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Event

Building Delta Live Tables (DLTs) Only with SQL

2025-10-21 – 2025-10-21 Meetup Visit website ↗

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7

No Python? No problem. Delta Live Tables (DLTs - Lakeflow Declarative Pipelines) brings powerful, production-ready data pipelines to life with just SQL. In this session, we’ll show how analysts and engineers alike can declaratively define robust pipelines – from raw ingestion to analytics-ready data – all without writing a single line of Python.

Using a real-world business scenario and dataset, we’ll walk through how to:

  • Ingest data with schema inference and Auto Loader into a Bronze layer
  • Apply transformations and quality expectations in the Silver layer
  • Build a business-friendly Star Schema in the Gold layer
  • Add data quality tests directly into your pipeline
  • Compare deployment options in the UI and via Databricks Asset Bundles (DABs)

Whether you’re a data analyst taking your first steps into engineering or an engineer looking for faster, simpler ways to build pipelines, this session will give you the practical foundation you need to unlock value with DLTs. Agenda:

  • 5 min – Welcome & Business Context
  • 10 min – Why Delta Live Tables?
  • 5 min – Pipeline overview (sources, processing, presentation)
  • 10 min – Bronze layer: ingestion, schema inference, expectations
  • 5 min – Silver layer: transformations, quality rules
  • 5 min – Gold layer: star schema design
  • 5 min – Testing in DLT
  • 10 min – Deployment: UI vs DABs

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Bronze layer: ingestion, schema inference, expectations

2025-10-21
talk

Details on Bronze-layer ingestion with schema inference and data quality expectations in DLT.

Gold layer: star schema design

2025-10-21
talk

Gold-layer design using a business-friendly star schema and data modeling considerations.

Pipeline overview (sources, processing, presentation)

2025-10-21
talk

High-level view of a DLT pipeline, covering data sources, processing steps, and presentation of analytics-ready data.

Silver layer: transformations, quality rules

2025-10-21
talk

Silver-layer transformations and quality rules to enforce data quality in your pipelines.

Why Delta Live Tables?

2025-10-21
talk

Overview of Delta Live Tables and how DLTs enable declarative, production-ready pipelines without Python.