organizations

Tech Optimizer
March 24, 2026
Gold Lapel has introduced a PostgreSQL proxy that enhances database query performance by acting as an intermediary between applications and PostgreSQL databases. The proxy monitors live queries, identifies issues, and implements optimizations such as creating materialised views, introducing various index types, and rewriting queries. It supports over ten optimization strategies, seven programming languages, four frameworks, and three ORMs, and is available for Linux, macOS, Windows, and Docker. The software includes features like prepared statement caching, in-memory result caching, connection pooling, automatic read replica routing, and security measures including TLS. An observability layer provides a live web dashboard and audit timeline. The pricing model is USD 9 per month per instance, with a site license available for unlimited instances. Gold Lapel has also released a 19-chapter technical book on PostgreSQL performance optimization. The company was founded by Stephen Gibson and is based in San Francisco.
Winsage
March 19, 2026
Windows 11 Pro is currently available for .97, which is a 93% discount from Microsoft's standard price of 9. The minimum system requirements for Windows 11 include a 1GHz or faster 64-bit CPU with at least two cores, 4GB of RAM, 64GB of storage, TPM 2.0, and UEFI with Secure Boot. Windows 10 is nearing its end of support, meaning it will no longer receive security updates, which poses risks for users. Windows 11 includes features like BitLocker, Remote Desktop, Group Policy management, and AI-assisted Copilot. Users upgrading from Windows 10 should back up their files and ensure drivers are current. Windows 11 offers performance enhancements for gaming, such as DirectStorage and Auto HDR. Keys priced low are often OEM or volume-license keys tied to a single machine and may not be transferable.
Tech Optimizer
March 19, 2026
The ransomware group LeakNet has evolved its tactics, increasing its average targets from three per month and shifting from purchasing stolen network access to launching its own campaigns. They now use deceptive error screens and a new tool that executes malicious code in a computer's memory. Their strategy includes ClickFix lures, which compromise legitimate websites to display fake security checks, tricking users into executing malicious commands. This method broadens their victim reach and reduces costs. The Deno loader, part of this strategy, collects machine information and retrieves additional malicious code without leaving standard files, making detection difficult. After infiltrating a network, LeakNet checks for active user credentials and uses PsExec for lateral movement, employing Amazon S3 buckets for payload staging and data exfiltration. Defenders are advised to monitor for suspicious behavior rather than just known malicious files, focusing on unusual web commands and unexpected cloud storage connections.
AppWizard
March 19, 2026
Multiple VPN providers, including Proton VPN, Mullvad, WireGuard, and TunnelBear, are experiencing a persistent bug in Android 16 that causes their services to disconnect unexpectedly after app updates. Google has acknowledged the issue but has not provided a timeline for a fix. The bug occurs when the network stack enters a problematic state during a VPN app update while still connected, leading to a "connecting" loop and potential loss of internet connectivity or exposure of non-VPN traffic. Restarting the VPN app does not resolve the issue; a device reboot or app reinstallation is required. This bug undermines Android's safety features like Always-on VPN and "Block connections without VPN." The issue affects a significant number of users, given Android's 70% market share and the 30-35% of internet users utilizing VPNs. Temporary workarounds include rebooting the device, manually disconnecting the VPN before updates, and pausing auto-updates. The bug poses operational risks for organizations enforcing always-on VPN policies, and developers are seeking app-side mitigations while emphasizing the need for a platform-level fix. Users are advised to monitor their VPN status after updates and report issues to assist in troubleshooting.
Tech Optimizer
March 18, 2026
Microsoft has launched a new database management tool called Database Hub, which is part of its Fabric data platform. This tool allows for the management of multiple databases using a single SQL engine and serves as a centralized location for overseeing various database services, including Azure SQL Server, Azure Cosmos DB, Azure Database for PostgreSQL, SQL Server with Azure Arc, and Azure Database for MySQL. Currently in early access, Database Hub aims to provide a unified management experience across on-premises, PaaS, and SaaS environments. The tool will incorporate AI capabilities to enhance database management, featuring "agent-assisted" and "human-in-the-loop" approaches for analyzing estate-wide signals. Microsoft’s LLM tool, Copilot, will offer insights into the database estate's status, including aggregate health views and trend analysis. However, specific details on the Database Hub's database tuning and optimization capabilities were not provided. Additionally, a study from Carnegie Mellon University indicated that vector embedding algorithms could improve the performance of PostgreSQL services significantly. Microsoft has also launched various database systems, including a document database platform based on PostgreSQL and a distributed PostgreSQL database service. Other vendors like Databricks and Snowflake have introduced their own transactional database services within their platforms.
