Most platforms have mechanisms for reporting inappropriate behavior. If you witness or are a victim of harassment, don't hesitate to use these tools.
: A statement on the results of further violations (e.g., further disciplinary action). intip abg mandi updated
Local NGOs report that the market’s upgraded facilities have become a hub for —from post‑harvest handling to digital literacy—benefiting over 3,500 residents in the first year alone. Local NGOs report that the market’s upgraded facilities
| Layer | Recommended Tech | Reason | |-------|------------------|--------| | | Python 3.11 + Celery (beat) or Node.js + BullMQ | Mature scheduling, easy retry/back‑off handling. | | Message Queue | RabbitMQ or Kafka (if you expect >10 k messages/min) | Decouples ingestion from downstream processing, guarantees delivery. | | Normalization / Storage | PostgreSQL with TimescaleDB extension (hypertable) | Handles both relational look‑ups (mandi, commodity) and high‑velocity time series. | | API Layer | FastAPI (Python) or NestJS (Node) | Auto‑generated OpenAPI docs, high performance. | | Dashboard | React + MUI + Recharts / Highcharts + Mapbox GL | Rich interactive UI, map integration, responsive design. | | Auth / Alerts | Auth0 or Keycloak for JWT; Firebase Cloud Messaging or Twilio for push/SMS/WhatsApp. | | Infrastructure | Docker + Kubernetes (auto‑scale) or simple Docker‑Compose for a MVP. | Cloud‑agnostic, easy CI/CD. | | CI/CD | GitHub Actions + Docker Hub + Helm charts. | Automated testing & rollouts. | | Monitoring | Prometheus + Grafana; log aggregation via Loki or ELK. | Observe ingestion latency, API health, alert delivery. | | | Normalization / Storage | PostgreSQL with