docs: Move readme content to new User Guide section#2464
Merged
TrevorBergeron merged 2 commits intomainfrom Feb 20, 2026
Merged
docs: Move readme content to new User Guide section#2464TrevorBergeron merged 2 commits intomainfrom
TrevorBergeron merged 2 commits intomainfrom
Conversation
product-auto-label
bot
added
size: m
tswast
reviewed
Feb 20, 2026
| **BigQuery DataFrames** (``bigframes``) provides a Pythonic interface for data analysis that scales to petabytes. It gives you the best of both worlds: the familiar API of **pandas** and **scikit-learn**, powered by the distributed computing engine of **BigQuery**. | ||
|
|
||
|
|
||
| Why BigQuery DataFrames? |
Collaborator
There was a problem hiding this comment.
Could we pull in some of the content from my go/why-bigframes draft? One of the missing elements here is enabling collaboration.
Contributor
Author
There was a problem hiding this comment.
ok, new revision has more content from your doc
tswast
approved these changes
Feb 20, 2026
tswast
reviewed
Feb 20, 2026
| * **Collaboration & Extensibility:** Bridge the gap between Python and SQL. Deploy custom Python functions to BigQuery, making your logic accessible to SQL-based teammates and data analysts. | ||
| * **Production-Ready Pipelines:** Move seamlessly from interactive notebooks to production. BigFrames simplifies data engineering by integrating with tools like **dbt** and **Airflow**, offering a simpler operational model than Spark. | ||
| * **Security & Governance:** Keep your data within the BigQuery perimeter. Benefit from enterprise-grade security, auditing, and data governance throughout your entire Python workflow. | ||
| * **Familiarity:** Use ``read_gbq``, ``merge``, ``groupby``, and ``pivot_table`` just like you do in pandas. |
Collaborator
There was a problem hiding this comment.
Might be nice to make these into links.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
3 participants
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Thank you for opening a Pull Request! Before submitting your PR, there are a few things you can do to make sure it goes smoothly:
Fixes #<issue_number_goes_here> 🦕