Ashish Mrig

The Databricks Startups team answers founders’ most common AI questions—where to start without hype, how to stay compliant with sensitive data, what to build versus buy, how to cut hallucinations, and how to keep costs in check. 💡 Get step‑by‑step starting points, governance patterns for sensitive data, a pragmatic build‑versus‑buy lens, tactics to curb hallucinations, and cost controls that scale. 🔗 Full post: https://lnkd.in/ehRa3Yp5 #Databricks #DatabricksForStartups #AI #GenAI #MLOps

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"All-in-One" Suite 🆚 "Best-of-Breed" Approach Most organizations aren’t 100% on any single platform. Heterogeneity is the norm. That’s why metadata freedom is becoming a critical architectural discussion. 👉 Full read: https://lnkd.in/gHnrPvxd In this article, we break down: • why vendor lock-in matters more at the metadata layer • how multi-engine environments change governance • the tradeoffs between open catalogs and vertically integrated platforms This topic affects every engineering team operating across Spark, Trino, Flink, warehouses, vector stores, and AI systems.

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Curious how your Databricks data estate is really performing? Download a free sample of Unravel's Databricks Health Data Estate Report and see the kind of deep insights you can unlock: 📈 Performance insights to speed up jobs and workflows 📈 Productivity boosts with top improvement areas—no log diving required 📈 Savings projections for clusters and pipelines 📈 SLA attainment metrics to reduce pipeline delays 📈 Job health visibility to fix frequent failures fast Start uncovering hidden opportunities for efficiency: https://lnkd.in/gJ7qu4Nu #Databricks #CloudFinOps #DataObservability #PerformanceTuning #DataEfficiency #UnravelData

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Timely, accurate data is the lifeblood of a modern enterprise. But managing complex data pipelines from ingestion to analytics is a major challenge for DataOps teams. 📊 This is where powerful data orchestration comes in. Redwood Software received the highest score for the Data Orchestration Use Case in the 2025 Gartner® Critical Capabilities for SOAPs report. We believe this score reflects our platform's ability to unify complex data pipelines, giving DataOps teams the end-to-end visibility they need to ensure key information is always accurate and available for the business. Get the full report to see the complete analysis of all five Use Cases — IT Workload Automation, IT Workflow Orchestration, Data Orchestration, Citizen Automation and DevOps Automation — and find the right solution to power your automation strategy. 👉 https://okt.to/PmVz1B #Gartner #SOAPS #DataOrchestration #DataOps #Automation

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Snowflake’s Snowpipe Streaming just got a major upgrade, and we’ve broken it all down for you. From blazing-fast ingestion speeds to seamless SDK integration and in-flight transformations, this is a game-changer for modern data pipelines. 🔍 Learn how your organization can move beyond batch processing and embrace true real-time analytics in this blog post by Chris Schneider here: https://lnkd.in/gpFFqY7f #DataEngineering #Snowflake #RealTimeAnalytics #evolvConsulting #SnowpipeStreaming

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Every data story has a journey, but too often, we lose track of it in the noise of pipelines, dashboards, and ETL logs. In this post, Sanyam Shah breaks down how to map end-to-end Data Lineage in Snowflake, turning metadata into visibility, compliance, and trust. If your goal is to make your data traceable, auditable, and AI-ready, this is a must-read. 👉 https://lnkd.in/gspE7Qs3 #BOTConsulting #DataLineage #Snowflake #DataGovernance #DataEngineering

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🚀 New eBook: The Enterprise Guide to Scaling AI-Powered Data Science with Posit + Snowflake Data science teams shouldn’t have to choose between innovation and governance. With Snowflake + Posit, you get both open source flexibility and enterprise-grade security in a single platform. Inside, you’ll discover how organizations are: ✅ Launching faster with Snowflake Marketplace ✅ Reducing IT overhead with managed infrastructure + software ✅ Streamlining workflows with governed data access ✅ Boosting productivity with AI-assisted coding 📖 Learn why Posit is essential in the Snowflake ecosystem. 👉 https://lnkd.in/gaMeNjFC #AIDataScience #Snowflake #Posit #Analytics #EnterpriseData

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This foundational checklist from Augusto Rosa’s Snowflake Architecture Series is a must-read. Whether you're new to Snowflake or scaling your cloud data platform, this checklist breaks down the essential building blocks—like identity and access, cost governance, and data modeling—that every data team needs to get right. Set yourself up for long-term success with Snowflake—this is the perfect place to begin. https://lnkd.in/eYP8jZ2s

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