performance metrics

Tech Optimizer
April 23, 2026
Amazon Aurora Serverless offers an on-demand, auto-scaling database management solution that adjusts to workload demands, scaling up during high usage and down to zero during inactivity. The latest version, platform version 4, has a 30% performance increase over version 3 and allows users to monitor performance metrics effectively. Benchmark tests show that both Aurora MySQL and Aurora PostgreSQL on platform version 4 achieve a 27% to 34% increase in New Orders per Minute (NOPM) compared to version 3. The autoscaling mechanism in Aurora Serverless has been improved, doubling the default scaling rate and achieving maximum capacity in 22 minutes, a 45% improvement over the previous 40 minutes. A Sysbench workload test indicates that version 4 completes tasks 27% faster and at a 28% lower cost compared to version 3. Additionally, platform version 4 incorporates more metrics for better scaling decisions, enhancing performance in resource competition scenarios. To check the current platform version of an Aurora Serverless cluster, users can navigate to the Amazon RDS console or use the AWS CLI command provided.
Tech Optimizer
April 22, 2026
pgEdge has introduced the AI DBA Workbench for PostgreSQL, an AI-driven tool designed to assist teams in managing PostgreSQL environments. The tool addresses the talent gap in database management, as the demand for experienced database administrators exceeds supply. The AI DBA Workbench continuously monitors PostgreSQL performance metrics and employs a three-tier anomaly detection system to identify potential issues. It includes an integrated assistant named Ellie, which provides diagnostic workflows and SQL code recommendations. The Workbench is compatible with PostgreSQL version 14 and above, is open source, and available for public download on GitHub. It is also included in pgEdge Enterprise Postgres, which offers enterprise-grade solutions. Support for the Workbench is available for pgEdge Enterprise Postgres subscribers.
Tech Optimizer
April 21, 2026
Microsoft has introduced built-in antivirus software, Microsoft Defender, in Windows 11, which is active by default and continuously updated. Independent testing shows Defender achieving a score of 6 out of 6 from AV-Test and real-world protection rates between 98.5% and 100% from AV-Comparatives. The security features include real-time scanning, behavior monitoring, cloud-delivered protection, SmartScreen technology, Controlled Folder Access, and Smart App Control. Microsoft acknowledges that while Defender is sufficient for most users, third-party solutions may be necessary in enterprise environments. Windows Security benefits from automatic updates through Windows Update, providing continuous protection. Over 500 million Windows 11 users have received this updated guidance.
Tech Optimizer
April 18, 2026
TotalAV, founded in 2016, offers a competitive antivirus solution with an entry-level plan aimed at users seeking essential coverage at a reasonable price. Its features include real-time malware scanning, a browser extension called WebShield for blocking dangerous links, a system cleanup tool, and a basic password vault. The Android app is user-friendly, while the iOS version provides limited features due to Apple's restrictions. TotalAV includes a VPN with a daily data cap and effective phishing protection through its WebShield feature. Renewal costs can increase significantly after the first year, and independent lab testing of TotalAV is less frequent compared to competitors like Bitdefender and Kaspersky.
AppWizard
April 16, 2026
Capcom's new sci-fi shooter, Pragmata, features a narrative centered on Hugh, the last survivor of a lunar rescue mission, and Diana, an android with hacking abilities, as they navigate a 3D-printed lunar facility. The game has locked out Radeon support, which has raised concerns about business motivations over technical limitations, despite the Radeon RX 9000-series cards performing well. AMD users can access FSR 3 upscaling, with FSR 4 available for RX 9000-series cards, while older RX 7000- and RX 6000-series cards are limited to FSR 3. The game supports various rendering modes, including rasterization, ray tracing, and path tracing. At 1080p, ray tracing performs well on most hardware, but at 1440p and 4K, higher VRAM cards show better performance. Path tracing requires upscaling and frame generation for optimal playability, with DLSS Frame Generation providing significant benefits for Nvidia users. The RTX 3070 lacks DLSS frame generation support, necessitating FSR 3 for testing, which results in lower image quality compared to DLSS. Overall, Pragmata is designed to leverage advanced graphics technologies, particularly for GeForce RTX 40- and 50-series card owners, while also offering a solid experience for AMD users, albeit with some limitations.
