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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.
Microsoft explained why Windows 11 dropped these Windows 10 features
Winsage
September 17, 2026

Microsoft explained why Windows 11 dropped these Windows 10 features

Windows 11 was released in 2021 and received mixed reactions, with users noting the removal of several familiar features from Windows 10. The taskbar was locked in place, preventing repositioning, and the ability to drag files onto taskbar applications was initially absent but restored within a year. The Start menu lost flexible resizing options, and Microsoft faced challenges in transferring established features due to the new framework. By 2026, Microsoft announced changes allowing users to relocate the taskbar, responding to user demand. The Start menu remained less flexible than its predecessor, leading to user frustration. Microsoft acknowledged the need for a movable taskbar, which was implemented in a preview by May 2026, coinciding with the September 2026 Patch Tuesday update. The integration of AI into development processes has accelerated feature implementation, but also introduced new stability issues.
Microsoft Surface event announced for October 7 — here's everything we know so far
Winsage
September 16, 2026

Microsoft Surface event announced for October 7 — here’s everything we know so far

Microsoft is hosting an event on October 7, 2026, in San Francisco at 10 AM PT / 1 PM ET, featuring CEO Satya Nadella, Surface chief Pavan Davuluri, and NVIDIA CEO Jensen Huang. Expected announcements include the Surface Laptop Ultra and the Surface RTX Spark Dev Box, with details on pricing and availability anticipated. Microsoft will also showcase enhancements to Windows 11, focusing on the Windows K2 initiative to improve user experience and address issues like bugs and UI inconsistencies. Additionally, Project Zenith, a new line of devices for developers, will be introduced to support local AI experiences.
Autoscaling Lakebase Postgres
Tech Optimizer
September 1, 2026

Autoscaling Lakebase Postgres

Choosing a database instance size without prior knowledge of the workload can lead to inefficiencies and excessive compute usage. Lakebase Postgres addresses this with an autoscaling feature that eliminates manual sizing, utilizing in-place VM resizing and a monitoring algorithm for CPU, memory, and working set size. Lakebase Postgres separates compute and storage layers, allowing independent resizing of compute nodes without affecting the database. The autoscaling algorithm relies on three signals: CPU load (cpuGoalCU), memory use (memGoalCU), and compute-cache working set size (lfcGoalCU). The CPU load is monitored every five seconds, aiming to maintain it at or below 90% capacity. Memory usage is tracked at two frequencies: overall memory every five seconds and Postgres-specific memory every 100 milliseconds, with a goal to keep usage below 75% of allocated RAM. The compute cache evaluates active data access efficiency, adjusting size based on workload. The working set is estimated using a modified HyperLogLog algorithm that records timestamps for page accesses, allowing for distinct page estimates over various time frames. The algorithm projects future working-set growth to allocate sufficient cache while capping it at 75% of RAM. Resizing the compute involves four components: the autoscaler-agent, vm-monitor, Kubernetes scheduler, and NeonVM. Scaling up occurs when any of the three goals indicate a need for more resources, while scaling down includes verification to ensure sufficient memory remains for operations. Timely adjustments in both directions are prioritized to minimize costs.
Why You Might Need to Roll Back Windows' Latest Update
Winsage
September 1, 2026

Why You Might Need to Roll Back Windows’ Latest Update

Windows 11 version KB5120998 was released as an optional update, introducing new customization features such as the ability to move and resize the taskbar and improvements to Windows Search. However, the update has introduced several bugs, including issues with the mouse cursor, which may not appear or may be incorrectly sized, and problems with wallpaper settings reverting to black after restarts. Users have also reported blurry fonts on high-resolution displays. Microsoft is aware of these issues and is working on a solution. Users experiencing these bugs can roll back the update by navigating to Settings > Windows Update > Update History > Uninstall and selecting KB5120998, without losing essential security patches.
Dear Microsoft, where is the Surface to showcase all these improvements to Windows 11?
Winsage
August 30, 2026

Dear Microsoft, where is the Surface to showcase all these improvements to Windows 11?

Microsoft has introduced Windows 11 version 26H2 to the Release Preview Channel, signaling a broader rollout in the coming weeks. This update includes user interface enhancements such as the ability to reposition the Taskbar, resize the Start menu, and disable web and Store suggestions. Over 7,000 applications are now optimized for Arm architecture, indicating growing support for Windows on Arm. PowerToys has also updated with a feature called Window Hopper for easier window management. Despite challenges in communication and design consistency across its products, Microsoft is focusing on the advancements in Windows 11, particularly in relation to Snapdragon technology, which has encouraged the production of Snapdragon-powered laptops. There is currently no unified marketing strategy or event planned to showcase the upcoming changes in Windows 11.
silver Android smartphone
Winsage
August 30, 2026

These lightweight open-source apps should be built into Windows 11

Yt-dlp is a free tool that allows users to download content from over 1,700 websites, including YouTube, Twitter, Facebook, and Instagram. It is available for various platforms and can be installed on Windows by downloading the .exe package. Users can download videos by entering the command yt-dlp in the terminal, and they can specify download locations, formats, and resolutions. Microsoft PowerToys is a suite of utilities designed to enhance the Windows experience by adding features not included in the standard installation. It includes tools for pinning windows, creating custom layouts, automating theme changes, quick file access, bulk renaming, and extracting text from images and PDFs. KSnip is a screenshot tool available on Linux, Windows, and macOS, which allows users to capture screenshots quickly with customizable hotkeys. It includes built-in editing tools for annotations and can automatically upload screenshots to an FTP server or Imgur.
Windows 11 just revived one of its most missed features
Winsage
August 29, 2026

Windows 11 just revived one of its most missed features

Microsoft has updated the taskbar, allowing users to customize it through Settings → Personalization → Taskbar → Taskbar behavior → Taskbar position. A new "Small" mode minimizes the taskbar's icons and height, suitable for smaller screens, but it can only be positioned at the top or bottom. The Start menu has been rebranded from "Recommended" to "Recently used," and users can hide their name and profile picture. There are toggles for managing the visibility of pinned apps, recommended content, and all apps. Future updates will include options for small and large layouts and an automatic resize feature. Windows Search has been improved for clarity, with future updates indicating the source of search results. Users can disable web or Store results in search settings, and Windows will automatically index frequently used folders for better search efficiency.
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