# Databricks

20 Hacker News commenters recommended Databricks and 20 criticized it, November 2025 to November 2026. It was recommended in 10 of 13 months.

**Verdict:** People recommend it for easy-to-use managed Spark and Lakehouse tooling that developers like, with the most common caveat being high costs and vendor lock-in.

## Why people recommend it

- Developers like it over other tools (2 comments): "I have not come across anything that our developers (fresh grads up to seasoned Spark veterans) liked as much as Databricks." ([source](https://news.ycombinator.com/item?id=45945614)) "even compared to Databricks" ([source](https://news.ycombinator.com/item?id=45824483))
- Easy to use, click and go (2 comments): "brings unstructured assets (multimodal data) ((video, audio, etc)) into the Lakehouse with the ease that we expect" ([source](https://news.ycombinator.com/item?id=49880059)) "Databricks still wins on ease-of-use: you just click and go." ([source](https://news.ycombinator.com/item?id=45976741))
- Access to many LLMs via API (2 comments): "our Databricks instance exposes an API endpoint that provides access to a wide range of LLMs" ([source](https://news.ycombinator.com/item?id=46631684)) "I can compare them easily in the playground and govern them through unity AI gateway." ([source](https://news.ycombinator.com/item?id=48852058))
- Early leader setting industry patterns (2 comments): "They were early movers and established a lot of the patterns in the space, but I just don't see them holding on to this lead." ([source](https://news.ycombinator.com/item?id=50294278)) "databricks probably being the biggest success" ([source](https://news.ycombinator.com/item?id=48255231))

## What people warn about

- Costs rise, large bills (4 comments): "All signs point to them ending up in the same situation with expensive DataBricks bills, vendor lock in" ([source](https://news.ycombinator.com/item?id=47791418)) "Databricks markup is even higher ranging anywhere from 30% to 100% markup" ([source](https://news.ycombinator.com/item?id=46642369)) "DBUs start piling up. We smile, our boss smiles, Databricks smiles." ([source](https://news.ycombinator.com/item?id=45816807))
- Vendor lock-in concerns (3 comments): "Vendor lock-in is coming back in style (e.g. Databricks)" ([source](https://news.ycombinator.com/item?id=46314261)) "Databricks wants your enterprise on their platform. I dont think they particularly care about open source or the little guy." ([source](https://news.ycombinator.com/item?id=49216654)) "All signs point to them ending up in the same situation with expensive DataBricks bills, vendor lock in" ([source](https://news.ycombinator.com/item?id=47791418))
- Frequent renames and stack churn (2 comments): "Databricks renames everything like every 6 months so keeping up with them is non-trivial" ([source](https://news.ycombinator.com/item?id=50292246)) "Databricks will have you churning and changing everything on your stack every 18 months" ([source](https://news.ycombinator.com/item?id=45926028))

## Alternatives hackers recommend

- [Snowflake](https://hackerapproved.com/p/snowflake.md): 26 recommend
- [Google BigQuery](https://hackerapproved.com/p/bigquery.md): 26 recommend
- [Amazon Athena](https://hackerapproved.com/p/amazon-athena.md): 13 recommend
- [MotherDuck](https://hackerapproved.com/p/motherduck.md): 5 recommend

## Where to get it

- [Visit the official site](https://www.databricks.com/)

## Cite as

Hacker Approved, "Databricks", https://hackerapproved.com/p/databricks/ (counts from 1,795,640 Hacker News comments, November 2025 to November 2026).