CSV file

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 10, 2026
Windows' market share has dropped to 56.61% as of June 2026, falling below the 60% threshold. The "Unknown" category accounts for 21.45% of the market share, while Windows' adjusted market share, excluding unidentified visitors, is 72%. In June 2025, Windows held a 70.13% share, with "Unknown" at 9.17%. Over the past year, Windows' market share decreased from 77.22% to 72%, Linux rose from 4.50% to 5.59%, and Apple increased from 16.90% to 20.87%. As of early July 2026, the "Unknown" segment has surged to 23.67%. StatCounter's data collection has faced inaccuracies, with revisions possible for 45 days. The rise of Linux is noted as a significant trend, influenced by compatibility with Windows games and changes in Windows support.
Winsage
January 14, 2026
The Collections tool in Microsoft Edge is being retired, and users will soon be unable to add new items to it. They are advised to export their saved content or transfer pages to Favorites before the feature is removed. Transferring to Favorites will result in the loss of additional content like images and notes, while exporting will preserve content in a CSV file but will not keep it within the browser. Collections has not gained significant traction among users, leading to its phased-out status. Additionally, the Edge Sidebar app list is also being retired, raising concerns about the future of the entire Sidebar feature as Microsoft aims to simplify Edge and promote Copilot.
Winsage
June 25, 2025
The process of gathering historical data for a Windows storage dashboard involves two steps: creating a PowerShell script to collect and save the data, and configuring the Windows Task Scheduler to run this script at set intervals. The script collects data on file system drives using the Get-PSDrive cmdlet, creating a custom PowerShell object with columns for Timestamp, Drive, UsedGB, FreeGB, and TotalGB, which is then exported to a CSV file. The script specifies the CSV file path, appends new data without overwriting existing data, and excludes type information from the header. The generated CSV file includes a header row and records for each drive with their respective usage statistics.
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