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Practical writing on software architecture, SaaS products, AI automation, legacy modernisation, and the business of building reliable systems.

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ExternalSoftware Engineering
DZone

Architecting an Embedded Efficiency Layer: A Platform Deep Dive into Day-Two Operational Tuning

Editor’s Note: The following is an article written for and published in DZone’s 2026 Trend Report, Platform Engineering and DevOps: How Internal Platforms, Developer Experience, and Modern DevOps Practices Accelerate Software Delivery. I am developing a reference guide for platform teams that want continuous optimization embedded directly into their internal developer platforms. In this proposed model, “done” means automated, full-stack tuning recommendations that fit safely and seamlessly into

ExternalSoftware Engineering
DZone

Why Google Data Migration Gets Stuck at 99%: Causes and Proven Fixes

Starting a Google data migration usually feels easy at first. You set it up, watch the progress bar move, and assume everything is fine. Then, the migration reaches 99% and just stays there. Users start wondering if something went wrong, if emails are missing, or if the process will ever finish. The good news is that this issue is common, and most of the time, it’s not serious. In this blog, we’ll look at why Google data migration stuck at 99% and what you can do to fix it is to backup the Googl

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