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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.

Tech Optimizer

October 11, 2026

Amazon Aurora PostgreSQL now supports direct querying of Apache Iceberg and Parquet data in your data lake

Amazon has introduced a new capability for Amazon Aurora PostgreSQL that allows users to query operational data alongside data stored in data lakes formatted in Apache Iceberg and Apache Parquet. This feature enables direct access to Iceberg REST Catalog-compatible catalogs, eliminating the need for data duplication or relocation. The integration of DuckDB within Aurora PostgreSQL allows users to query live operational data, including uncommitted writes, alongside data from data lakes using standard PostgreSQL syntax. This capability is available on Aurora PostgreSQL versions 17 (starting with 17.11) and 18 (starting with 18.6). Users must create an Aurora PostgreSQL cluster, attach an IAM role with the AuroraAnalytics feature, and enable the aurora_analytics extension to utilize this feature. They can create foreign tables referencing Iceberg or Parquet data in the data lake, and query them using familiar PostgreSQL commands. Aurora optimizes query performance through techniques like predicate pushdown and column pruning, and users can monitor query behavior with metrics provided by aurora_analytics_stat_statements(). Direct querying of Apache Iceberg and Parquet data is available across all commercial AWS Regions and AWS GovCloud (US) Regions without additional charges, aside from incremental Aurora compute and Amazon S3 request costs.

AppWizard

October 10, 2026

Expect plenty more Silent Hill over the next few years, as Konami has plans for ‘second and third waves’ of new games in its revived horror series

Silent Hill has made a successful comeback after nearly ten years of inactivity, with three new titles released by Konami: Silent Hill 2 Remake, Silent Hill f, and Silent Hill: Townfall. These games have received positive reviews and are performing well in sales. Producer Motoi Okamoto expressed relief over the successful reception of these titles and highlighted the challenges faced in convincing Konami to approve new entries after the cancellation of Silent Hills in 2015. There is interest in remaking the original 1999 Silent Hill, and the involvement of NeoBards Entertainment and Screen Burn Interactive in future projects remains unconfirmed. Silent Hill f has been described as a "true return to form," and Screen Burn's work on Silent Hill: Townfall has been praised for capturing the essence of the franchise.

Tech Optimizer

October 10, 2026

How and why we built Managed PostgreSQL for AI workloads

The Nebius Managed PostgreSQL team developed a solution for AI workloads using CloudNativePG and Kubernetes, resulting in improved backup and restore times by transitioning from Barman to WAL-G, reducing a 1.5 TB backup duration from over a day to two hours. Since its launch in 2025, the service supports hundreds of production clusters and manages tens of tebibytes of data. Key features include high availability, point-in-time recovery, automated failover, compressed and encrypted backups, rapid restoration, connection pooling, and strict synchronous replication for zero data loss. Kubernetes and CloudNativePG were chosen for their advantages, including out-of-the-box features and open-source distribution. Each cloud project has a separate MK8s cluster for customer isolation and security. Persistent data is stored on fault-tolerant SSD drives, enabling swift instance migration during failures. Regular physical backups are archived, allowing restoration within a seven-day window with a single click. The transition from Barman to WAL-G addressed slow backup and restoration times and resource control limitations. With WAL-G, backups and restorations for a 1.5 TB cluster improved to two hours and one hour, respectively. PgBouncer was implemented to manage database connections effectively, reducing connection storms during peak AI workload traffic. Two vector search extensions, pgvector and pgvectorscale, are available to cater to different memory and dataset needs. Benchmarking showed that Nebius performs competitively with AWS at a lower cost. The infrastructure integrates cloud engineering principles with specialized expertise to meet AI workload demands.

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.

Winsage

October 9, 2026

Microsoft’s AI-Powered Windows Strategy: 5 Things To Know

Microsoft has transitioned its Execution Containers capability into general availability, creating a secure environment for AI agents on Windows 11. Nvidia's CEO praised Microsoft's MXC architecture as a revolutionary foundation for application development. Organizations are increasingly relying on managed service providers to navigate AI tools. The general availability of Microsoft Execution Containers allows organizations to define access for AI agents, with real-time policy enforcement. The open-source MXC library integrates across Windows, macOS, and Linux, helping manage agent interactions and mitigate risks. Microsoft is enhancing the Copilot experience with hybrid intelligence features and revamping Windows Search for better performance. Preorders for new Copilot+ PCs powered by Nvidia's RTX Spark technology are open, with shipments starting on October 16. Device partners like Dell, HP, and Lenovo are also launching AI PCs on the same date. Later this year, Dell and HP will introduce Nvidia’s DGX Station technology to enable local running of frontier-class AI models on Windows devices.

BetaBeacon

October 9, 2026

Citra Emulator: A Simple Guide to Playing Nintendo 3DS Games on PC and Android

Citra is an open-source program designed to run compatible Nintendo 3DS games on other devices by recreating parts of the original console's behavior.

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.

Winsage

October 9, 2026

Jensen Huang remembers Windows early days, crediting Microsoft, says that ‘Nvidia was founded because of Windows’; CEO Satya Nadella jokes: If you could just do a little transfer of…

Nvidia CEO Jensen Huang stated that Nvidia was founded due to the introduction of Windows 3.1 in 1992, which laid the groundwork for GPUs. He highlighted that Windows 95 and DirectX allowed for the integration of GPUs into PCs, with DirectX 8 enabling the creation of the first programmable GPU featuring programmable shaders, leading to CUDA. Huang emphasized that without Windows, there would be no GeForce, and consequently, AI researchers might not have had the necessary computational resources for deep learning. The conversation also touched on a four-year collaboration between Nvidia and Microsoft that resulted in the RTX Spark project, which required over 4,000 engineering years and extensive testing across more than 1,200 applications. Laptops featuring RTX Spark are available for preorder, with shipments starting on October 16.

BetaBeacon

October 9, 2026

The Wind Waker HD ported to Android – Zelda remaster from Wii U runs without an emulator

Classic Nintendo game The Legend of Zelda: The Wind Waker HD has been unofficially ported to Android smartphones, allowing players to extract files from their own game image and compile the code directly on their device. The mobile version features support for Vulkan, on-screen buttons, external controllers, gyroscope-assisted aiming, resolution settings, save state slots, and alternative graphics drivers for devices with Adreno. Users need Android 11 or newer, an ARM64 processor, Vulkan 1.1 support, and 2 GB of free space to run the game, along with an image and keys for the American or European version of the game.