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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.
Why Antivirus Flags Game Tools and How to Verify Downloads Safely
Tech Optimizer
October 10, 2026

Why Antivirus Flags Game Tools and How to Verify Downloads Safely

In gaming, tools such as utilities, beta applications, and modding tools are often distributed as APK, IPA, or desktop files, and it is essential to investigate their origin, version, and any security warnings before installation. Antivirus software flags potential threats based on known malicious signatures, behavior patterns, and reputation data. Tools that modify game clients may receive heightened scrutiny, and classifications like “HackTool” or “Riskware” do not definitively indicate a file's functionality. Identical game utilities can exist on various platforms, and a familiar website does not guarantee authenticity. It is crucial to verify the publisher, update date, version, and installation method of a file. The SHA-256 hash verifies file integrity but does not ensure safety from malware. Calculating a file hash can be done using specific commands in Windows, macOS, or Linux. Multi-engine scanning platforms like VirusTotal provide insights, but a lack of detections does not guarantee safety. Even if a file matches its reference hash and raises no alerts, it may still violate online game terms. A pre-installation checklist includes confirming the publisher, checking file types, comparing SHA-256 hashes, reviewing security findings, keeping antivirus protection enabled, and consulting platform rules. A cautious approach integrates source verification, file integrity checks, security assessments, and compliance with platform regulations.
This App Wants to Make Your Android Handhelds Last Even Longer
AppWizard
October 10, 2026

This App Wants to Make Your Android Handhelds Last Even Longer

Battery life is a significant concern for Android handheld device users, prompting some to use custom firmware while others prefer stock Android. Strategies to extend battery life exist but vary in effectiveness and effort required. SleepManager is an application designed to optimize battery usage during inactivity by automatically disabling Wi-Fi and Bluetooth, activating Battery Saver, managing specific applications, scheduling syncs, and preventing clamshell devices from waking inadvertently. It is accessible without rooting or complex commands, allowing users to download and configure it easily. The developer noted that SleepManager was created using AI-assisted development, which has sparked discussions about AI's role in app creation.
How Telangana’s MeeSeva migration to open source could make governments rethink software costs
Tech Optimizer
October 10, 2026

How Telangana’s MeeSeva migration to open source could make governments rethink software costs

In April 2026, Telangana's MeeSeva platform migrated from the Oracle database to the open-source PostgreSQL database after 15 years of reliance on Oracle. This transition aimed to reduce annual costs of approximately ₹10 crore associated with Oracle licensing and maintenance. The initiative began in 2023, and the migration was executed with less than four hours of downtime, processing around 80,000 transactions daily. The migration involved over 85 microservices, three Oracle servers, and 1,939 tables, with the process automated by the Ora2Pg tool, which handled 60-70% of the transition. The migration cost was below ₹10 lakh, and after the switch, MeeSeva processed nearly 200 million transactions without data loss. The new architecture includes automatic failover capabilities to minimize disruption.
Microsoft reveals plan to make Windows 11 Search much less painful to use, including a performance boost
Winsage
October 10, 2026

Microsoft reveals plan to make Windows 11 Search much less painful to use, including a performance boost

Microsoft is transforming Windows 11 Search to improve user experience by enhancing performance, reducing memory consumption, and streamlining the interface. The redesign is currently being rolled out to Windows Insiders for feedback before a broader launch. Key changes include a new architecture using WinUI 3, which improves performance and memory efficiency, and a simplified interface that merges results into a cohesive list. The updated Search will better understand user intent, support typos and synonyms, and include features such as inline previews and expanded file information. Users will also be able to execute common Windows tasks directly through the Search interface, such as switching to dark mode or turning on Bluetooth.
Your Android phone could be infected before you turn it on
AppWizard
October 9, 2026

Your Android phone could be infected before you turn it on

Bitdefender researchers have identified a malware campaign called Midnight Mimosa that can be embedded in the software of low-cost Android devices before sale. This malware operates stealthily, allowing it to install and remove applications without user knowledge, generate fraudulent advertising activity, and convert devices into residential-proxy relay nodes for a botnet. It has been found on MediaTek-based, white-label devices marketed under misleading names. Users should be cautious of suspiciously cheap devices and look for signs of infection, such as unexplained ads, unfamiliar apps, sudden battery drain, and discrepancies in model names. Standard uninstallation or factory resets may not remove this malware, and users are advised to update their devices, review app lists, and contact sellers for refunds or replacements if they suspect infection. Mobile protection solutions can help monitor app behavior and alert users to potential threats.
silver Android smartphone
AppWizard
October 9, 2026

AnyPS5 implemented 100% of the instructions GPU PlayStation 5 for playing PC games

The AnyPS5 project has achieved 100% implementation of graphics shader instructions, allowing for the direct porting and cross-linking of PlayStation 5 executable files to Windows and Linux without traditional emulation. The project has translated proprietary calls to the PS5's graphics chip into the SPIR-V format for rendering through the Vulkan API. While the complete instruction set coverage indicates successful implementation, it does not guarantee flawless operation in all scenarios. The project has demonstrated stable performance, running a 2D platformer at 60 frames per second on an Intel Core i5 processor and NVIDIA GeForce GTX 1050 Ti graphics card. The developers plan to implement key system libraries for the PRX format soon, leveraging architectural similarities between the PS5 and modern PCs. Additionally, advancements may support related initiatives like the kytyps5 translation layer for console games on PCs.
Microsoft revamps Windows for agentic AI
Winsage
October 8, 2026

Microsoft revamps Windows for agentic AI

The Fortune Brainstorm AI event is scheduled for December 7 to 8 at the St. Regis in San Francisco, featuring notable attendees such as Fei-Fei Li, Aaron Levie, Richard Socher, Trae Stephens, and Pedro Franceschi. Microsoft is introducing updates to its Windows operating system to integrate AI agents and tools, with CEO Satya Nadella describing it as evolving into a "hybrid intelligence" system. The reimagined Copilot AI app will be integrated into Windows, allowing it to perform tasks autonomously. Microsoft is also launching the Surface Laptop Ultra, priced at ,599, starting October 16. Anthropic has debuted Claude Haiku 5.5, OpenAI introduced GPT-6 to ChatGPT, and Google launched Playground for creating games with AI. Amazon's Ring has unveiled its first smart lock.
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