Features
Automatic lineage capture for notebooks, scripts, functions, pipelines
Unified query interface across Parquet, Zarr, AnnData, SpatialData
Schema management and validation for biological datasets
Bio-registries and ontology support (Cell Ontology, Gene Ontology)
LIMS and ELN capabilities with markdown notes
Git-like branching and merging for change management
Zero-copy data sharing across databases and storage
Integration with Nextflow, Redun, Snakemake, Weights & Biases, MLFlow
Built-in role-based access control and audit logs
Support for local, S3, GCP, Azure, and R2 storage backends
Record.from_dataframe() ~2x speedup (db 2.7.0)
Excel support for sheet imports (hub 1.44.0)
Native SpatialData support
LaminR package for R traceability
Database mirror for Arc Virtual Cell Atlas (600M cells, 41TB)
Multi-sensor core scanning: RGB, XRF, hyperspectral, LiDAR
LIBS-based detection of REEs and light elements (via Lumo Analytics)
AI-powered core logging on Digital Core Table
Resource modeling with RMSP integration
Drill Hole Optimizer for mine planning
Sub-48-hour turnaround time
4x faster than manual core logging
Over 400% project acceleration
End-to-end workflow from scanning to modeling
Domain expertise throughout mining cycle
High-fidelity data capture and analytics
Consistent logging with fewer errors
Professional consulting and training services
Decision engineering for critical mineral exploration
Cloud-based digital core collaboration