Tech Optimizer
March 18, 2026
AWS has ended standard support for PostgreSQL 13 on its RDS platform, urging customers to upgrade to PostgreSQL 14 or later. PostgreSQL 14 introduces a new password authentication scheme (SCRAM-SHA-256) that disrupts the functionality of AWS Glue, which cannot accommodate this authentication method. Users upgrading to PostgreSQL 14 may encounter an error stating, "Authentication type 10 is not supported," affecting their data pipeline operations. The incompatibility has been known since PostgreSQL 14's release in 2021, and the deprecation timeline for PG13 was communicated in advance. AWS Glue's connection-testing infrastructure relies on an internal driver that predates the newer authentication support, leading to failures when validating setups. Customers face three options: downgrade to a less secure password encryption, use a custom JDBC driver that disables connection testing, or rewrite ETL workflows as Python shell jobs. Extended Support for customers who remained on PG13 is automatically enabled unless opted out during cluster creation, costing [openai_gpt model="gpt-4o-mini" prompt="Summarize the content and extract only the fact described in the text bellow. The summary shall NOT include a title, introduction and conclusion. Text: AWS PostgreSQL 13 Support Ends, Unveiling Compatibility Challenges Earlier this month, AWS concluded standard support for PostgreSQL 13 on its RDS platform, urging customers to upgrade to PostgreSQL 14 or later to maintain a supported database environment. This transition aligns with PostgreSQL 13's community end-of-life, which occurred late last year. PostgreSQL 14, introduced in 2021, enhances security by adopting a new password authentication scheme known as SCRAM-SHA-256. However, this upgrade inadvertently disrupts the functionality of AWS Glue, the managed ETL (extract-transform-load) service, which is unable to accommodate the new authentication method. Consequently, users who heed AWS's security recommendations may find themselves facing an error message stating, "Authentication type 10 is not supported," effectively halting their data pipeline operations. This situation is particularly concerning as both RDS and Glue are typically utilized within production environments, where reliability is paramount. The deprecation of PostgreSQL 13 did not create this issue; rather, it eliminated the option to bypass a long-standing problem that has persisted for five years. Customers now face a dilemma: either accept an increased maintenance burden or incur costs associated with Extended Support. The crux of the matter lies in the connection-testing infrastructure of AWS Glue, which relies on an internal driver that predates the newer authentication support. When users click the "Test Connection" button to validate their setup, it fails to function as intended. A community expert on AWS's support forum acknowledged three years ago that an upgrade to the driver was pending, assuring users that crawlers would operate correctly. However, reports have surfaced indicating that crawlers also encounter issues, further complicating the situation. This incompatibility has been acknowledged since PostgreSQL 14's release, and the deprecation timeline for PG13 was communicated in advance. Both the RDS and Glue teams are likely aware of industry developments, yet it appears that neither team monitored the implications of their respective updates on one another. The underlying reason for this disconnect is rooted in AWS's organizational structure, which comprises tens of thousands of engineers divided into numerous semi-autonomous service teams. Each team operates independently, with the RDS team focusing on lifecycle deprecations and the Glue team managing driver dependencies. Unfortunately, this division of responsibilities has resulted in a lack of ownership over the gap between the two services, leaving customers to confront the consequences in their production environments. This scenario is not indicative of malice or a deliberate revenue enhancement strategy; instead, it reflects the challenges posed by organizational complexity. Integration testing across service boundaries is inherently difficult, particularly when those boundaries span multiple billion-dollar businesses under the same corporate umbrella. The unfortunate outcome is that customers are left to grapple with the fallout of these misalignments. For those facing a broken pipeline in the early hours of the morning, the rationale behind the incompatibility becomes irrelevant. The pressing need is for a solution, and AWS has presented three options, none of which are particularly appealing: Downgrade the password encryption on your database to the older, less secure standard, which contradicts AWS's own security guidance. Utilize a custom JDBC driver, which disables connection testing and may not support all desired features. Reconstruct ETL workflows as Python shell jobs, effectively abandoning the benefits of a managed service. For customers who opted to remain on PG13 to avoid this specific issue, Extended Support is now automatically enabled unless explicitly opted out during cluster creation—a detail that can easily be overlooked. This support incurs a fee of [cyberseo_openai model="gpt-4o-mini" prompt="Rewrite a news story for a technical publication, in a calm style with creativity and flair based on text below, making sure it reads like human-written text in a natural way. The article shall NOT include a title, introduction and conclusion. The article shall NOT start from a title. Response language English. Generate HTML-formatted