Data Warehouse + Historical Market Data Store
Enterprise data lake for tick data, model outputs, and logs — purpose-built for quantitative research and backtesting.
Tick Data Archives
Petabyte-scale store of L1/L2 ticks, order book states, trades, and reference data with global exchange coverage.
Model Outputs
Persist forecasts, features, and derived labels with versioning and lineage for reproducible research.
Access & Tooling
Columnar formats, delta tables, and connectors for Python, SQL, and Spark with fine-grained access control.
Commercialization
- • Subscription to cleaned and normalized historical datasets
- • Usage-based compute for on-demand backtests
- • Secure data sharing with audit and SLAs
- • Data delivery via S3/GCS, Snowflake, or API
Why It Fits
Compute/storage justification: petabyte-scale data optimized for GPU/ML workloads and high-throughput ingestion.
- • Data quality checks, normalization, and schema governance
- • Time travel and reproducibility for research
- • MLOps-ready with metadata and lineage