latency

Tech Optimizer
April 17, 2026
Efforts to merge storage roles into a single solution are ongoing, particularly with Amazon S3's durability and cost-effectiveness. In PostgreSQL, achieving a durable commit requires flushing the Write-Ahead Log (WAL) before signaling transaction completion, which can take tens of microseconds on high-performance NVMe drives but extend to milliseconds on slower storage. This latency impacts Online Transaction Processing (OLTP) systems and user response times. Benchmark studies show that systems with faster local storage outperform those with slower alternatives as workloads exceed memory capacity. The fsync operation in PostgreSQL is a commitment rather than a simple write, with enterprise-grade SSDs performing better due to power-loss protection. Read operations also face challenges, as PostgreSQL's need for small, latency-sensitive reads conflicts with S3's design for larger, higher-latency requests. As the working set exceeds memory, storage latency becomes a critical performance factor. Modern managed PostgreSQL systems typically do not place object storage in the critical commit path, instead maintaining a fast log or cache close to the database while relegating colder data to remote storage. Recent PostgreSQL developments, such as asynchronous I/O support in version 18, aim to leverage fast storage more effectively. S3 is valuable for tasks like WAL archiving and backups, but these should be kept separate from the commit path to avoid resource contention. The solution involves using both NVMe and S3, with fast storage managing commits and cache misses, while object storage handles archives and backups. PostgreSQL performs best when hot and cold storage functions are clearly delineated.
Tech Optimizer
April 16, 2026
Cloudflare has deepened its partnership with PlanetScale to enhance the developer experience by providing Cloudflare Workers with access to Postgres and MySQL databases. Users will be able to create PlanetScale databases directly from the Cloudflare dashboard and API, with billing handled through their Cloudflare accounts. Cloudflare credits can be applied towards PlanetScale databases. The integration allows developers to link their PlanetScale accounts and create Postgres databases from the Cloudflare dashboard. Starting next month, new PlanetScale databases will be billed directly to Cloudflare accounts. The integration uses Hyperdrive for database connectivity, managing connection pools and query caching. PlanetScale offers performance and reliability, allowing developers to choose between Postgres and Vitess MySQL. Cloudflare users can deploy PlanetScale databases directly from Cloudflare, with features like query insights and usage breakdowns included. A single node on PlanetScale Postgres starts at a specified monthly rate. Developers can configure Workers to minimize latency by placing them near the primary database, with future plans to automate this process. Currently, billing for existing PlanetScale databases is processed through PlanetScale, but new databases will be billed through Cloudflare starting next month. Further enhancements and API integration are planned, with community feedback encouraged.
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.
BetaBeacon
April 9, 2026
Android 17 has introduced customizable in-game control buttons for mobile gamers. This feature allows users to change and customize button positions, size, and transparency to suit their personal play style. It also supports integration with external controllers for a more precise button mapping. This development is part of Google's efforts to enhance mobile gaming as the industry becomes more competitive.
AppWizard
April 6, 2026
Performance analysis in PC gaming has become more complex with the introduction of DirectX 12 and Vulkan, incorporating technologies like asynchronous compute, hardware ray tracing, and machine learning-assisted denoising. Understanding GPU performance requires advanced tools to analyze workload distribution and shader behavior, with NVIDIA Nsight Graphics being a key resource. NVIDIA Nsight Graphics is a graphics debugger and profiler for modern graphics APIs, featuring the GPU Trace Profiler, which provides detailed insights into GPU execution and performance bottlenecks. Recent updates have improved its utility, including a Flame Graph for the Shader Profiler and support for NVIDIA's DLSS in D3D12 applications. The Peak-Performance-Percentage analysis method focuses on identifying GPU workload constraints and optimizing utilization rather than relying on assumptions about performance bottlenecks. This methodology is applied using Nsight Graphics to analyze GPU traces from the game Cyberpunk 2077, contrasting traditional rasterization with path tracing enhanced by DLSS Ray Reconstruction. The test setup included an Intel Core i7-14700K CPU, 32 GB RAM, and an NVIDIA GeForce RTX 4090 GPU, capturing two scenarios: one with raster-only settings and another with path tracing and DLSS. The analysis revealed that the rasterized frame's most costly aspect was lighting processing, while the path-traced frame showed increased total frame cost and a hybrid workload involving rasterization, ray traversal, and AI-driven processes. Key findings indicated that modern GPU performance is heavily influenced by memory behavior rather than just shader arithmetic, with significant time spent on compute-driven lighting processing and data movement. The analysis also highlighted that ray tracing performance is constrained by memory efficiency, indicating that performance does not scale linearly with RT-core throughput.
Tech Optimizer
April 4, 2026
An engineer from Amazon/AWS reported a significant performance regression in PostgreSQL when running on the nearly finalized Linux 7.0 kernel, with throughput dropping to about half of previous kernel versions. The regression, observed on a Graviton4 server, is attributed to increased time spent in a user-space spinlock due to changes in preemption modes in Linux 7.0. A patch to revert to PREEMPT_NONE as the default preemption model has been submitted but may not be adopted. Peter Zijlstra suggested that PostgreSQL should adapt to utilize the Restartable Sequences (RSEQ) time slice extension to mitigate the performance drop. If this adaptation is accepted, the responsibility for the performance decline may shift to PostgreSQL, potentially affecting users until the database is updated. The stable release of Linux 7.0 is expected in about two weeks, coinciding with the launch of Ubuntu 26.04 LTS.
AppWizard
April 2, 2026
Nvidia DLSS 4.5 has been released in beta, featuring advancements in frame generation technology, including the ability to generate up to five "fake frames" with a 6x frame generation option. The Dynamic Multi Frame Generation (MFG) allows users to benefit from multi-frame generation without it being constantly active. This feature is available exclusively for RTX 5000 series graphics cards. Testing with an RTX 5080 showed that activating 2x frame generation increased frame rates to an average of 105fps, while 4x frame generation raised it to approximately 180fps, albeit with increased input lag. The Dynamic Frame Generation mode maintained frame rates between 210fps and 250fps but resulted in a peak PC latency of 68ms. Lowering the target FPS to 120 stabilized frame rates around 120fps with 2x or 3x frame generation, improving responsiveness. Results may vary based on game settings, and exceeding 3x frame generation can lead to input lag. Dynamic MFG allows for easier configuration by automatically adjusting frame generation based on the target refresh rate.
Tech Optimizer
April 1, 2026
Many enterprises are transitioning from traditional proprietary data warehouse platforms, such as Teradata and Snowflake, due to issues like vendor lock-in, unpredictable pricing, and limited flexibility. EDB PostgresĀ® AI (EDB PG AI) offers WarehousePG, an open-source, petabyte-scale data warehouse built on Postgres, designed to provide control, predictability, and data sovereignty while maintaining performance. WarehousePG utilizes a massively parallel processing (MPP) architecture, allowing it to efficiently execute complex queries across large datasets. It offers predictable performance without proprietary constraints, enabling organizations to avoid vendor-controlled execution engines. WarehousePG supports hybrid storage and SQL access to external data lakes through the Platform Extension Framework (PXF), simplifying ETL processes. It includes FlowServer for real-time data ingestion and supports in-database AI and machine learning, allowing for advanced analytics without transferring data outside the warehouse. The platform is engineered for high availability and enterprise readiness, with features like workload management and observability. Migration from legacy platforms is facilitated through a low-risk modernization pathway. Overall, WarehousePG provides a modern alternative to traditional data warehouses, emphasizing architectural control and open-source economics.
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