content using tag for a sub-heading. You can use only , , , , and HTML tags if necessary. Text: Earlier this month, AWS ended standard support for PostgreSQL 13 on RDS. Customers who want to stay on a supported database — as AWS is actively encouraging them to do — need to upgrade to PostgreSQL 14 or later. This makes sense, as PostgreSQL (pronounced POST-gruh-SQUEAL if, like me, you want to annoy the living hell out of everyone within earshot) 13 reached its community end of life late last year. PostgreSQL 14, which shipped in 2021, defaults to a more secure password authentication scheme (SCRAM-SHA-256, for any nerds that have read this far without diving for their keyboards to correct my previous parenthetical). It also just so happens to break AWS Glue, their managed ETL (extract-transform-load) service, which cannot handle that authentication scheme. If you upgrade your RDS database to follow AWS's own security guidance, AWS's own data pipeline tooling responds with "Authentication type 10 is not supported" and stops working. Given that both of these services tend to hang out in the environment that most companies call "production," this is not terrific! The deprecation didn't create this problem. It just removed the ability to avoid a problem that has existed for five years, unless you take on an additional maintenance burden or pay the Extended Support tax. Here's the technical shape of the Catch-22, stripped to what matters: when you move to a newer PostgreSQL on RDS, Glue's connection-testing infrastructure uses an internal driver that predates the newer authentication support. The "Test Connection" button — the thing you'd click to verify that your setup works before trusting it with production data — simply doesn't. A community expert on AWS's support forum acknowledged three years ago that "the tester is pending a driver upgrade," and assured users that crawlers use their own drivers and should work fine. Users in the same thread reported back that the crawlers also fail. Running Glue against RDS PostgreSQL is a bread-and-butter data engineering pattern, not an edge case — this is a well-paved path that AWS has let fall into disrepair. The incompatibility has been known since PostgreSQL 14 shipped in 2021. The deprecation timeline for PG13 was announced in advance. Both teams—RDS and Glue—presumably track industry developments. Neither, apparently, bothered to track each other. The charitable read on how this happens is also the correct one: AWS has tens of thousands of engineers organized into hundreds of semi-autonomous service teams. The RDS team ships deprecations on the RDS lifecycle, the Glue team maintains driver dependencies on the Glue roadmap, and nobody explicitly owns the gap between them. The customer discovers the incompatibility in production, usually at an inconvenient hour. This is not a conspiracy, as AWS lacks the internal cohesion needed to pull one of those off. This is also not a carefully-constructed revenue-enhancement mechanism, because the Extended Support revenue is almost certainly a rounding error on AWS's balance sheet compared to the customer ill-will it generates. Instead, this is simply organizational complexity doing what organizational complexity does. It's the same reason your company's internal tools don't talk to each other; AWS is just doing it at a scale where the blast radius is someone else's production database. Integration testing across service boundaries is genuinely hard when those boundaries span multiple billion-dollar businesses that happen to share a parent company. Nobody woke up and decided to break Glue. It came that way from the factory. I want to be clear that I genuinely believe this, because the alternative I'm about to describe isn't about intent. The problem with the charitable read is that it doesn't matter If you're staring at a broken pipeline in your environment at 2 am, the reason is academic. You need a fix. AWS has provided three of them, and they all suck. You can downgrade password encryption on your database to the older, less secure standard: the one you just upgraded away from, per AWS's own recommendations. You can bring your own JDBC driver, which disables connection testing and may not support all the features you want. Or you can rewrite your ETL workflows as Python shell jobs. Every exit means giving up the entire value proposition of a managed service — presumably why you're in this mess to begin with — or walking back the security improvement you were just told to make. For customers who stayed on PG13 to avoid this specific problem, Extended Support is now running automatically unless you opted out at cluster creation time—a detail that's easy to miss. That's $0.10 per vCPU-hour for the first two years, doubling in year three. A 16-vCPU Multi-AZ instance works out to nearly $30,000 per year in Extended Support fees alone. It's not a shakedown. But it is a number that appears on a bill, from a company that also controls the timeline for fixing the problem, and all of the customer response options are bad. AWS doesn't need to be running a shakedown. They just need to be large enough that the result is indistinguishable from one. This pattern isn't unique to AWS, and it isn't going away. Every major cloud provider – indeed, every major technology provider – is a portfolio of semi-autonomous teams whose roadmaps occasionally collide in their customers' environments. It will happen again, with different services and different authentication protocols and different billing line items. The question isn't whether the org chart will produce another gap like