data migration

Tech Optimizer
February 12, 2026
Data migration from SQL Server to Amazon RDS for PostgreSQL or Amazon Aurora PostgreSQL-Compatible Edition often requires adjustments to the database schema or SQL commands. AWS provides DMS Schema Conversion to aid in converting existing database schemas and AWS Database Migration Service (AWS DMS) to assist in data migration, featuring enhanced security and minimized downtime. SQL Server uses the HierarchyID data type for managing hierarchical data, while PostgreSQL employs the LTREE extension for similar purposes. The migration process involves preparing both the source SQL Server and target PostgreSQL environments, creating tables, installing the LTREE extension, and converting schemas using AWS DMS Schema Conversion. The migration steps include creating sample tables in SQL Server with HierarchyID columns, enabling change data capture (CDC), creating the LTREE extension in PostgreSQL, and preparing the target table structure. AWS DMS endpoints are created for both source and target databases, followed by the creation and execution of an AWS DMS migration task. Post-migration, the original HierarchyID column is replaced with the LTREE column, and the IDENTITY column behavior is reverted to its original state. The migration process is verified by inserting rows in PostgreSQL and ensuring they are in the correct LTREE format. Common functions from SQL Server's HierarchyID are mapped to their PostgreSQL LTREE equivalents, facilitating the transition between the two systems.
Winsage
November 25, 2025
Windows 10 reached the end of its support, prompting users to consider upgrading to Windows 11 or staying with their current operating system. Windows 7 has a market share of approximately 2.5%, and Windows XP holds 0.22%, translating to around 25 million machines running Windows 7 and 2.2 million on Windows XP. The primary reason users remain on these older systems is app compatibility, as many legacy applications do not run on newer operating systems. Upgrading involves significant costs and challenges, including data migration from legacy software. The decline in Windows 7 and XP usage is slow; in January 2023, Windows 7 had 9.55% market share, dropping to 3.05% by January 2024. Users often prioritize convenience and reliability, with many systems operating in isolation from the internet, reducing their vulnerability to threats.
Winsage
October 15, 2025
EaseUS has released its Q3 2025 Windows OS Migration Case Study Report, analyzing data from 69,984 users and 132,117 migration operations. Key findings include: - Migration paths: - SSD to USB: 32.23% (for backups or portability) - SSD to SSD: 28.09% (for upgrades) - HDD to USB: 13.59% (for data extraction or backup) - HDD to SSD: 10.56% (for performance upgrades) - System drive capacity trends show a shift towards larger drives, with 500GB to 1TB as the new standard and an increase in drives nearing 2TB. - Windows version adoption: - Windows 11: 58.06% - Windows 10: 40.31% - Windows 7/8: 1.39%
Tech Optimizer
October 1, 2025
Databricks has acquired Mooncake Labs, a database startup, to enhance its Lakebase platform. The financial details of the acquisition are undisclosed. This follows Databricks' earlier acquisition of Neon, a PostgreSQL-based cloud database platform, which has expanded its capabilities in open-source databases. Mooncake's technology allows for real-time mirroring of changes from PostgreSQL to the lakehouse, eliminating the need for complex ETL processes. Databricks has raised nearly billion in funding, including 0 million in December 2024, and has made several strategic acquisitions to strengthen its AI development environment. Founders Zhou Sun, Cheng Chen, and Pranav Aurora from Mooncake have joined Databricks as part of the acquisition.
Winsage
August 23, 2025
Microsoft has extended security updates for Windows 10, allowing businesses more time to plan and manage migration without immediate disruptions. This extension helps IT teams mitigate short-term risks but may lead to complacency and delays in necessary upgrades. Organizations risk accumulating technical debt, becoming dependent on costly external partners, and missing out on innovations if they postpone migration. Maintaining outdated infrastructure can become more expensive than upgrading, and reliance on unsupported systems increases the risk of vendor lock-in. Continuous modernization is essential, and businesses should adopt strategies for migrating unsupported applications while ensuring operational continuity. The extension should be seen as a temporary measure rather than a permanent solution, emphasizing the need for ongoing modernization efforts.
Winsage
August 21, 2025
Microsoft has continued to enhance Windows 10 with cumulative updates since the release of version 22H2 in October 2022. Notable updates include: 1. A redesigned "About" page in the Settings app that displays key technical specifications and includes a FAQ section. 2. Introduction of a System Components page that consolidates essential OS components. 3. Relocation of the Optional features page for better accessibility. 4. A new Manage devices feature that enhances connectivity with mobile devices. 5. Updates to the Taskbar Calendar, including the display of seconds and expanded calendar views. 6. Enhancements to the Windows Backup app that allow file transfer to a new PC during setup. 7. Updates to the File Explorer context menu, including an Ask Copilot option. 8. Redesign of icons on the Settings home page to feature solid colors. 9. Improvements to Windows Search for European users, allowing changes to the default web search provider. 10. Changes to the default browser configuration process for European users, allowing broader link types and the option to uninstall Microsoft Edge. Support for Windows 10 will end on October 14, 2025, with an option for users to enroll in the Extended Security Update program until October 2026.
Search