Great Expectations data quality plugin for the floe data platform
Project description
floe-quality-gx
Great Expectations data quality plugin for the floe data platform.
Overview
This plugin implements the QualityPlugin ABC using Great Expectations
for data quality validation, supporting compile-time configuration validation and runtime quality checks.
Features
- Compile-time configuration validation
- Runtime quality check execution
- Quality scoring with dimension weights
- OpenLineage event emission for failures
- Support for DuckDB, PostgreSQL, and Snowflake dialects
Installation
pip install floe-quality-gx
Quick Start
from floe_core.plugin_registry import get_registry
from floe_core.plugin_types import PluginType
# Get the Great Expectations plugin
registry = get_registry()
gx_plugin = registry.get(PluginType.QUALITY, "great_expectations")
# Run quality checks
result = gx_plugin.run_checks(
suite_name="customers_quality",
data_source="staging.customers",
)
if result.passed:
print("All quality checks passed!")
else:
print(f"Failed checks: {len([c for c in result.checks if not c.passed])}")
Configuration
Configure the plugin in your manifest.yaml:
plugins:
quality:
provider: great_expectations
quality_gates:
gold:
min_test_coverage: 100
required_tests: [not_null, unique]
Development
# Install in development mode
uv pip install -e ".[dev]"
# Run tests
pytest tests/unit/ -v
# Type checking
mypy src/
# Linting
ruff check src/
License
Apache 2.0
Project details
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