I am building a SaaS called "CleanShift," a cleaning scheduler for vacation rentals. Initially, it was intended for use by a single management company, but to allow multiple cleaning companies to use ...

This book is for data analysts, business analysts, data scientists, data engineers, or Python developers who want practical Python recipes for time series analysis and forecasting techniques.

Streamlit UI ↓ LangGraph Supervisor ├── Validation Agent → DB tools (customer/order checks) ├── Policy Agent → FAISS + tier rules + refund calculator └── Communication Agent → Gmail templates + audit ...

Through bulk inserts, the normalized records are saved to a local SQLite database (SQLAlchemy ORM) so that the detector and dashboard can be run repeatedly on a consistent metric history. 3.3 Layer 2: ...