Modernizing recurring SQL ETL doesn’t require rewriting the workflows you already rely on.
This is a dev post classified by Jev as Databases (a launch), kept by the Dev Radar because it carries real work, not commentary.
Modernizing recurring SQL ETL doesn’t require rewriting the workflows you already rely on. Declarative ETL is coming directly into Lakehouse, so SQL practitioners can keep working in familiar SQL workflows while using declarative patterns for common recurring tasks: ↳ APPEND for incremental ingestion ↳ AUTO CDC for change data capture ↳ REPLACE WHERE for targeted batch refreshes Databricks handles the incremental processing, update logic, scheduling, and orchestration needed to run them reliably. https://www.databricks.com/blog/modernizing-sql-etl-lakehouse-declarative-patterns?utm_source=
Posted by Databricks (97.4k followers) 2 days ago · 43 likes · 3.7k views · view the original post on X. Kept by the Dev Radar as Databases. Tools mentioned: Databricks.
More dev work like this
- Construct a bitemporal knowledge graph with Utopia that evolves as material arrives and… — @tom_doerr
- We’re bringing Databricks Unity Gateway to developers on Neon (@neondatabase), and it’s… — @Yuchenj_UW
- Docs changes shouldn’t need a mystery deployment process. — @DanKornas
- Our new short course with @DeepLearningAI covers continual and adaptive learning: the… — @OracleDevs
- The workshop you were looking for: 2 hours, virtual, and for free. — @neo4j
- Warehouse data shouldn’t wait for someone to ask the right question. — @DanKornas
- Context. That's the difference between an AI demo and a reliable production agent. The… — @Redisinc
- When #DuckDB-Wasm was launched in 2021, databases could not be persisted: everything… — @duckdb
Every post is read and classified by Jev (TypeSafe): what it is, which market it belongs to, and whether the link is a real tool. 12.2k posts from 4.7k X accounts over the last 21 days, 1.4k tools, 12 markets. Collected every 5 minutes, fully re-ranked every hour — last update 2026-09-19 18:39 UTC. Full method.