Local VM vs Cloud VM for Development
Published: Full article
A practical comparison of local and cloud-based development VMs, based on real experience moving a VSCode Remote SSH workflow from VMware to Google Cloud.
Technical Deep Dives
Insights
Practical articles on applied AI, cloud architecture, and product engineering — based on real-world delivery experience.
Latest articles
How To Deploy NVIDIA Triton Inference Server on GCP
Published: Full article
A step-by-step guide to deploying NVIDIA Triton Inference Server on Google Cloud with Debian and a T4 GPU, covering drivers, storage, container toolkit setup, and inference validation.
Technical Deep Dives
Google Cloud PCA Renewal Exam
Published: Full article
A practical review of the Google Cloud Professional Cloud Architect renewal exam, including format changes, case study differences, preparation strategy, and what to expect on exam day.
Certification Guides
Google Generative AI Leader Exam
Published: Full article
A practical review of the Google Cloud Generative AI Leader exam, including preparation strategy, study tactics, online proctoring tips, and what the exam experience felt like.
Certification Guides
Google Cloud Digital Leader Renewal Exam
Published: Full article
A practical review of the Google Cloud Digital Leader renewal exam, including the shorter format, preparation tips, and what to expect from the renewal flow.
Certification Guides
AWS Solutions Architect Associate Exam: My Practical Study Method
Published: Full article
A practical review of the AWS Certified Solutions Architect - Associate exam, including a question-driven study method, exam difficulty, online testing cautions, and what to expect from the experience.
Certification Guides
Google Professional DevOps Engineer Recertification
Published: Full article
A practical review of the Google Professional DevOps Engineer recertification, including preparation strategy, updated observability topics, online proctoring experience, and what to expect from the exam.
Certification Guides
Associate Google Workspace Administrator Exam
Published: Full article
A practical review of the Associate Google Workspace Administrator exam, including preparation strategy, how the sample test compared with the real exam, and why the certification is still useful for Google Cloud professionals.
Certification Guides
Google Cloud Associate Data Practitioner Exam
Published: Full article
A practical guide to the Google Cloud Associate Data Practitioner exam, including preparation strategy, question-driven study habits, online proctoring tips, and exam-day takeaways.
Certification Guides
Google Professional Cloud Security Engineer Recertification
Published: Full article
A practical review of the Google Professional Cloud Security Engineer recertification, including preparation strategy, useful topic refreshes, note-taking habits, and what made the process efficient.
Certification Guides
Google Professional Cloud Database Engineer Exam
Published: Full article
A practical review of the Google Professional Cloud Database Engineer exam, including preparation strategy, how to use sample questions and the exam guide, and what to expect from the online proctored experience.
Certification Guides
Google Professional Cloud Network Engineer Exam Guide
Published: Full article
A practical guide to the Google Professional Cloud Network Engineer exam, including preparation strategy, key networking topics to review, online proctoring tips, and what to expect on exam day.
Certification Guides
Google Professional Cloud Developer Exam
Published: Full article
A practical review of the Google Professional Cloud Developer exam, including a question-driven preparation strategy, key topic areas, and what the exam felt like in early 2024.
Certification Guides
Google Cloud Associate Cloud Engineer Exam
Published: Full article
A practical review of the Google Cloud Associate Cloud Engineer exam, including why it works well as a stepping stone, which Google Cloud services mattered most, and how to prepare efficiently.
Certification Guides
Google Professional Machine Learning Engineer Exam
Published: Full article
A practical retrospective on the Google Professional Machine Learning Engineer exam, including what helped in preparation, what was less useful, and how to adapt the 2023 experience to the current exam scope.
Certification Guides
Google Professional Cloud DevOps Engineer Exam
Published: Full article
A practical review of the Google Professional Cloud DevOps Engineer exam, including what topics showed up most often, how useful Google Cloud Skills Boost really was, and how to prepare efficiently.
Certification Guides
Google Professional Cloud Security Engineer Exam Guide
Published: Full article
A practical guide to the Google Professional Cloud Security Engineer exam, including how to sequence it after other Google Cloud certifications, use Skills Boost effectively, estimate study time, and retain the material.
Certification Guides
Next step
Need help turning a technical decision into a stronger delivery plan?
We work across cloud, AI, automation, and product execution. If a topic from Insights overlaps with your roadmap, we would be glad to talk through it.