environments

Tech Optimizer
June 3, 2025
Snowflake intends to acquire Crunchy Data, a provider of open-source Postgres solutions, to enhance the development of secure agentic AI. This announcement was made at the Snowflake Summit in San Francisco, where the integration of Snowflake Postgres into the AI Data Cloud service was discussed. The acquisition aims to merge Postgres capabilities with improved security and governance features, addressing the demand for enterprise-grade Postgres solutions. Crunchy Data's expertise in FedRAMP compliant environments is expected to enhance developer productivity and meet security and compliance needs. PostgreSQL is widely used among developers, and the integration aims to streamline its enterprise utilization, particularly for AI applications. Clients using PostgreSQL can expect improved operational efficiency and a competitive edge in AI development.
Tech Optimizer
June 3, 2025
Snowflake is set to acquire the privately-held PostgreSQL provider Crunchy Data for approximately [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: Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More The open-source PostgreSQL, often affectionately dubbed Postgres, has become a focal point for major enterprise data platform vendors. In a significant move, Snowflake is set to acquire the privately-held PostgreSQL provider Crunchy Data in a deal valued at approximately 0 million. This acquisition follows closely on the heels of Snowflake's competitor, Databricks, which recently acquired the serverless PostgreSQL vendor Neon. Together, these acquisitions underscore the growing importance of the open-source database in contemporary enterprise data and AI workflows. Unlike Neon, which was a relatively young company, Crunchy Data has established itself over the past decade since its inception in 2012. Its flagship product, Crunchy Postgres, offers a managed, automated, and fully supported version of PostgreSQL. Additionally, Crunchy Data provides a specialized version of its platform tailored for Kubernetes environments, as well as a newer offering called Crunchy Data Warehouse, designed to integrate seamlessly with data lakehouse architectures. Snowflake has indicated that Crunchy Data's technology will serve as the backbone for a new initiative dubbed Snowflake Postgres. This offering aims to empower users by merging Crunchy Data’s robust and developer-friendly Postgres capabilities with Snowflake’s secure and governed environment. The overarching objective is to streamline the process for developers to build, deploy, and scale production-ready AI agents and applications. Paul Laurence, co-founder of Crunchy Data, shared insights in a blog post, stating, “In our discussions, it quickly became clear that the same trends that Crunchy Data was seeing from the operational database world were also apparent to Snowflake. With today’s announcement, we are targeting the large online transactional processing (OLTP) market, leveraging Snowflake’s reach and Crunchy Data’s flexible, scalable solutions for enterprise workloads and developers alike.” What PostgreSQL support brings to Snowflake Snowflake’s data cloud platform provides a comprehensive cloud data warehouse for its enterprise clientele. While the company boasts a growing customer base, it does not yet encompass the extensive open-source PostgreSQL community. PostgreSQL has gained traction as a favored database, not only for traditional enterprise applications but also for agentic AI, which explains Databricks' acquisition of Neon. Moreover, the acquisition brings with it a robust developer community. Data analyst Sanjeev Mohan remarked on the acquisition's significance, noting, “Unlike Neon, Crunchy is truly enterprise.” He emphasized that Crunchy Data has cultivated a deep PostgreSQL user community and is actively engaged with Kubernetes. The company’s offerings extend beyond operational workloads, supporting analytics as well. Originally designed as an OLTP database, PostgreSQL has evolved, with contributions from Crunchy Data and other vendors like Google’s AlloyDB, to accommodate OLAP (Online Analytics Processing) workloads as well. Mohan expressed optimism regarding the future of PostgreSQL in enterprise applications, stating, “The community has continuously added exceptional capabilities not only for traditional relational and SQL use cases but also for time-series, JSON, and vector search, while boasting some of the best geospatial features available.” Why PostgreSQL matters to