this. It will. The question is what happens after the gap appears: does the response look like accountability — acknowledging the incompatibility before the deprecation deadline, not after — or does it look like a shrug and three paid alternatives? Never attribute to malice what can be adequately explained by one very large org chart. Just don't forget to check the invoice. ®" temperature="0.3" top_p="1.0" best_of="1" presence_penalty="0.1" ].10 per vCPU-hour for the first two years, doubling in the third year. For instance, a 16-vCPU Multi-AZ instance could result in nearly ,000 annually in Extended Support fees alone. While this may not be a deliberate exploitation of customers, it does present a significant financial burden, especially given that AWS controls the timeline for resolving the underlying problem. This pattern of organizational dissonance is not unique to AWS; it is a common occurrence among major cloud providers and technology companies alike. Each operates as a collection of semi-autonomous teams, leading to potential conflicts that can manifest in customer environments. The future will likely see similar gaps arise, characterized by different services, authentication protocols, and billing implications. The critical question remains: how will these organizations respond once such gaps are identified? Will they demonstrate accountability by acknowledging incompatibilities before deprecation deadlines, or will they offer a shrug accompanied by three costly alternatives? In navigating this complex landscape, it is essential to remember that the challenges posed by large organizational structures can often lead to unintended consequences. As customers, vigilance regarding invoices and service compatibility is paramount." max_tokens="3500" temperature="0.3" top_p="1.0" best_of="1" presence_penalty="0.1" frequency_penalty="frequency_penalty"].10 per vCPU-hour for the first two years and doubling in the third year. This situation reflects the challenges posed by AWS's organizational complexity, where independent teams may not effectively coordinate updates, leading to customer difficulties.
Winsage
March 17, 2026
The latest update of Microsoft Edge, version 146.0.3856.59, officially retires the Collections feature, preventing users from adding new items but allowing them to export saved content to Favorites. Edge version 150 will be the last compatible release for macOS 12 (Monterey), requiring users to upgrade to macOS 13 (Ventura) or later. The update also transitions Workspaces to an improved V2 architecture, migrating data from OneDrive/SharePoint to Edge Sync, while removing collaboration and sharing functionalities. Users will no longer be able to create a custom primary password starting with Edge 146, and this feature will be phased out by June 4, 2026, transitioning to device authentication. Additionally, passwords will not be included in the items cleared when deleting browsing data, addressing user concerns about unintentional deletions. Password management remains accessible through edge://settings/autofill/passwords.
Winsage
March 17, 2026
Microsoft is implementing a two-phase initiative to disable the hands-free deployment feature in Windows Deployment Services (WDS) due to a critical remote code execution vulnerability (CVE-2026-0386) identified on January 13, 2026. This vulnerability arises from improper access control related to the Unattend.xml file, which is transmitted over an unauthenticated RPC channel, allowing attackers on the same network segment to exploit it. Successful exploitation could grant SYSTEM-level privileges and compromise OS deployment images. The initiative includes: - Phase 1 (January 13, 2026): The hands-free deployment feature will remain operational but can be disabled. New Event Log alerts and registry key controls will be introduced to enforce secure practices. - Phase 2 (April 2026): The hands-free deployment feature will be completely disabled by default for administrators who have not modified registry settings. Administrators can temporarily re-enable the feature by setting AllowHandsFreeFunctionality = 1, but this is not secure. Recommendations include reviewing WDS configurations, applying security updates, setting registry keys for secure behavior, monitoring Event Viewer for alerts, and considering alternative deployment methods. Microsoft’s KB article 5074952 provides further guidance for impacted organizations.
Tech Optimizer
March 17, 2026
Microsoft is enhancing PostgreSQL to establish it as a high-performance, scalable, and enterprise-ready open database platform, addressing the limitations of legacy systems like Oracle. Many Oracle customers face rising licensing costs, performance bottlenecks, and scalability issues, prompting them to consider migration. Apollo Hospitals successfully migrated from Oracle to Azure Database for PostgreSQL, achieving a 60% reduction in operational costs and a threefold improvement in system performance. Microsoft has introduced an AI-assisted migration tool to simplify the transition from Oracle to PostgreSQL, automating the conversion of schemas and application code. Azure Database for PostgreSQL offers high performance, scalability, and security, with features like v6-series compute SKUs and SSD v2 storage. Azure HorizonDB, a new cloud-native PostgreSQL service, supports extreme performance demands and is designed for real-time analytics. Microsoft is committed to enhancing PostgreSQL as an open-source database for enterprise workloads, enabling organizations to innovate and become more agile.
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