Real ChatGPT answer · index seed4QNVEIIlIiwcompleteB2B software · data and analytics platformscomparison

Are there any open source alternatives to Databricks that offer similar collaborative notebook features for small data engineering teams

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any open source alternatives to Databricks that offer similar collaborative notebook features for small data engineering teams
3 real searches · 1 real-search pass
open source alternatives to Databricks collaborative notebooks data engineering JupyterHub Polynote Deepnote OSS Hex OSS 2026Google ↗
OBSERVED
JupyterHub collaborative notebooks teams shared workspaces open source data engineeringGoogle ↗
OBSERVED
open source lakehouse platforms notebooks Spark collaborative data engineering teamsGoogle ↗
OBSERVED

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

Classifying 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
open source alternatives to Databricks collaborative notebooks data engineering JupyterHub Polynote Deepnote OSS Hex OSS 2026 Google ↗
JupyterHub collaborative notebooks teams shared workspaces open source data engineering Google ↗
open source lakehouse platforms notebooks Spark collaborative data engineering teams Google ↗
  1. Website · jupyter.org
  2. GitHub · github.com
  3. Website · zeppelin.apache.org
  4. GitHub · github.com
  5. GitHub · github.com
  6. Website · cocalc.com
  7. GitHub · github.com
  8. Website · spark.apache.org
  9. Website · iceberg.apache.org
  10. Website · delta.io
  11. Website · dagster.io
  12. Website · mlflow.org
  13. Open Source Data Engineering · openlakehouse.io
  14. Databricks Open Source: Apache Spark™, Delta Lake and MLflow · databricks.com
  15. Website · getdango.dev
  16. GitHub · github.com
  17. cocalc/LICENSE.md at master · sagemathinc/cocalc · github.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
open source alternatives to Databricks collaborative notebooks data engineering JupyterHub Polynote Deepnote OSS Hex OSS 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
JupyterHub collaborative notebooks teams shared workspaces open source data engineering
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
open source lakehouse platforms notebooks Spark collaborative data engineering teams
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1