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Databricks articles

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

5 articles

Apache IcebergDelta LakeLakeOpsLakehouse

Apache Iceberg vs Delta Lake: A Technical Comparison

A deep technical comparison of Apache Iceberg and Delta Lake across metadata, schema evolution, partitioning, engine support, and operations — and how a control plane closes Iceberg's operational gap.

David W
David W
20 min read
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
Diagram showing seven Iceberg catalog options — Polaris, Nessie, Glue, Unity, Gravitino, Lakekeeper, and Hive — connected to a central Apache Iceberg symbol
Apache IcebergLakehouseData LakeData Governance

Best Catalog for Apache Iceberg? A Useful Comparison

A technical comparison of the seven major Apache Iceberg catalogs — Hive Metastore, AWS Glue, Apache Polaris, Project Nessie, Databricks Unity Catalog, Apache Gravitino, and Lakekeeper — across protocol support, access control, multi-engine interoperability, credential vending, and production readiness.

Chris P
Chris P
21 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
Delta Lake vs Apache Iceberg: Choosing the Right Table FormatExternal
Delta LakeApache IcebergData LakeLakehouse

Delta Lake vs Apache Iceberg: Choosing the Right Table Format

A detailed comparison between Delta Lake and Apache Iceberg, exploring their architectures, performance characteristics, and ideal use cases to help you make the right choice.

LakeOps Team
10 min read