database

Winsage
January 15, 2026
Microsoft has resolved an issue where third-party security applications mistakenly flagged the WinSqlite3.dll component of the Windows operating system as vulnerable. This issue affected various systems, including Windows 10, Windows 11, and Windows Server 2012 through 2025. The flagged vulnerability was linked to a memory corruption issue (CVE-2025-6965). Microsoft released an update to the WinSqlite3.dll component in updates from June 2025 and later, advising users to install the latest updates for their devices. WinSqlite3.dll is a core component of Windows, distinct from sqlite3.dll, which is not part of the operating system. Microsoft had previously addressed other false positive issues affecting its Defender for Endpoint platform.
Tech Optimizer
January 14, 2026
PostgREST is a web server developed in Haskell that converts PostgreSQL databases into RESTful APIs, offering a more efficient and standards-compliant alternative to manual CRUD programming. It achieves subsecond response times for up to 2000 requests per second, utilizing the Warp HTTP server and offloading tasks like JSON serialization and data validation to the database. Authentication is managed through JSON Web Tokens (JWT), with authorization based on database-defined roles. PostgREST avoids using Object Relational Mappers (ORMs) and encourages declarative constraints in databases to maintain data integrity. User feedback has been mostly positive, although some have expressed concerns about complexities in production environments.
Tech Optimizer
January 14, 2026
OpenSourceDB and Ahana Systems have partnered to implement PostgreSQL in Indian banking systems to meet the demand for secure and cost-effective database solutions. Their collaboration focuses on migrating existing systems to PostgreSQL, conducting data security audits, and implementing performance management strategies. The initiative aims to empower IT leaders in financial institutions to adopt open-source solutions for improved scalability and cost savings. The partnership emphasizes the integration of AI, automation, and open-source technologies while ensuring compliance with regulatory requirements.
Tech Optimizer
January 12, 2026
Percona has launched Percona Packages, a suite of consulting and support services for database and IT teams using open-source systems. The initial offerings include: 1. **Quickstart**: Prepares database environments for high-demand periods with proactive optimization, a health check, and three months of expert support. 2. **Performance Optimization**: Identifies and resolves database performance issues, including slow queries and configuration problems, through hands-on tuning and best-practice guidance. 3. **AI Readiness**: Tailored for PostgreSQL, this package optimizes databases for AI workloads, featuring performance metrics analysis and benchmarks. These packages aim to address the skills shortage in data engineering and management, supporting various open-source database technologies like MySQL, PostgreSQL, MongoDB, Redis, and Valkey. The services are designed to help organizations prepare for peak usage and improve ongoing performance, allowing them to focus on innovation rather than infrastructure.
AppWizard
January 10, 2026
72% of developers perceive Steam as having a functional monopoly in the PC gaming landscape. Competing platforms like the Epic Games Store and Xbox App have not matched Steam's user experience. Suggestions for improving Steam include adding a "currently playing" section in the library, separating achievements for base games and DLC, streamlining the DLC acquisition process, enhancing mod support in Steam Workshop, improving wishlist organization, and making SteamOS available for all PCs.
Tech Optimizer
January 8, 2026
Inserting 2 million records per second into Postgres is achievable. The analysis explores five methods for inserting data into Postgres using Python, focusing on trade-offs in abstraction, safety, convenience, and performance rather than just speed. High-volume insert workloads are common in scenarios like loading records, syncing data, backfilling analytics tables, and ingesting events. Minor inefficiencies can lead to significant performance impacts. To interact with Postgres, the psycopg3 driver is used alongside SQLAlchemy, which provides two layers: Core and ORM. Psycopg3 is a low-level driver requiring manual SQL management, while SQLAlchemy Core offers a SQL abstraction, and the ORM maps Python classes to database tables, enhancing productivity but introducing overhead. Benchmarking involves measuring only the time spent transferring data from Python to Postgres, ensuring a fair comparison among methods. The fastest method may not always be the best due to maintenance costs, correctness guarantees, and cognitive load. The right insertion strategy depends on the existing data structure rather than just row count. The ORM is suited for CRUD-heavy applications, Core for data ingestion and analytics, and the Driver for maximum throughput in extensive writes. Performance issues can arise from mismatching abstractions, and reverting to a lower level may enhance performance. A guideline for choosing methods is: - Use ORM for applications prioritizing correctness and productivity. - Use Core for data movement or transformation balancing safety and speed. - Use Driver for pushing performance limits with raw power and full responsibility.
Winsage
January 5, 2026
Microsoft's latest Windows 25H2 builds have introduced AI features, but users cannot easily disable them through the interface, leading many to use third-party tools like the RemoveWindowsAI PowerShell script to eliminate components such as Copilot, Recall, and Input Insights. Windows Recall captures screenshots for AI-driven searches, raising privacy concerns due to the creation of a local database of full screenshots. Microsoft has also disabled phone activation for Windows 11, requiring internet connectivity for activation. The RemoveWindowsAI tool removes appx packages associated with AI, ensuring they cannot be reinstalled. Microsoft has announced the discontinuation of support for Windows 11 SE by October 13, 2026, impacting schools that rely on this version. Virtualization, such as using Proxmox, is recommended for users wary of telemetry practices. The RemoveWindowsAI project is evolving to enhance its capabilities in response to Microsoft's AI feature additions. Enterprise deployments are advised to test removal strategies in controlled environments, though some antivirus programs may flag the tool as malicious. Privacy advocates are concerned about the implications of Microsoft's changes on user control and data collection.
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