@uday_devops It really depends on experience and use case, but in my view Azure infrastructure configuration is quite intuitive especially if you’re familiar with Azure environments.
@suni_code Use the Azcopy command line utility Including the flag “ --overwrite=ifSourceNewer” to only transfer files if the source file is newer than the destination file. I.e, it only copies the files that are not present in the destination, skipping already copied files.
#Azcopy
AI is no longer just a chatbot. Agentic AI systems can take autonomous actions across business systems over hours, days, or months. Gartner predicts 40% of enterprise app. will leverage AI agents by end of 2026 (up 5% in 2025).
See how the current AI tend is reshaping industries.
If you set this up, you’re on your way to designing and building a real data platform:
• Ingest: APIs, CSVs, Excel, Google Sheets exports
• Transform + Load: Python jobs for cleaning, standardizing, incremental loads
• Storage: Postgres / SQL Server / MySQL, your choice
• Analytics layer: @metabase dashboards and saved questions
• Packaging: Docker Compose so it runs anywhere
To make it production-ready:
• Scheduling: Cron, Airflow, or a simple job runner
• Logging + alerts: Know when pipelines fail, not when users complain
• Data checks: Row counts, duplicates, null spikes, freshness
If you’re a business owner and monthly analytics subscriptions feel heavy, reach out. I can deploy this as a lightweight, portable platform tailored to your business.
I evangelize data as a practical tool for small, medium, and large businesses, not as a luxury.
The #FinOps Maturity Model uses an inherently iterative approach: “Crawl, Walk, Run” to help organizations grow their cloud financial operations from simple to more advanced practices.
It enables teams to start small, assess outcomes at each stage, scale processes, and tooling.
The auto-save to the cloud feature in Windows 11 Notepad isn’t talked about enough.
Such a simple change, but incredibly useful.
Thank you, @Microsoft 🙌
People think FinOps is all about saving cost. FinOps is a cultural practice in making money.
It gives visibility to the 2 Ws:
1. Who spends
2. What values it delivers.
What FinOps cultural practices have you put in place in your cloud environment?
#FinOpsFoundation#FinOps