Snowflake and its enterprise users PostgreSQL's widespread adoption in enterprises is noteworthy, particularly as developers increasingly leverage it as a foundation for agentic AI. This trend is a key factor behind Databricks' acquisition of Neon and Snowflake's decision to acquire Crunchy Data. It reflects a broader, multi-year initiative at Snowflake to foster open engagement with developers. Kevin Petrie, vice president of research at BARC, commented on the alignment of PostgreSQL’s popularity with developers and Crunchy Data’s support for data warehousing on Iceberg, stating, “This aligns well with Snowflake’s core strategy.” Apache Iceberg, an open-source data lake table format, is part of Snowflake’s expanding commitment to embrace open technologies. Petrie noted that it is easy to envision how organizations might utilize Crunchy Data's technology within the Snowflake platform to develop AI applications for common use cases such as telemetry, geospatial, and advertisement analytics. He also expressed that Crunchy Data's acquisition was not unexpected, given its recent growth stagnation. “Crunchy Data’s growth seems to have flattened in the last couple of years, so it’s not surprising to see them opt for this exit,” he remarked. “The consolidation wave among data tools and platforms continues.” Why it matters to the enterprise For leaders in enterprise data and AI, Snowflake’s acquisition of Crunchy Data reinforces a crucial insight: PostgreSQL is significant. It has transcended its role as merely an open-source alternative to proprietary relational databases, evolving into a widely adopted platform that is rapidly becoming a de facto standard for developers and the enterprises they serve in building agentic AI and scalable enterprise applications. The major hyperscalers, including Google, Amazon, and Microsoft, along with a plethora of smaller vendors such as EDB, Aiven, and Netapp Instaclustr, are already backing PostgreSQL. With Snowflake and Databricks now investing heavily in PostgreSQL, it is evident that enterprises should incorporate it into their developer and AI stacks." max_tokens="3500" temperature="0.3" top_p="1.0" best_of="1" presence_penalty="0.1" frequency_penalty="frequency_penalty"] million. This acquisition follows Databricks' recent purchase of the serverless PostgreSQL vendor Neon. Crunchy Data, established in 2012, offers a managed version of PostgreSQL and has a specialized platform for Kubernetes environments. Snowflake plans to use Crunchy Data's technology for a new initiative called Snowflake Postgres, aimed at enhancing developer capabilities in building AI applications. PostgreSQL's adoption is growing in enterprises, particularly for agentic AI applications, which is a factor in both Snowflake's and Databricks' acquisitions. The PostgreSQL community is robust, with contributions enhancing its capabilities for various workloads. Major tech companies are backing PostgreSQL, indicating its importance in enterprise data and AI strategies.
Tech Optimizer
June 2, 2025
Organizations are transitioning from legacy database systems like Microsoft SQL Server and Oracle to open-source alternatives such as PostgreSQL to reduce costs and enhance scalability. This migration process involves several steps, including schema conversion, business logic transformation, data migration, application changes, and performance tuning. Amazon Bedrock aids this process by automating schema and code conversion, data transformation, identifying code compatibility issues, and generating test cases for validation. The migration challenges include adapting database objects to PostgreSQL's syntax, converting stored procedures and functions, executing ETL processes for data accuracy, modifying application code, and optimizing performance. Amazon Bedrock utilizes generative AI to simplify these tasks, significantly reducing manual effort and errors. An example of code conversion from Microsoft SQL Server to PostgreSQL is provided, illustrating how to convert a stored procedure into a PostgreSQL function while generating corresponding test cases. The process involves using the Amazon Bedrock chat interface to submit prompts for conversion and validation. To support the migration, table creation scripts for the Employees and SalaryUpdateLog tables are included, along with test data that covers various employee scenarios. This data allows for comprehensive testing of the converted function, ensuring it correctly applies salary updates based on specified criteria.
