Cloud

Tech Optimizer
July 21, 2026
The author transitioned from a data analyst role to a data engineer, creating a 12-month self-study roadmap focused on learning by building projects. The first project was a GitHub ETL pipeline, which evolved from a simple Python script to a more complex system using SQLite and GitHub Actions for automation. The author realized that the challenges of data engineering lay in system design and orchestration rather than just writing ETL logic. For the second project, the author built an automated RSS ingestion pipeline to explore engineering decisions in creating a reliable data pipeline. The project emphasized the importance of separating application responsibilities from orchestration tasks, leading to the use of Docker for consistent execution environments and Kestra for orchestration. The author validated each component of the project incrementally: first the Python ETL, then PostgreSQL, followed by Docker, and finally Kestra. This approach ensured that each layer functioned correctly before adding complexity. The final architecture included distinct responsibilities for each component: Python for data processing, PostgreSQL for data storage, Docker for execution, and Kestra for orchestration. The author learned that effective engineering involves considering system reliability, error handling, and observability, shifting the focus from merely writing code to designing entire systems. The experience transformed the author's mindset, emphasizing the importance of incremental building and the separation of execution and orchestration responsibilities.
Winsage
July 21, 2026
Frustration with Microsoft's data collection practices has increased, particularly since the transition from Windows 7, where the amount of user data collected has significantly risen. Microsoft gathers extensive data points, including device IDs, user IDs, operating system information, and application usage data. Many users are turning to Linux as an alternative, as it respects user privacy and does not collect personal data without consent. Microsoft has also employed manipulative design tactics to influence user behavior, such as persistent prompts and misleading visuals. Additionally, the introduction of ads in Windows 11 has been viewed as disrespectful to paying customers, while Linux remains ad-free. Users are encouraged to switch to Linux to express dissatisfaction with Microsoft's practices and to reclaim their digital autonomy.
Winsage
July 20, 2026
Windows 11 is currently operating on 78.8% of Windows devices, while Windows 10 holds a 16.9% share. Microsoft ceased support for Windows 10 on October 14, 2025, making it vulnerable to security threats. Eligible Windows 10 devices can receive Extended Security Updates (ESU) until October 12, 2027, through a paid program, with free ESU available for users in the European Economic Area until October 14, 2026. Approximately 21.4% of devices in small and medium-sized businesses and 16.6% in large organizations still run Windows 10, often due to budget constraints. Devices in industries like healthcare and manufacturing are particularly slow to adopt Windows 11. Windows 10 devices face nearly three times the number of active vulnerabilities compared to Windows 11, with 66.6% rated as high or critical. About 2.8% of Windows 10 systems do not meet the hardware requirements for Windows 11. A total of 18.7% of Windows devices are running unsupported operating systems, with 22.2% on versions that will reach end of support within six months, totaling 40.9% of systems that are unsupported or soon to be. The consumer ESU program will expire on October 12, 2027, after which many devices will transition to unsupported status.
TrendTechie
July 18, 2026
Throttling is the intentional limitation of speed for specific types of traffic, services, protocols, devices, or users. It can occur due to various reasons, such as exceeding data caps, prioritization of certain services, load management during peak hours, or technical policies in networks. Users may experience speed drops that are selective to specific traffic types, indicating potential throttling, while universal slowdowns suggest network overload or outages. Speed tests measure connectivity to specific servers and may not reflect actual download speeds across different paths. Signs of potential throttling include isolated speed drops, consistent slowdowns at specific times, and discrepancies between speed tests and real-world performance. Initial checks should rule out home network issues, and practical diagnostics can help identify throttling by comparing speeds across different servers, types of downloads, and times of day. If throttling is confirmed and support does not resolve the issue, exploring alternative ISPs may be necessary.
Winsage
July 17, 2026
Microsoft will discontinue OneDrive synchronization support for older versions of Windows 10 on August 15, 2026. Users on Windows 10 version 22H2 will continue to receive updates until October 10, 2028. Support for Windows 10 version 21H2 ended on June 13, 2023. Users on versions prior to 22H2 will only be able to access OneDrive through the web interface. Microsoft encourages upgrading to Windows 11 for better functionality. Alternatives like Nextcloud are compatible with Windows 10 version 1809 and later.
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