Udemy - Databricks Playbook - Operate, Govern and Defend the Lakehouse torrent

Databricks Playbook: Operate, Govern & Defend the Lakehouse
https://WebToolTip.com
Published 7/2026

MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz, 2 Ch

Language: English | Duration: 8h 17m | Size: 2.31 GB
Delta Lake, Lakeflow, Unity Catalog, streaming, FinOps — build, operate, and defend a production Databricks lakehouse.
What you'll learn

Build a complete production lakehouse — ingestion, medallion layers, streaming, and governed analytics — on one enterprise retail scenario (SNOWMART).

Master Delta Lake internals: the transaction log, time travel, deletion vectors, UniForm/Iceberg interop, and liquid clustering.

Design and operate ingestion with Lakeflow Connect, Auto Loader, and Structured Streaming with exactly-once guarantees.

Implement all four SCD strategies (Type 1, Type 2 with MERGE, at-scale, and architect-level strategy selection) on real Delta tables.

Govern data with Unity Catalog: namespaces, grants, lineage, ABAC, row filters, and column masks.

Ship analytics with Databricks SQL, AI/BI dashboards, and Genie natural-language querying.

Operate the platform with system-table observability, lakehouse monitoring, and FinOps cost forensics.

Deploy with production discipline: Jobs and Workflows, Asset Bundles, Terraform, and the data engineering testing pyramid.

Extend the platform into AI: vector search, model serving, a RAG pipeline, and MLflow in production.

Defend architecture decisions with reusable decision matrices, anti-pattern awareness, and interview-grade reasoning.

Navigate Azure Databricks deployment architecture: workspaces, Entra ID, networking, and landing zones.

Diagnose and fix real performance problems: skew, shuffle pain, query profiles, Photon, and Adaptive Query Execution.
Requirements

Comfortable with SQL — joins, aggregations, and basic window functions.

Basic Python, ideally with some exposure to Spark or PySpark; deep expertise is not required.

A free Databricks Community/trial workspace or access to a company workspace (setup guide included).

No prior Unity Catalog, Delta Lake, or streaming experience needed — this course builds that from first principles.

A willingness to type the code and break things — every module is hands-on against a real workspace.