--- title: "Harsh Trivedi (@harshtrivedi) | Hashnode" description: "AI/Cloud Data Engineer. Here to share articles on problem solving and best practices. Read the latest articles by Harsh Trivedi on Hashnode." url: "https://hashnode.com/@harshtrivedi" --- @harshtrivedi # Harsh Trivedi @harshtrivedi · Pune, India · Joined June 2026 AI/Cloud Data Engineer. Here to share articles on problem solving and best practices. ### [The AI Adoption Gap: What Boardrooms Are Buying vs. What Employees Actually Need](https://harshtrivedii.hashnode.dev/the-ai-adoption-gap-what-boardrooms-are-buying-vs-what-employees-actually-need?utm_source=hashnode&utm_medium=feed) In recent years CEOs and CIOs have rushed to proclaim new AI initiatives, but the ROI on most projects has been disappointing. Surveys and reports now show that the vast majority of enterprise AI pilots deliver no clear financial benefit. For example, a Fortune report cites a new MIT study finding that only about 5% of generative-AI pilots “achieve rapid revenue acceleration” — the other 95% “stall, delivering little to no measurable impact on P&L”. Likewise, industry analyses find that most companies see zero return on their AI investments: one report noted “95% of organizations report zero return” from GenAI projects. In short, very few AI trials are turning into profitable solutions. 8 min read · [harshtrivedii.hashnode.dev](https://harshtrivedii.hashnode.dev/the-ai-adoption-gap-what-boardrooms-are-buying-vs-what-employees-actually-need?utm_source=hashnode&utm_medium=feed) [Aug 2](https://hashnode.com/posts/the-ai-adoption-gap-what-boardrooms-are-buying-vs-what-employees-actually-need/6a6f4fd50a2be33cfda72b5c) ### [Enterprise-Scale Azure Key Vault Management: Deleting, Purging, and Automating Secrets](https://harshtrivedii.hashnode.dev/enterprise-scale-azure-key-vault-management-deleting-purging-and-automating-secrets?utm_source=hashnode&utm_medium=feed) Learn why large organizations accumulate thousands of secrets, the risks of unmanaged credentials, and how to safely automate cleanup using Azure PowerShell, Azure CLI, and Azure Functions. 18 min read · [harshtrivedii.hashnode.dev](https://harshtrivedii.hashnode.dev/enterprise-scale-azure-key-vault-management-deleting-purging-and-automating-secrets?utm_source=hashnode&utm_medium=feed) [Jul 17](https://hashnode.com/posts/enterprise-scale-azure-key-vault-management-deleting-purging-and-automating-secrets/6a59fc1b51c252be07cbf75e) ### [Connecting Snowflake and Azure: Why We Do It, and a Step-by-Step Guide to Storage Integrations and Private Connectivity](https://harshtrivedii.hashnode.dev/connecting-snowflake-and-azure-why-we-do-it-and-a-step-by-step-guide-to-storage-integrations-and-private-connectivity?utm_source=hashnode&utm_medium=feed) step by step guide to connect snowflake and azure 13 min read · [harshtrivedii.hashnode.dev](https://harshtrivedii.hashnode.dev/connecting-snowflake-and-azure-why-we-do-it-and-a-step-by-step-guide-to-storage-integrations-and-private-connectivity?utm_source=hashnode&utm_medium=feed) [Jul 13](https://hashnode.com/posts/connecting-snowflake-and-azure-why-we-do-it-and-a-step-by-step-guide-to-storage-integrations-and-private-connectivity/6a551329d6d0ca695411572c) ### [Building a Secure SharePoint → Azure Blob → Snowflake Document Intelligence Pipeline](https://harshtrivedii.hashnode.dev/building-a-secure-sharepoint-azure-blob-snowflake-document-intelligence-pipeline?utm_source=hashnode&utm_medium=feed) Full guide on how to place or ingest files from sharepoint to snowflake via Azure for AI Agents 20 min read · [harshtrivedii.hashnode.dev](https://harshtrivedii.hashnode.dev/building-a-secure-sharepoint-azure-blob-snowflake-document-intelligence-pipeline?utm_source=hashnode&utm_medium=feed) [Jul 11](https://hashnode.com/posts/building-a-secure-sharepoint-azure-blob-snowflake-document-intelligence-pipeline/6a51fefe9bf7020ceb3307ea) ### [Moving from Snowflake Streamlit Warehouse Runtime to Snowpark Container Services: Restricted Caller Rights, Installing Third-Party Packages and Building Enterprise AI Applications](https://harshtrivedii.hashnode.dev/moving-from-snowflake-streamlit-warehouse-runtime-to-snowpark-container-services-restricted-caller-rights-installing-third-party-packages-and-building-enterprise-ai-applications?utm_source=hashnode&utm_medium=feed) In this article, we explain why enterprise AI apps take this path and how to configure it correctly. We cover Row Access Policies with CURRENT\_ROLE(), the new restricted caller’s rights model, granting CALLER privileges, and the precise SQL for network rules and external access integrations to install PyPI packages, and an end-to-end example of an authenticated user triggering a restricted caller’s‐rights query. 20 min read · [harshtrivedii.hashnode.dev](https://harshtrivedii.hashnode.dev/moving-from-snowflake-streamlit-warehouse-runtime-to-snowpark-container-services-restricted-caller-rights-installing-third-party-packages-and-building-enterprise-ai-applications?utm_source=hashnode&utm_medium=feed) [Jul 4](https://hashnode.com/posts/moving-from-snowflake-streamlit-warehouse-runtime-to-snowpark-container-services-restricted-caller-rights-installing-third-party-packages-and-building-enterprise-ai-applications/6a490f49ef82e8e123653c50)