Whynotbi Haley Reed Dante Colle Malik Delgaty Exclusive | Working — Collection |

: After filming, the footage is edited to create a cohesive narrative or to ensure that the final product meets the desired standards. This can involve adding music, special effects, or making sure the pacing is appropriate.

| Component | Technology | Why It Matters | |-----------|------------|----------------| | | Fivetran + custom Python connectors | Guarantees near‑real‑time data flow from POS, ERP, and e‑commerce platforms. | | Transform Layer | dbt (data build tool) | Enables version‑controlled, testable SQL transformations—critical for reproducibility. | | Machine‑Learning Service | MLflow + TensorFlow models (Delgaty’s code) | Centralizes experiment tracking, making it easy to roll back to a prior model version. | | BI‑Playground UI | React front‑end with Superset back‑end | Users drag‑and‑drop model outputs onto dashboards without writing SQL. | | Observability | Grafana + Prometheus | Real‑time alerts for data latency, model drift, and system health. | whynotbi haley reed dante colle malik delgaty exclusive