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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 11, 2026

Googlebook improving ‘Better Together’ Android sync features, Samsung support rolling out

The launch of Googlebook has generated interest due to its integration with Android devices, but initial rollout revealed inconsistencies in the "Better Together" sync features. Google is addressing these issues through updates, including support for Samsung devices. Core functionalities linking Android phones with Googlebook include app streaming, notification synchronization, and the "Continue On" feature, though not all features are performing as expected. Users have reported that while Instant Hotspot works effectively, other features are slow or unavailable. Google has announced improvements to simplify the setup process and resolved a bug related to the QR code used for pairing. Users should ensure their Google Play Services is updated to version 26.37 and Cross-device Services to version 1.0.1346. Initially, there was a lack of support for Galaxy smartphones, but recent updates have allowed Samsung users to utilize the "Better Together" features. To maximize the experience with Googlebook, users should confirm their phone runs Android 17, check Bluetooth and Wi-Fi connections, use a private home Wi-Fi network, and verify relevant app versions and settings. Some Samsung Galaxy users have reported successful integration of the features following updates, indicating that initial compatibility issues have been resolved.

Winsage

October 11, 2026

Windows PCs that are not up to date will lose Windows Update itself in 2027

Windows machines that are not current with updates will face changes in access to Windows Update due to two critical certificate expirations on May 17, 2027, and June 19, 2027. Supported versions must install specific security updates before these dates to maintain access. - Windows 11, version 25H2 and later: No action required. - Windows 11, version 24H2 and Windows Server 2025: Must install the September 2025 Windows security update or later, before June 19, 2027. - Other in-support Windows 11 versions and Windows Server 2022: Must install the July 2026 Windows security update or later, before June 19, 2027. - In-support Windows 10 versions: Must install the July 2026 Windows security update or later, before June 19, 2027. - Windows 10 Enterprise 2019 LTSC, Windows Server 2019, and Windows Server 2016: Must install the July 2026 Windows security update or later, before May 17, 2027. - Any other Windows version: Upgrade to a supported release to maintain access. Devices that are up to date will continue receiving updates without interruption, while those that are behind will lose access to Windows Update services after the expiration dates. Out-of-support versions will lose access entirely. The notice regarding the certificate expiration was posted on October 8, 2026, and reiterated on October 10, 2026.

AppWizard

October 11, 2026

This Android TV launcher gave me screen time controls, but I’m still not switching from Monet

PLUI, or Premium Launcher TV UI, is an Android TV launcher that offers a feature-rich experience without premium fees. It features a vibrant interface with an app list, colorful widgets, and a sidebar menu, but can appear cluttered and overwhelming. The performance on devices like the Chromecast with Google TV can be sluggish compared to lighter alternatives. PLUI provides extensive customization options, including over 80 weather-related widgets, photo slideshows, and security camera feeds. Users can select backgrounds from sources like Reddit and NASA, and apply a blur effect. It supports multiple user profiles, accommodating up to ten accounts, and includes parental controls such as screen time limits. However, its performance and user experience may not surpass lighter launchers like Monet, which offers similar features in a more streamlined manner.

Tech Optimizer

October 10, 2026

AWS embeds DuckDB in its PostgreSQL DBMS to speed queries of live and historical data

Amazon Web Services Inc. has enhanced its Aurora PostgreSQL database management system to allow users to query the Apache Iceberg data lake directly. This feature integrates the DuckDB analytical engine, enabling seamless access to live transactions and historical records without data duplication or complex ETL processes. Customers can use existing PostgreSQL applications to query data in Amazon S3, including S3 Tables. The integration aims to reduce the engineering workload associated with data pipelines and supports real-time applications. DuckDB processes analytical scans within Aurora, eliminating extra network hops and allowing single queries to access both live and archived data. The feature supports external catalogs compliant with the Iceberg REST Catalog specification and can create foreign tables referencing data across multiple catalogs. Aurora optimizes query performance by filtering records and caching frequently accessed data. Customers can combine recent transactions in Aurora with historical data from S3 without manual schema definitions. For low-latency workloads, selected data can be copied into native Aurora tables using standard SQL. This capability requires the aurora_analytics extension and an AWS IAM role for S3 and Glue access, and is compatible with Aurora PostgreSQL versions 17.11 and 18.6. The feature is available across all AWS regions at no additional charge, with costs incurred only for Aurora computing resources and S3 requests.

