The Platform Economist

Machine Learning Operations with Databricks on Azure: End‑to‑End in 2025


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If Databricks is your engine, this episode is the ignition. We break down the end‑to‑end playbook from “Machine Learning Operations (MLOps) with Databricks on Azure End‑To‑End” — a practitioner’s guide to turning raw data into production‑ready ML and measurable business impact in 2025.

You’ll learn how to:

  • Scale pipelines: Build and optimize data pipelines that don’t buckle under growth

  • Trust storage: Harness Delta Lake for reliable, high‑performance data foundations

  • Accelerate analytics: Apply Spark efficiently for analytics and ML workflows

  • Ship models confidently: Deploy reproducible ML in Databricks with clear guardrails

  • Avoid pitfalls: Follow step‑by‑step, real‑world guidance that saves time and rework

This isn’t theory. It’s the roadmap for data engineers, analysts, and ML pros who want to move fast, stay current, and deliver results that matter. If you’re ready to unlock Databricks and build with conviction, start here.

Grab the book:

  • 🇺🇸 US: https://www.amazon.com/dp/B0FTSY78DR

  • 🇬🇧 UK: https://www.amazon.co.uk/dp/B0FTSY78DR

  • 🇩🇪 Germany: https://www.amazon.de/dp/B0FTSY78DR

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The Platform EconomistBy Mohammed Brückner