Tech Optimizer
June 2, 2025
Underground cybercriminal forums are seeing an increase in advanced malware tools, including a Windows crypter that claims to bypass major antivirus solutions. This crypter is marketed as fully activated and capable of achieving Full Undetectable (FUD) status against contemporary antivirus engines. It employs advanced obfuscation techniques to evade detection, including code injection methods, entropy manipulation, and anti-debugging features. The tool allows for granular control over obfuscation parameters, enabling customization for specific target environments. The rise of such sophisticated evasion tools poses challenges for traditional endpoint security, making organizations vulnerable if they rely solely on signature-based antivirus solutions. To defend against these threats, organizations should adopt multi-layered security architectures, including behavioral analysis and endpoint detection and response (EDR) solutions.
Winsage
June 2, 2025
Microsoft has addressed a significant issue affecting certain Windows 11 systems after the installation of the KB5058405 security update from May 2025. Users reported encountering 0xc0000098 recovery errors linked to ACPI.sys, indicating that the operating system could not be loaded. This problem primarily affects Windows 11 versions 22H2 and 23H2 in enterprise settings, particularly among Azure Virtual Machines, Azure Virtual Desktop, and on-premises virtual machines hosted on platforms like Citrix or Hyper-V. Microsoft has released the KB5062170 non-security out-of-band update to resolve the installation and boot problems, which can be manually installed from the Microsoft Update Catalog. For Azure customers facing difficulties after implementing the May 2025 update, Microsoft recommends using Azure Virtual Machine repair commands as a temporary workaround. Users of Windows Home or Pro editions in home environments are unlikely to encounter these issues.
Winsage
June 2, 2025
Microsoft has released an emergency out-of-band update, KB5062170, to address issues from the May 13, 2025 Windows security update (KB5058405), which failed to install on some Windows 11 devices, showing error code 0xc0000098. The new update fixes an issue with the ACPI.sys driver and is available via the Update Catalog. It primarily impacts enterprise environments, particularly virtual setups like Azure Virtual Machines and Azure Virtual Desktop, while home users are less affected. KB5062170 includes all enhancements from the May 2025 non-security preview update and supersedes prior updates, requiring a device restart after installation.
Winsage
June 2, 2025
Microsoft's Notepad is undergoing an update that introduces enhanced formatting features, moving away from its traditional minimalist design. The new version will support "lightweight formatting," including Markdown-style input, a formatting toolbar for bold, italic, hyperlinks, lists, and headings. Users who prefer the classic Notepad can revert to its original simplicity by clearing formatting or disabling new features in the app settings. Notepad was first launched in 1983 as "Multi-Tool Notepad" and became a part of the Windows operating system starting with Windows 1.0 in 1985.
AppWizard
June 1, 2025
Saori Mizuno, an Environmental Artist at FromSoftware, discussed the world design of Elden Ring Nightreign, highlighting the intention to create an environment that starts off familiar but gradually shifts into the unknown. The design team focused on themes of light and dark to enhance the atmosphere, with Limveld initially appearing beautiful but revealing a haunting quality. Mizuno drew inspiration from the Studio Ghibli film Spirited Away to evoke a sense of longing for home. The Round Table Hold is designed as a cozy and welcoming hub, reminiscent of the Firelink Shrine in Dark Souls. Despite the game's challenges, Mizuno's design encourages players to explore the beauty of Limveld.
AppWizard
June 1, 2025
Nvidia's RTX Remix is a tool that allows game modders to enhance classic PC games with path-traced visuals. One notable project is the transformation of the 2004 game Painkiller into Painkiller RTX, currently at version 0.1.6. This project utilizes a custom rendering technology called PainEngine, replacing the original Direct X 8.1 rendering with a path tracer, resulting in improved visuals such as real-time shadows and moving lights. The gameplay retains its fast-paced action focus, with enhanced mechanics through Havok physics, allowing for dynamic interactions with the environment. Painkiller RTX features significant upgrades in lighting, including dynamic lighting that interacts with moving objects and improved texture quality using Quixel megascan assets. However, the path-tracing technology requires robust hardware for optimal performance, and even mid-range GPUs like the RTX 4060 may struggle with frame rates during intense gameplay.
Search