Before vs After FinFeedAPI
| Portfolio management aspect | Before | After (with Stock Market API) |
| Data used for portfolio decisions | Historical price returns only. | Prices combined with trades and market activity for deeper insight. |
| Risk assessment | Volatility and drawdowns estimated from prices alone. | Risk evaluated with real trading behavior and liquidity conditions in mind. |
| Liquidity awareness | Liquidity assumed to be constant and available. | Trade data highlights liquidity changes during calm and stressed markets. |
| Correlation analysis | Correlations appear stable across time. | Relationships analyzed under different market conditions and regimes. |
| Market stress visibility | Stress shows up only after large price moves. | Trading activity reveals early signs of pressure and stress. |
| Timing and market phases | Session effects largely ignored. | Analysis respects market timing and environment shifts. |
| Portfolio robustness | Portfolios look stable in backtests. | Weak points are exposed using real market behavior. |
| Analysis workflow | Multiple datasets stitched together manually. | One consistent Stock Market API via REST and JSON-RPC for repeatable analysis. |







