Microsoft is inviting Windows users to grant its Copilot feature access to their files and activities, with user consent. The new iteration of Copilot can understand content on the device, perform tasks like organizing files, troubleshooting, and writing code, with some tasks processed in the cloud. Activation is opt-in, folder access is limited, and Copilot operates under separate accounts from users. Microsoft has implemented safeguards, including Microsoft Execution Containers to define agent access. However, internal warnings from Microsoft's security team highlight potential risks associated with agents capable of modifying environments. Features for enhancing auditability of agent activities are under development. Microsoft previously faced criticism for its Recall feature, which raised security concerns. The opt-in design places accountability on Microsoft, as users must grant access. The hybrid features require a Copilot+ PC and are set to roll out in the coming months, with taskbar search actions already reaching Windows Insiders. Over 40 percent of newly manufactured business laptops are Copilot+ PCs, with the Surface Laptop Ultra launching on October 16.
Microsoft Turns Windows PCs Into Command Centers for AI Agents
Winsage
October 7, 2026

Microsoft Turns Windows PCs Into Command Centers for AI Agents

Microsoft has introduced a suite of software tools and devices to prepare personal computers for the era of artificial intelligence agents, emphasizing the need for enhanced compute, security, and control. The company is transforming Windows into a platform for hybrid intelligence, allowing AI agents to run locally and access the cloud securely. Notable innovations include Microsoft Execution Containers (MXC), which help manage agent access and monitor actions, and are now available for Windows 11 and integrated with Microsoft Agent 365. This allows organizations to enforce policies on AI interactions in real-time. Microsoft has also improved the synergy between local models and cloud AI, enabling advanced functionalities on local PCs. The new Copilot feature will leverage local context to enhance user interaction with AI agents. Additionally, Microsoft has launched a new generation of PCs, including the Surface Laptop Ultra, powered by the Nvidia RTX Spark chip, aimed at improving local AI performance and positioning Microsoft as a leader in the AI agent market.
Nadella has lost the plot calling Copilot an OS again, it's a web app on Windows 11
Winsage
October 4, 2026

Nadella has lost the plot calling Copilot an OS again, it’s a web app on Windows 11

Satya Nadella has referred to Copilot as a “new OS for work” during a leadership update, following Microsoft's introduction of the latest iteration of Copilot. The new Copilot app, which replaces the previously named Microsoft 365 Copilot, is currently available for users, although some features like Home, Code, and Autopilot are still forthcoming. The app operates as a standard Windows application, specifically a rebranded Microsoft Edge launcher built on a Chromium framework. Nadella reiterated his vision for Copilot in a post dated October 1, emphasizing its role in consolidating various work functions into a single platform. The Copilot app integrates features such as Home, Office applications, and a proactive command center named Today. Currently, the app primarily functions as a chat interface, with significant features yet to be rolled out. The architecture of Copilot relies on a lightweight launcher and a complete Edge build, resulting in high RAM consumption. Microsoft has shifted Copilot’s architecture from a native WinUI version to a web-based wrapper, supported by a secondary component for additional functionalities. Internal documents reveal a vision for a prototype called CopilotOS, indicating a long-standing ambition to create a cohesive workspace.
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