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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.
silver Android smartphone
AppWizard
October 10, 2026

‘I was nice to you three times in a row, so can I have one sex please?’: Why Nivalis Nights intentionally avoided transactional romances

Nivalis Nights combines storytelling and shop simulation with relationship dynamics, allowing players to interact with characters in ways that shape four attitudes: friendly, combative, romantic, and savvy. The dialogue options do not provide clear indicators, leading to ambiguous interactions that can result in unintended outcomes, such as offending a character or flirting unintentionally. Some characters hint at potential romantic paths, while others are less clear about their intentions. Lead writer Thomas Welsh notes that this design choice intentionally diverges from traditional romance systems in games, which often use clear markers to guide players. The lack of tone markers in dialogue requires players to interpret their interactions, resulting in varied experiences where relationships may develop unexpectedly or remain platonic.
Don't worry, Valve: I've got your next Deadlock character concepts sorted
AppWizard
October 9, 2026

Don’t worry, Valve: I’ve got your next Deadlock character concepts sorted

Deadlock features a range of character concepts that could enhance its gameplay and narrative. Notable ideas include: - The Summer Mummy, characterized by floral board shorts and sunglasses, representing summer fun. - A professional baseball-playing Minotaur with a Scottish accent and a backstory involving the Bermuda Triangle. - Three gnomes disguised in a trench coat, part of a whimsical mafia called the Cosa Gnomestra. - A haunted suit of armor that acts as a boxer, engaging in combat while wearing boxing shorts and gloves. - A large, charismatic spider capable of traversing walls and wielding eight weapons. - A reimagined Humpty Dumpty as a tragic antihero who rolls into battle. - The remaining part of the monkey from the tale of the monkey's paw, potentially a sorcerer with magical abilities. - A North Pole elf advocating for labor rights, creating a narrative around social issues. - A deer transformed into a sapient being by a cursed amulet, navigating urban life with humor and relatability.
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.
Kingdom Come Maker Hopes GTA 6 Lifts Game Prices
AppWizard
October 5, 2026

Kingdom Come Maker Hopes GTA 6 Lifts Game Prices

Martin Klima, co-founder of Warhorse Studios, argues that the video game industry has undervalued its products and that a price increase is necessary for the survival of mid-sized developers. He highlights that production costs for high-quality RPGs and open-world games have risen significantly, while retail prices have remained stagnant. Rockstar Games is set to launch Grand Theft Auto VI at .99 for the standard edition and .99 for the Ultimate Edition, which is being observed as a potential benchmark for future game pricing. Klima believes that if GTA VI's pricing is successful, it could encourage other developers to raise their prices as well. He notes that adjusted for inflation, games today cost less than they did in the 1990s. The last significant price increase in the industry occurred in 2020, when the standard price rose from .99 to .99. Analysts suggest that franchises like Call of Duty, NBA 2K, and EA Sports FC may follow suit if GTA VI performs well commercially.
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.
These 3 popular Windows apps run faster as CLI tools: Here's how to switch
Winsage
October 4, 2026

These 3 popular Windows apps run faster as CLI tools: Here’s how to switch

Windows provides graphical tools for various tasks, but terminal commands can be more efficient. Three utilities that serve as alternatives to File Explorer, Task Manager, and Notepad are zoxide, btop, and bat, all of which can be installed using winget. zoxide is a directory jumper that simplifies navigation through folder structures by learning user habits. It can be installed with PLACEHOLDERf0ff8219c0950297 and requires a line added to the PowerShell profile for activation. Users can jump to directories by typing PLACEHOLDERb9546a80b5ad16aa followed by part of the folder name, and it adapts over time based on usage patterns. btop is a system monitor that displays processor, memory, disk, network, and process data on a single terminal screen. The Windows version, btop4win, can be installed with winget install aristocratos.btop4win. It features live graphs, allows navigation via keyboard and mouse, and provides real-time updates on resource consumption. Users can filter and sort processes and terminate them directly from the interface. bat is a command-line file viewer that shows file contents with syntax highlighting and line numbers, eliminating the need to open Notepad. It can be installed using winget install sharkdp.bat and allows users to view files directly in the terminal. It integrates with Git to highlight changes and manages longer files with a pager for easier scrolling. These tools enhance efficiency for common tasks in Windows by providing quick access and streamlined workflows through the terminal.
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