Tech Optimizer

October 10, 2026

AWS Embeds DuckDB in Aurora PostgreSQL, Enabling Direct Data Lake Queries Without ETL

Amazon Web Services (AWS) has integrated the open-source analytics engine DuckDB into its Amazon Aurora PostgreSQL database, allowing users to query Apache Iceberg tables and Parquet files directly from data lakes without traditional ETL processes. This feature, announced on September 30, 2026, enables seamless access to both operational and historical data in a single SQL statement. Users can enable the aurora_analytics extension, assign an IAM role for S3 and AWS Glue access, and create external tables using standard PostgreSQL syntax. The integration supports Iceberg tables managed by AWS Glue Data Catalog, Iceberg REST Catalog-compatible external catalogs, Parquet files on S3, and S3 Tables. Performance optimizations include predicate pushdown and column pruning on the data lake side, with caching for frequently accessed data. This feature is available for Aurora PostgreSQL versions 17.11 and later, and 18.6 and later, across all commercial regions and AWS GovCloud (US), with no additional charges beyond Aurora compute and S3 request fees. In a separate development, AWS has a significant contract with AI company Anthropic, anticipating billion in cloud-related contractual obligations over several years, with approximately billion projected to be paid to Amazon from a 10-year agreement announced in April 2026. Anthropic's revenue has shown impressive growth, with first-quarter 2026 revenue reaching 0 million and second-quarter revenue at .8 billion. However, risks are present, as a significant portion of Anthropic's revenue comes from a few customers, and many larger clients lack long-term contracts. Amazon has invested .8 billion in Anthropic, with its stake valued at approximately billion as of June 2026.

AppWizard

October 10, 2026

The studio behind Star Wars Zero Company is hiring back some of its furloughed staff

Bit Reactor, the developer of Star Wars Zero Company, placed over 80% of its workforce on furlough before the game's launch due to sales uncertainties. Recently, the company announced a gradual return to normal operations, with payroll rebounding to over half of pre-furlough levels. The decision to furlough employees was made independently by Bit Reactor and did not involve its publisher, EA. Despite initial challenges, Star Wars Zero Company became a best seller on Steam and received positive reviews from critics.

AppWizard

October 10, 2026

Why Alternative App Stores Are Gaining Popularity Among Android Power Users

An alternative app store allows users to access apps and games not available on official platforms like the Google Play Store, including older versions, regional apps, and open-source options. Types of alternative app stores include third-party Android stores, open-source platforms, modified APK stores, regional stores, free app stores, and game-focused stores. Users explore these stores for a broader selection of apps, including those restricted by geography. Alternative app stores can provide apps that Google Play does not, such as regional apps and modified applications. When choosing an alternative app store, users should consider the platform’s reputation, app descriptions, update frequency, security measures, and source verification. Alternative app stores differ from Google Play by offering more flexibility and access to unique content, though security and developer support may vary. Modified apps are altered versions that may offer enhanced features. Alternative app stores are important for overcoming regional barriers and providing ad-free experiences. They host a variety of apps, including multiple versions of a single application, and typically feature user-friendly search functionalities. Comprehensive app information is often available, including version data and permissions. Some stores focus on open-source and independent apps. The legality of using alternative app stores depends on licensing and local laws, and they often feature apps not found on Google Play. Many alternative stores provide multiple app versions, and only reliable ones may offer faster updates.

AppWizard

October 10, 2026

How to easily sideload Android apps on your new Googlebook

Chrome Unboxed offers support for independent tech journalism and provides an ad-free experience with membership benefits. Android gamers face challenges with popular titles like Call of Duty: Mobile, which are unavailable for installation on Googlebook via the Play Store. Users can sideload apps on Googlebook OS, built on Android 17, without the limitations of the Play Store. The sideloading process involves downloading an APK from a trusted source, allowing unknown apps in Chrome, and installing the app. Google Play Protect monitors installed applications for malicious activity, but users should still exercise caution when sideloading.