QuickETL - Fast & Flexible Python ETL Framework with 20+ backend support via Ibis
Project description
QuickETL
Fast & Flexible Python ETL Framework with 20+ backend support via Ibis
QuickETL is a configuration-driven ETL framework that provides a simple, unified API for data processing across multiple compute backends including DuckDB, Polars, Spark, and pandas.
Features
- 20+ Backends: DuckDB, Polars, Spark, pandas, Snowflake, BigQuery, and more via Ibis
- Configuration-driven: Define pipelines in YAML with variable substitution
- Quality Checks: Built-in validation (not_null, unique, row_count, accepted_values)
- 12 Transforms: filter, aggregate, join, derive_column, and more
- CLI & Python API: Use
quicketl runor the Pipeline builder - Cloud Storage: S3, GCS, Azure via fsspec
Installation
pip install quicketl
See installation docs for backend-specific extras.
Quick Start
# Create a new project
quicketl init my_project
cd my_project
# Run the sample pipeline
quicketl run pipelines/sample.yml
Or use Python:
from quicketl import Pipeline
pipeline = Pipeline.from_yaml("pipeline.yml")
result = pipeline.run()
Example Pipeline
name: sales_etl
engine: duckdb
source:
type: file
path: data/sales.parquet
transforms:
- op: filter
predicate: amount > 0
- op: aggregate
group_by: [region]
aggs:
total: sum(amount)
sink:
type: file
path: output.parquet
Documentation
Full documentation, tutorials, and API reference at quicketl.com
License
MIT License - see LICENSE for details.
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