--- title: "#lakehouse articles | Hashnode" description: "Explore 65 articles tagged #lakehouse on Hashnode. Tutorials, guides, and how-tos from the community." url: "https://hashnode.com/tag/lakehouse" --- Tag # #lakehouse 65 posts · 8 followers [Aritra Chakraborty](https://hashnode.com/@aidatalegends) · [Oct 26](https://hashnode.com/posts/databricks-lakehouse-platform-for-real-time-agentic-data-and-ai-workloads/6adf54b22498241548ffc04d) ### [Databricks Lakehouse Platform for Real-Time, Agentic Data and AI Workloads](https://aidatalegends.hashnode.dev/databricks-lakehouse-platform-for-real-time-agentic-data-and-ai-workloads?utm_source=hashnode&utm_medium=feed) Federation, Lakeflow, Unity Catalog, Lakebase, AI Search and agents on one governed platform, with real-time patterns and limits. 4 min read · [aidatalegends.hashnode.dev](https://aidatalegends.hashnode.dev/databricks-lakehouse-platform-for-real-time-agentic-data-and-ai-workloads?utm_source=hashnode&utm_medium=feed) [Aritra Chakraborty](https://hashnode.com/@aidatalegends) · [Oct 26](https://hashnode.com/posts/databricks-runtime-introduces-nearest-by-native-sql-vector-search-at-scale/6adf54823063e5668270e3ca) ### [Databricks Runtime Introduces NEAREST BY: Native SQL Vector Search at Scale](https://aidatalegends.hashnode.dev/databricks-runtime-introduces-nearest-by-native-sql-vector-search-at-scale?utm_source=hashnode&utm_medium=feed) Batch vector search in SQL with a fused Photon GEMM operator and IVF indexes in Delta tables: how it works and when to use it. 4 min read · [aidatalegends.hashnode.dev](https://aidatalegends.hashnode.dev/databricks-runtime-introduces-nearest-by-native-sql-vector-search-at-scale?utm_source=hashnode&utm_medium=feed) [George Ezejiofor](https://hashnode.com/@georgeezejiofor) · [Oct 16](https://hashnode.com/posts/open-source-databricks-ai-native-lakehouse-homelab/6ad2a764a305ffe66917ddea) ### [Self-Hosted Databricks Alternative: Homelab Data Lakehouse (AI/ML Data Factory)](https://georgeezejiofor.com/open-source-databricks-ai-native-lakehouse-homelab?utm_source=hashnode&utm_medium=feed) Self-Hosted Databricks Alternative: Homelab Data Lakehouse (AI/ML Data Factory) 40 min read · [georgeezejiofor.com](https://georgeezejiofor.com/open-source-databricks-ai-native-lakehouse-homelab?utm_source=hashnode&utm_medium=feed) [12](https://hashnode.com/posts/open-source-databricks-ai-native-lakehouse-homelab/6ad2a764a305ffe66917ddea) [Metrica Software](https://hashnode.com/@metrica) · [Sep 4](https://hashnode.com/posts/change-data-capture-for-enterprise-bi-how-cdc-reduces-pipeline-risk/6a9a7bca3e090c9394b464ed) ### [Change Data Capture for Enterprise BI: How CDC Reduces Pipeline Risk](https://metrica.hashnode.dev/change-data-capture-for-enterprise-bi-how-cdc-reduces-pipeline-risk?utm_source=hashnode&utm_medium=feed) Change data capture gives enterprise BI pipelines a precise record of inserts, updates, and deletes without repeatedly copying every source row. That changes the failure surface. A nightly full load c 11 min read · [metrica.hashnode.dev](https://metrica.hashnode.dev/change-data-capture-for-enterprise-bi-how-cdc-reduces-pipeline-risk?utm_source=hashnode&utm_medium=feed) [Pranjal Verma](https://hashnode.com/@pvcodes) · [Aug 23](https://hashnode.com/posts/apache-iceberg-won-the-format-war-so-why-are-we-rebuilding-the-moat/6a8a6e43e0a10a8289da6331) ### [Apache Iceberg Won the Format War - So Why Are We Rebuilding the Moat?](https://blog.pvcodes.in/apache-iceberg-won-the-format-war-so-why-are-we-rebuilding-the-moat?utm_source=hashnode&utm_medium=feed) The format battle is settled. The new lock-in lives in catalogs, credentials, and policies your table format can't see. 7 min read · [blog.pvcodes.in](https://blog.pvcodes.in/apache-iceberg-won-the-format-war-so-why-are-we-rebuilding-the-moat?utm_source=hashnode&utm_medium=feed) [Pranjal Verma](https://hashnode.com/@pvcodes) · [Aug 