Written by
Neha Sharma
Market Data Architect
If you still export CSVs from live terminals, you are losing hours per week. SureGain deploys a gRPC bridge that streams tick and 1-minute bars into DuckDB so indicator developers iterate on Python notebooks without interrupting production sessions.
Architecture blueprint
- Broker feed adapter > SureGain Streamer (Rust) > Kafka compacted topics.
- Kafka consumers materialise cleaned bars into Delta Lake tables.
- Analytics notebooks query the lake through our dbt semantic layer.
High-quality historical data matters for indicator research. We bundle gap-filling logic and timezone harmonisation so Pine and scripting engineers can copy datasets into TradingView or their IDE without manual fixes.
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