Ibis offers an API similar to @pandas_dev to connect to SQL databases and big data systems. More info:

RT @IbisData: Ibis 10.0.0 is out!. pip install ibis-framework==10.0.0. Lots of new features, bug fixes and two new backends: Amazon Athena….

New blog posts 2/2: Dynamic UDF Rewriting with Predicate Pushdowns. Check 'em out!.

New blog posts 1/2: Does Ibis Understand SQL?.

Ibis 10.0.0 is out!. pip install ibis-framework==10.0.0. Lots of new features, bug fixes and two new backends: Amazon Athena and Databricks!. Check out the release notes here:

With the latest version of @pyodide (0.27.1), you can run. %pip install ibis-framework[duckdb]. to get an expressive, lightning-fast, and *entirely-in-browser* dataframe API!. Give it a try at

RT @paleolimbot: First blog post in a long time! I started writing a post ~2 years ago on adventures counting 130M U.S. buildings by zipcod….

RT @ncclementi: Hi y'all, I'll be talking at #DuckCon on January 2025. I'll be sharing how to leverage the power of @duckdb's geospatial c….

RT @marimo_io: no code transformations using marimo's mo.ui.dataframe and @IbisData!. Pass in any Ibis dataframe to mo.ui.dataframe to disp….

It's never been a better time to get involved with Ibis! If you need Python dataframes that work on the best local engines (@duckdb, @ApacheDataFusio, @DataPolars) and distributed/cloud platforms (@ApacheSpark, @SnowflakeDB, @ClickHouseDB, @trinodb), give us a try!.

RT @Ubunta: The "Tools don't matter" argument falls flat in Data Engineering and ML. - Working with large datasets on a Spark cluster can….

Want to work with Python dataframes on a trillion rows of data in someone else's high-performane OLAP database? Check out our latest blog using Ibis, @ClickHouseDB , and Shiny for Python to build an interactive dashboard on the PyPI downloads dataset:

RT @rupurt: This is super exciting. @IbisData coming to @marimo_io

RT @mim_djo: end of an era, for new project think seriously of using a new Dataframe Engine, there are plenty of choices, ibis will drop su….

RT @mim_djo: @IbisData support is very rudimentary but you can connect to #microsoftfabric DWH, list catalog, run sql etc .

RT @ncclementi: My @SciPyConf talk: @IbisData and @duckdb geospatial: a match made on Earth! is on youtube. (there was a problem with the….

RT @Ubunta: Here are a few reasons why I prefer using Ibis over Pandas/@DataPolars ( bdw I still use Polars or Data Fusion as the engine )….

RT @e10v_me: The other popular choices are Confidence and Ambrosia. They slightly differ in features: tea-tasting covers some methods not c….

@cpcloudy Slides can be found here:

RT @ethanf_17: I’ve been really impressed with @IbisData so far. Modern data stacks need to be flexible passing data between @PostgreSQL,….

Are you at the #positconf ? Join @cpcloudy tomorrow Wednesday 14th at 2pm PT in the session "It's R And Python, Not R Or Python" and learn how the do we test 20 query engines on every commit in CI in the @IbisData project repo.