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A practical guide to cost optimization with Lakebase Postgres
Tech Optimizer
October 11, 2026

A practical guide to cost optimization with Lakebase Postgres

Lakebase is a fully managed Postgres database designed for modern application development, featuring an architecture that separates storage and compute with a serverless compute layer. This design allows for cost efficiencies through various mechanisms: 1. **Branching**: Developers can create isolated environments for development, testing, or experimentation without duplicating storage costs, as branches share the same underlying storage. 2. **Autoscaling**: Lakebase adjusts compute resources based on activity levels, allowing users to pay only for the compute they use. It can scale down during low activity and can be suspended entirely after inactivity, reducing costs to zero. 3. **Read Replicas and High Availability**: The separation of storage and compute allows for adding read replicas and high availability without incurring additional storage costs, as these instances utilize the same storage layer. 4. **Synced Tables**: Integration with the Databricks Intelligence Platform enables efficient data syncing, allowing users to sync only the necessary working set of data, which helps avoid unnecessary storage and sync costs. 5. **Sync Modes**: There are three sync modes (Snapshot, Triggered, Continuous) for transferring data from the Lakehouse to Lakebase, each with different cost implications based on data freshness requirements. 6. **Right-sizing Compute**: Users can set the initial compute range during project provisioning to avoid over-provisioning and unnecessary costs. 7. **Monitoring and Metrics**: The Lakebase Metrics dashboard provides insights into working set size and cache utilization, helping users optimize their compute sizing and performance. 8. **Point-in-Time Restore (PITR) and Snapshots**: PITR maintains history for recovery within a configurable window, while snapshots offer discrete recovery points. Both are priced lower than standard storage, making them cost-effective options for data recovery. Lakebase costs are categorized into compute, storage, and serverless pipeline compute for syncing data. Compute is measured by CU usage, while storage includes branch storage, PITR history, and snapshot storage, all tracked separately. Users can access detailed usage and cost information through system billing tables.
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.
A week with Googlebooks: four notes from our testing so far
AppWizard
October 10, 2026

A week with Googlebooks: four notes from our testing so far

Google has launched five new Googlebook laptops featuring the Googlebook OS, which has received mixed reviews. While the hardware is praised, the software is criticized for being problematic and not a significant upgrade from ChromeOS. Users report issues such as the inability to run Chrome with separate Google accounts, clunky Android apps, and awkward command requirements for messaging apps. The app ecosystem is struggling, with many applications failing to adapt to the Googlebook's interface, resulting in a frustrating user experience. Linux applications face integration challenges, complicating multitasking. Despite some successful features like file transfer and notification responses between Googlebook and Android devices, users experience frequent connectivity issues and sluggish performance.
Dynamic Nvidia DLSS upscaling in Gears of War: E-Day is ace, and I wish more PC games took this approach
AppWizard
October 8, 2026

Dynamic Nvidia DLSS upscaling in Gears of War: E-Day is ace, and I wish more PC games took this approach

Nvidia DLSS upscaling is favored by the author, but the release of Gears of War: E-Day has changed their perspective on its use. The game features a dynamic upscaling option that works with a customizable frame rate target, enhancing image quality and performance management. Dynamic resolution scaling is common in console games but less so on PC, where options often lack customization for specific performance metrics. Gears of War: E-Day allows players to switch between upscalers like Nvidia DLSS 4.5, AMD FSR 4.1, and Intel XeSS 2, with the author typically using DLSS in Performance mode on a 4K setup. Testing on a system with a Ryzen 7 9800X3D and GeForce RTX 5090, the game averages 77fps at maximum settings, being 97.8% GPU bound. Transitioning to dynamic DLSS with a target of 60fps results in an average of 64fps and an average resolution scale of 61%, with an 11% increase in pixel count but an 18.4% decrease in performance. VRAM usage increases by nearly 3GB. The author prefers prioritizing sharpness and visual enhancements over smoothness, ensuring consistent 60fps gameplay and allowing users with less powerful graphics cards to enable frame generation without latency concerns. The author hopes more games will adopt similar configurability in the future.
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.
NVIDIA DGX Station for Windows: 748GB, 20 PFLOPs
Winsage
October 8, 2026

NVIDIA DGX Station for Windows: 748GB, 20 PFLOPs

NVIDIA announced the DGX Station for Windows on October 7, 2026, transitioning from a Linux-only approach to a Windows-based workstation. It features the GB300 Grace Blackwell Ultra Desktop Superchip, which includes a 72-core Grace CPU and a Blackwell Ultra GPU, providing up to 748GB of coherent memory and 20 petaFLOPs of FP4 AI compute. The system is designed for enterprise developers, allowing them to use familiar tools like CUDA and TensorRT within a Windows environment. The DGX Station for Windows will be available through OEM partners in Q4 2026, with an estimated price range of ,000 to ,000. NVIDIA will continue to offer the Linux version of the DGX Station alongside the new Windows edition.
20 million sales later, Capcom is bringing Monster Hunter Rise to iOS and Android, but for now it's locked behind a Netflix subscription
BetaBeacon
October 7, 2026

20 million sales later, Capcom is bringing Monster Hunter Rise to iOS and Android, but for now it’s locked behind a Netflix subscription

Monster Hunter Rise is coming to Android and iOS through Netflix. The game will require a Netflix Membership to download and play. The mobile version will have minor differences, such as challenge quests being unlocked as you progress, a new Recovery Button, and reconstructed touch controls optimized for smartphones and tablets. Capcom's decision to add the game to Netflix's streaming catalogue raises questions about potential future collaborations and the impact on the game's popularity.
Windows 11 26H2 Support Comes to Intune and Configuration Manager
Winsage
October 5, 2026

Windows 11 26H2 Support Comes to Intune and Configuration Manager

Microsoft is enhancing Intune and Configuration Manager to support the transition to Windows 11 version 26H2 for enterprise administrators. Intune now offers day zero support for Windows 11 version 26H2 settings, allowing IT administrators to configure new Windows policies through the Intune admin center. An updated security baseline for Windows 11 version 26H2 will also be released. Configuration Manager versions 2603 and 2609 support Windows 11 version 26H2, providing platform enhancements and updated security controls. IT teams are advised to review new settings, test on representative devices, ensure OS compatibility, and monitor deployments. Organizations using Configuration Manager may need to upgrade their environments and address the discontinuation of support for older platforms like Windows Server 2012/2012 R2 and SQL Server 2016.
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