Winsage
April 16, 2026
Serious gaming on Linux has become a reality, with modern games showing impressive performance. A performance comparison was conducted between Windows 11 (25H2 build) and CachyOS (March 2026 build), a Linux distribution optimized for gaming. The test system specifications included a Cooler Master GA27127-inch monitor, Intel Core i5 12400F CPU, 24GB DDR4 RAM, 512GB PCIe NVMe SSD, 1TB HDD, AMD Radeon RX 6700 XT GPU, and the respective operating systems with their drivers. In gaming performance benchmarks, CachyOS outperformed Windows 11 by an average of 8.6% across five tested games. Specific game performances included: - Dead Space Remake: 70 FPS (Windows 11) vs 76 FPS (CachyOS) - Resident Evil 4 Remake: 84 FPS (Windows 11) vs 95 FPS (CachyOS) - Scorn: 118 FPS (Windows 11) vs 120 FPS (CachyOS) - Silent Hill 2 Remake: 53 FPS (Windows 11) vs 54 FPS (CachyOS) - The Witcher 3: Wild Hunt Next-Gen: 95 FPS (Windows 11) vs 111 FPS (CachyOS) In ray tracing (RT) enabled games, performance varied: - Resident Evil 4 Remake: 77 FPS (Windows 11) vs 83 FPS (CachyOS) - Silent Hill 2 Remake: 30 FPS (Windows 11) vs 24 FPS (CachyOS) - The Witcher 3: 51 FPS (both systems) Most PC games are designed for Windows, while Linux games require the Proton compatibility layer, which can complicate performance. Multiplayer titles often face compatibility issues on Linux, particularly due to anti-cheat systems. Linux has matched or surpassed Windows 11 in single-player scenarios for users with AMD GPUs, while NVIDIA users face challenges due to proprietary drivers.
AppWizard
April 16, 2026
Krafton has stepped back from publishing Subnautica 2 on Steam, with its subsidiary Unknown Worlds now taking on both development and publishing roles. Krafton acquired Unknown Worlds in 2021, but tensions escalated when Krafton dismissed the studio's leadership, leading to a lawsuit from CEO Ted Gill, who claimed the dismissal was to avoid a million bonus tied to the game's performance. A judge ruled in favor of Gill, reinstating him as CEO. The release date for Subnautica 2, initially set for May, is now uncertain, with Gill granted an extension until September 15 to launch the game. Subnautica 2 is currently the most wishlisted game on Steam.
Tech Optimizer
April 8, 2026
Discussions on digital sovereignty are shifting from infrastructure to databases, driven by geopolitical pressures in Europe. Hyperscalers like Amazon and Microsoft are investing heavily to comply with new regulations, prompting organizations to reconsider their reliance on managed cloud services. Many enterprises are now viewing PostgreSQL as a portable, cloud-neutral foundation to ensure consistent behavior across various environments, leading to interest in Sovereign DBaaS. Gabriele Bartolini, VP and Chief Architect of Kubernetes at EDB, emphasizes that true sovereignty starts with the database and that portability enhances negotiating leverage and compliance. Bartolini warns that while managed cloud services offer convenience, they often sacrifice control. He notes that transitioning away from these services can provide long-term leverage, as evidenced by Microsoft's encouragement for customers to run self-managed PostgreSQL. The Operator Pattern in Kubernetes enables better database management and lifecycle control, with CloudNativePG exemplifying this approach. Bartolini asserts that owning hardware allows organizations to better manage costs, especially for resource-intensive AI workloads, and that moving to bare metal can significantly enhance performance. A cultural shift is necessary for success, with DBAs needing to adapt to cloud-native environments. Bartolini encourages DBAs to develop a broader understanding of Kubernetes to enhance collaboration across teams. He warns that the database team cannot drive change alone and must align with the entire infrastructure direction to avoid dependency on proprietary tools that limit independence and innovation.
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