23](https://hashnode.com/posts/apache-iceberg-the-backbone-of-the-modern-open-lakehouse/6a8a6ae172d37ec77f8066ae) ### [Apache Iceberg: The Backbone of the Modern Open Lakehouse](https://blog.pvcodes.in/apache-iceberg-the-backbone-of-the-modern-open-lakehouse?utm_source=hashnode&utm_medium=feed) How snapshots, REST catalogs, and a disciplined maintenance pipeline turn raw object storage into an operable multi-engine lakehouse 6 min read · [blog.pvcodes.in](https://blog.pvcodes.in/apache-iceberg-the-backbone-of-the-modern-open-lakehouse?utm_source=hashnode&utm_medium=feed) [Pranjal Verma](https://hashnode.com/@pvcodes) · [Aug 9](https://hashnode.com/posts/unstructured-data-becomes-a-first-class-citizen-databricks-file-type-and-the-multimodal-lakehouse/6a788a42e2c73b7894019295) ### [Unstructured data becomes a first-class citizen: Databricks FILE type and the multimodal lakehouse](https://blog.pvcodes.in/unstructured-data-becomes-a-first-class-citizen-databricks-file-type-and-the-multimodal-lakehouse?utm_source=hashnode&utm_medium=feed) Databricks FILE type turns documents, images, and video into governed, AI-ready lakehouse columns. How EXTERNAL vs MANAGED work, and why it matters. 8 min read · [blog.pvcodes.in](https://blog.pvcodes.in/unstructured-data-becomes-a-first-class-citizen-databricks-file-type-and-the-multimodal-lakehouse?utm_source=hashnode&utm_medium=feed) [MyData Insights](https://hashnode.com/@mydatainsights) · [Aug 7](https://hashnode.com/posts/lakehouse-vs-data-lake-governance-and-security-differences-every-enterprise-should-know/6a7574c5aa282384350d691b) ### [Lakehouse vs Data Lake: Governance and Security Differences Every Enterprise Should Know](https://mydatainsights-blogs.hashnode.dev/lakehouse-vs-data-lake-governance-and-security-differences-every-enterprise-should-know?utm_source=hashnode&utm_medium=feed) Data Lake vs Data Lakehouse compared on governance and security — metadata, lineage, RBAC, row-level security and compliance, on. 7 min read · [mydatainsights-blogs.hashnode.dev](https://mydatainsights-blogs.hashnode.dev/lakehouse-vs-data-lake-governance-and-security-differences-every-enterprise-should-know?utm_source=hashnode&utm_medium=feed) [Manu Shukla](https://hashnode.com/@mr-manushukla) · [Aug 2](https://hashnode.com/posts/zero-etl-lakehouse-in-2026-should-you-unify-oltp-and-analytics-on-databricks-ltap-or-snowflake-postg/6a6fd0974f56cefea0185814) ### [Zero-ETL Lakehouse in 2026: Should You Unify OLTP and Analytics on Databricks LTAP or Snowflake Postgres?](https://ecorpit.hashnode.dev/zero-etl-lakehouse-in-2026-should-you-unify-oltp-and-analytics-on-databricks-ltap-or-snowflake-postg?utm_source=hashnode&utm_medium=feed) Zero-ETL lakehouse in 2026: should you unify OLTP and analytics on Databricks LTAP or Snowflake Postgres? Summary. On June 16, 2026, Databricks launched LTAP (Lake Transactional/Analytical Processing) 14 min read · [ecorpit.hashnode.dev](https://ecorpit.hashnode.dev/zero-etl-lakehouse-in-2026-should-you-unify-oltp-and-analytics-on-databricks-ltap-or-snowflake-postg?utm_source=hashnode&utm_medium=feed) [Manu Shukla](https://hashnode.com/@mr-manushukla) · [Aug 2](https://hashnode.com/posts/apache-iceberg-vs-delta-lake-in-2026-choosing-the-open-table-format-for-your-lakehouse/6a6fb2c78e5f0ed13312f6cc) ### [Apache Iceberg vs Delta Lake in 2026: choosing the open table format for your lakehouse](https://ecorpit.hashnode.dev/apache-iceberg-vs-delta-lake-in-2026-choosing-the-open-table-format-for-your-lakehouse?utm_source=hashnode&utm_medium=feed) Apache Iceberg vs Delta Lake in 2026: choosing the open table format for your lakehouse Summary. The table format is the one lakehouse decision that is hard to reverse, and in 2026 the two leaders are 12 min read · [ecorpit.hashnode.dev](https://ecorpit.hashnode.dev/apache-iceberg-vs-delta-lake-in-2026-choosing-the-open-table-format-for-your-lakehouse?utm_source=hashnode&utm_medium=feed)