snapshot Archives

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.

Winsage

October 8, 2026

Microsoft Stocks Rise as Windows Pulls AI Off the Cloud

Microsoft is distributing artificial intelligence (AI) workloads between local Windows PCs and the cloud, with shares rising approximately 0.3% to 1.39 as of October 8. The strategy involves executing tasks on devices while using cloud resources for additional computing power. Microsoft has announced the general availability of Execution Containers to enhance security for AI agents. The upcoming Surface Laptop Ultra will support models with over 120 billion parameters, available on October 16, and Microsoft is introducing a 137-billion-parameter MAI Code model utilizing compression techniques. Microsoft shares are trading at 10.1% below the GF Value estimate of 1.09, indicating a valuation cushion. The company aims to reduce reliance on cloud services while enhancing Windows and developer offerings to create new revenue streams.

AppWizard

October 8, 2026

How to complete Sizing Things Up in Arc Raiders

Players in Arc Raiders assist Celeste in examining the remains of the Emperor, a giant robot at Pendola Pass, in the quest "Sizing Things Up." The quest involves capturing a photograph of the Emperor's leg on a bridge east of Old Town, analyzing the exposed area atop the leg near Railroad Junction, and searching for the Buried Harvester Payload at the base of the Emperor, located east of the Fallen Emperor marker near Piazza Della Rupe. Interacting with a chest at this location yields the Arc Conductive Coupler.

AppWizard

October 6, 2026

Exclusive: Frosthaven digital reveals the PC board game’s frosty final character

Frosthaven Digital will release its full 1.0 version on October 15. The game has been enhanced with new features, classes, and missions to align closely with the original board game. Team Wargamer awarded it a 10/10 rating. The digital format allows players to complete scenarios in about 30 to 40 minutes, compared to two to three scenarios in five hours for the physical version. A "custom save" feature will enable players to edit saves and import campaigns from physical to digital formats. The 1.0 version is 99% mechanically accurate to the board game, with some minor visual adjustments. Players can unlock a new hero, the Shattersong, late in the game, which plays a supportive role. There are 137 missions in total, with 64 as the main story and many side quests available. The onboarding process will include a three-mission tutorial and a four-mission prequel.

AppWizard

September 29, 2026

Google quietly made Find Hub an Android app I can’t live without

Google has enhanced the Find Hub app by introducing a feature called the Remembered tab, which allows users to track items that cannot accommodate a physical tracker. Users can tag items, record notes, and attach pictures to help remember where they are stored. Instead of using a physical tracker, users can inform Google’s AI assistant, Gemini, about an item's location verbally or through manual entry. This feature is particularly useful for organizing items that are not frequently moved, such as passports or other essential belongings. Users can quickly add items by stating their location and taking a photo, making it easier to retrieve them later. The Remembered tab enhances the utility of the Find Hub app without requiring additional subscriptions or gadgets.

Winsage

September 24, 2026

How to Use Point-in-Time Restore in Windows 11

The Point-in-Time Restore feature in Windows 11 allows users to revert their system to a previous state, but it may result in the loss of recently created files. This feature captures the system's state, including Windows system files, installed applications, and local settings. Restore points are generated automatically every 24 hours, but users can create them manually. However, restoring can erase new documents, recently installed applications, and any settings changes made since the last restore point. Files stored in OneDrive remain unaffected. To verify Point-in-Time Restore settings, users must access the Settings application, select System, and then Recovery. Restore points are retained for up to 72 hours and may be deleted sooner if storage is limited. Windows 11 version 26H2 enables this feature by default for devices with an OS volume of at least 200 GB. Before restoring, users should back up recent work to an external drive. To initiate the restore, access the Windows Recovery Environment, select Troubleshoot, and then Point-in-Time Restore. If files are lost after a restore, 4DDiG Data Recovery Software can help recover deleted files. It scans local drives for files deleted during a rollback or accidental deletion. A robust recovery plan should include using Point-in-Time Restore, OneDrive for daily file protection, and separate backups before significant system changes.

Tech Optimizer

September 19, 2026

Set Up Bitdefender Antivirus Free: 13 Steps [2026]

Bitdefender Antivirus Free was upgraded to version 27.0.62.355 on September 11, 2026, introducing a new Advanced Threat Defense driver that enhances behavioral monitoring capabilities. The free version is designed for Windows only and promises to remain free indefinitely, lacking features found in paid versions such as anti-tracking tools and a full vulnerability scanner. The installation requires Windows 10 or 11, at least 2GB of free disk space, a local administrator account, an active internet connection, and a Bitdefender Central account. Users must remove any existing antivirus software before installation, and the installation process typically takes 60 to 75 minutes. Bitdefender Free covers one Windows device and offers robust malware detection capabilities, particularly with the Advanced Threat Defense layer. It is recommended to schedule regular scans and check the Notification Center for quarantined items. If uninstalled, the dedicated uninstall tool should be used to avoid leftovers that could interfere with future installations.

Winsage

September 18, 2026

Microsoft explains why restarting Windows can shut it down more completely than actually shutting it down

The Fast Startup feature in Windows, enabled by default, allows the kernel session to remain hibernated during shutdown, which results in quicker boot times by restoring a saved state. In contrast, selecting Restart clears the kernel session entirely, performing a complete boot of Windows. The process of shutting down with Fast Startup involves closing applications, logging off, keeping the kernel loaded in memory, saving the kernel and drivers to hiberfil.sys, and powering off, while Restart closes applications, logs off, ends the kernel session, and reboots immediately without saving a kernel snapshot. Fast Startup can lead to persistent issues from previous sessions, making Restart a better option for troubleshooting. To perform a full shutdown bypassing Fast Startup, users can execute the command "shutdown /s /t 0." Microsoft advises against permanently disabling Fast Startup, as it enhances shutdown-to-boot transitions.

BetaBeacon

September 18, 2026

Disney Epic Mickey Rebrushed Hits Mobile With Full Game for $15.99

Disney Epic Mickey: Rebrushed is a 2024 remake of the classic 2010 Wii game, now available on mobile devices for .99 with no microtransactions. It offers updated visuals, refined gameplay, and external controller support. The game is also set to release on the Nintendo Switch 2 on October 6, 2026.

AppWizard

September 7, 2026

Google Photos just halved the time you have to rescue trashed pictures

Google Photos has changed its photo retention policy, reducing the grace period for restoring deleted images from 60 days to 30 days. This update aligns the retention period for deleted cloud images with that of locally stored photos. Notifications about this policy change are being sent to Android users, marking its official rollout.