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Databricks articles

Databricks lakehouse patterns, Unity Catalog, Delta-to-Iceberg migration, and performance engineering guides.

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2 articles

Databricks to Iceberg smooth migration — Databricks and Apache Iceberg connected by a data bridge, with table data flowing into an open Iceberg lakehouse
DatabricksApache IcebergLakeOpsDelta Lake

Databricks to Iceberg Smooth Migration

Databricks to Iceberg smooth migration opens a multi-engine lakehouse — not a platform exit. Databricks stays central for ML and Spark; Iceberg adds Trino, Snowflake, and open catalogs. Five tools: LakeOps, UC managed Iceberg, Delta UniForm, Spark, and Lakehouse Federation.

David W
David W
18 min read
Modern lakehouse architecture: LakeOps control plane for autonomous management and optimization — observability, compaction, routing, AI guardrails, and governance above Iceberg on S3, with catalogs and multi-engine compute (Spark, Trino, Snowflake, Databricks, and more)
Data PlatformsApache IcebergSnowflakeDatabricks

From Databricks and Snowflake to an Open Data Platform

For a decade, Snowflake and Databricks defined enterprise data. Then the lakehouse emerged — open formats on open storage. What was missing was the operational layer to make it work at scale. An autonomous control plane turns a lakehouse into a managed open data platform — without the lock-in.

Jonathan Saring
Jonathan Saring
18 min read