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  1. Spark Declarative Pipelines | Databricks

    Building production-ready data pipelines starts with ingestion. Spark Declarative Pipelines enables efficient ingestion for data engineers, Python developers, data scientists and SQL analysts. Load …

  2. Lakeflow Spark Declarative Pipelines - Azure Databricks

    Jan 21, 2026 · Lakeflow Spark Declarative Pipelines (SDP) is a framework for creating batch and streaming data pipelines in SQL and Python. Lakeflow SDP extends and is interoperable with …

  3. Lakeflow Spark Declarative Pipelines - Databricks on AWS

    Jan 21, 2026 · Learn what Lakeflow Spark Declarative Pipelines (SDP) is, the core concepts (such as pipelines, streaming tables, and materialized views) that define it, the relationships between those …

  4. Databricks Open Sources Declarative Pipelines: A New Era for …

    Jun 12, 2025 · Databricks just made a landmark move in the data engineering ecosystem — it open-sourced its declarative pipelines framework, previously known as Delta Live Tables (DLT), and …

  5. Why Declarative (Lakeflow) Pipelines Are the Future of Spark

    2 days ago · And Spark Declarative Pipelines (SDP), branded as Lakeflow Declarative Pipelines on Databricks, aren’t random. They are a response to how Spark is actually being used in the real …

  6. Pipeline developer reference - Azure Databricks | Microsoft Learn

    Jan 21, 2026 · Learn about using Python and SQL to implement Lakeflow Spark Declarative Pipelines.

  7. From Messy ETL to Self-Orchestrating Pipelines | Databricks Lakeflow ...

    3 days ago · In this demo, we show how Databricks Lakeflow Declarative Pipelines fundamentally change that approach by allowing teams to define what data they want — while Databricks …

  8. Spark Declarative Pipelines (Delta Live Tables): A Practical Guide for ...

    Jan 22, 2026 · Building scalable Apache Spark data pipelines has traditionally required a lot of orchestration, monitoring, and operational effort. That’s where Spark Declarative Pipelines, also …

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  9. Tutorial: Build an ETL pipeline with - Databricks

    Jan 30, 2026 · This tutorial explains how to create and deploy an ETL (extract, transform, and load) pipeline for data orchestration using Lakeflow Spark Declarative Pipelines and Auto Loader.

  10. Lakeflow Explained: Simplifying Data Engineering on Databricks

    TL;DR: Lakeflow is Databricks’ unified data-engineering experience that brings ingestion, transformation, and orchestration under one roof. It combines Lakeflow Connect (managed connectors), Lakeflow …