Ibis in Python: Portable Analytics for DuckDB, BigQuery, and Snowflake (2026)
Ibis 12 compiles one Python DataFrame API to DuckDB, BigQuery, Snowflake, and 20+ other backends. A data engineer's practical 2026 walkthrough with trade-offs.
Ibis 12 compiles one Python DataFrame API to DuckDB, BigQuery, Snowflake, and 20+ other backends. A data engineer's practical 2026 walkthrough with trade-offs.
dlt 1.x turns Python generators into typed tables in DuckDB, BigQuery, Snowflake, or Iceberg. Practical guide with incremental loads, schema contracts, and Dagster deployment.
A practical 2026 walkthrough of GeoPandas 1.0 for Python geospatial analysis: installing the stack, handling CRS gotchas, running spatial joins, plotting interactive maps, and scaling beyond memory with DuckDB Spatial and GeoParquet.