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~Get Your Files Here !
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1 - Welcome to the Lakehouse The 2026 Platform Map
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Course_Resources
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capstone
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exercises
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setup
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slide_code
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slide_queries
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10 - Databricks SQL, Warehouses, AI BI Dashboards and Genie
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11 - Delta Optimization I Liquid Clustering and Layout Decisions
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12 - Advanced Delta Optimization Photon, AQE, Skew, Diagnostics
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13 - Production Jobs and Workflows Scheduling, Parameters, Alerts
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14 - CI CD Asset Bundles, Terraform, and the Testing Pyramid
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15 - Observability with System Tables and Lakehouse Monitoring
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16 - Cost Optimization and FinOps Forensics
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17 - Security, Sharing and Collaboration
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18 - Mosaic AI for Data Engineers Vector Search, Serving, Agents
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19 - MLflow in Production
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2 - Delta Lake Foundation ACID, Time Travel, Deletion Vectors, UniForm
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20 - The Architect's Lens Decisions, Anti-Patterns, Azure, Exam Traps
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21 - Playbook Capstone The SNOWMART Enterprise Platform
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22 - Module Quizzes (Optional Review)
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3 - The Medallion Pipeline Bronze, Silver, Gold
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4 - SCD Implementations on Delta Lake
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5 - PySpark DataFrame Mastery for Databricks Engineers
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19 - DataFrames Done Right Select, Filter, and Column Expressions.mp4
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MP4
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30.6 MB
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20 - Joins and Aggregations Without the Shuffle Biting You.mp4
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MP4
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35 MB
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21 - Window Functions for Real Analytics.mp4
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MP4
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26.4 MB
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22 - UDFs, Pandas UDFs, and When Native Functions Win.mp4
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MP4
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28.1 MB
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23 - Handling JSON and Nested Data.mp4
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MP4
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25.4 MB
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24 - Testing PySpark Unit Tests That Catch Real Bugs.mp4
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MP4
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27.4 MB
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6 - Ingestion with Lakeflow Connect and Auto Loader
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25 - The Ingestion Decision Matrix COPY INTO, Auto Loader, Lakeflow Connect.mp4
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MP4
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20.2 MB
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26 - Auto Loader Deep Dive Schema Inference and Evolution.mp4
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MP4
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24.6 MB
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27 - Auto Loader Operations Checkpoints, Backfills, and Rescued Data.mp4
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MP4
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15.3 MB
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28 - Lakeflow Connect Managed Connectors for Databases and SaaS.mp4
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MP4
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24.5 MB
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29 - File Formats and Landing-Zone Design.mp4
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MP4
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13 MB
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30 - Failure Clinic The Duplicate-Ingestion Incident.mp4
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MP4
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23.5 MB
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7 - Structured Streaming Deep Dive Watermarks, State, Exactly-Once
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31 - The Streaming Mental Model Micro-Batches and Triggers.mp4
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MP4
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27 MB
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32 - Watermarks and Late Data.mp4
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MP4
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26.7 MB
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33 - Stateful Operations Aggregations, Dedup, Stream Joins.mp4
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MP4
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27.3 MB
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34 - Exactly-Once Checkpoints, Idempotent Sinks, foreachBatch.mp4
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MP4
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27.8 MB
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35 - Streaming Operations and Monitoring.mp4
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MP4
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29.5 MB
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8 - Lakeflow Declarative Pipelines Essentials
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36 - Declarative vs Imperative Why Lakeflow DP Exists.mp4
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MP4
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33 MB
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37 - Your First Pipeline Streaming Tables and Materialized Views.mp4
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MP4
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26.3 MB
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38 - Expectations Data Quality as Code.mp4
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MP4
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23.5 MB
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