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Lakehouse

11 items tagged with "lakehouse"

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Best Practices1

Best Practice

Medallion Architecture

A layered data design that refines data through Bronze (raw), Silver (cleaned and conformed), and Gold (business-ready) tables to improve quality and reuse.

Reference Architectures1

Reference Architecture

Modern Data Lake Architecture

Lakehouse architecture combining data lake flexibility with data warehouse capabilities

Playbooks1

Playbook

Lakehouse Migration Program Playbook

Consolidate a data lake and warehouse into a unified lakehouse using open table formats, medallion architecture, and ACID transactions.

Stacks5

Stack

Databricks Lakehouse

Unified lakehouse architecture combining data-lake storage with warehouse reliability via Delta Lake, Spark compute, Unity Catalog governance, and ML.

Stack

Open Lakehouse Stack (Trino + Iceberg + dbt)

Open, engine-agnostic lakehouse: Iceberg tables on object storage, queried by Trino across sources, with dbt managing transformations in SQL.

Stack

Databricks + Unity Catalog

A governed lakehouse stack centering Databricks compute and Delta Lake storage under Unity Catalog for unified data and AI governance.

Stack

Spark + Delta Lake

A lakehouse foundation pairing Apache Spark for distributed processing with Delta Lake's ACID table format over cloud object storage.

Stack

Trino + Iceberg + S3

An open lakehouse query stack: Trino runs fast SQL across Apache Iceberg tables stored as open files on Amazon S3.

Comparisons2

Comparison

Databricks vs Snowflake

Lakehouse platform built on Spark and Delta Lake versus Snowflake's cloud data warehouse, now converging on shared use cases.

Comparison

Iceberg vs Delta Lake

Two open table formats that bring ACID transactions and schema evolution to data lakes, with different engine ecosystems.

FAQs1

FAQ

What is the difference between a data warehouse, a data lake, and a lakehouse?

A data warehouse stores structured, modeled data optimized for fast SQL analytics, typically loaded through schema-on-write pipelines; examples includ...