Store, organise, back up, and serve every sensor reading across your estate. Cloud or on-prem. Hot, warm and cold tiers. REST and GraphQL APIs. The single source of truth between your sensors and every platform that queries them.
MUSA Data Management is the data warehouse that sits at the center of the MUSA pipeline. The Integrator pushes data here; View, Assistant, and analytics workloads pull from it. It is the single source of truth, every sensor reading, every calibration event, every submission receipt, stored, indexed, and available through APIs.
Deploy it as a managed cloud instance on GCP or Tencent Cloud, or run it on-premise for estates with air-gapped or low-latency requirements. The warehouse is regulation-aware out of the box: KLHK retention periods, audit logging, and data-lineage tracking are built in, not bolted on.
Every solution in the MUSA catalogue SISPEK stack emissions, SPARING wastewater, ISPU ambient air, carbon ledgers lands in Data Management first. From there, it is queried by View dashboards, Assistant agents, and third-party BI tools through the same REST and GraphQL endpoints.
Columnar storage engine optimised for environmental telemetry. Sub-second queries over billions of readings. Automatic partitioning by site, sensor, and time.
Hot tier keeps 18 months of full-resolution data. Warm tier rolls up to 5-minute aggregates for 5 years. Cold tier archives hourly data for 10+ years. Fully automatic lifecycle management.
Query any time range, any sensor, any site. REST for simple reads; GraphQL for complex, nested queries. Rate-limited, authenticated, auditable. MUSA View and Assistant are built on these APIs.
Continuous replication to a secondary region. Point-in-time recovery for any window. Automated integrity checks. KLHK requires 3-year retention, we archive 10+.
| Deployment | Managed cloud (GCP / Tencent) · Private cloud · On-prem (VM or bare-metal) |
| Storage engine | Columnar time-series (custom) · Relational metadata (PostgreSQL) |
| Ingestion | MQTT · HTTPS/REST · OPC-UA · Batch CSV/IMPORT |
| Query APIs | REST v2 · GraphQL · SQL (analytics workspace) |
| Retention (hot) | 18 months full resolution |
| Retention (warm) | 5 years at 5-min roll-ups |
| Retention (cold) | 10+ years compliance archive |
| Replication | Cross-region async · RPO < 5 min |
| Security | TLS 1.3 · AES-256 at rest · RBAC · SSO (SAML/OIDC) · Audit log |
| Compliance | GDPR-ready · Indonesian PDP Law compliant |
| Uptime SLA | 99.95% (managed cloud) |
Cloud project setup, tenant creation, security policies, network peering (if on-prem). Storage tiers sized to your sensor count and ingestion rate. Done in days, not months.
MUSA Integrator pairing, sensor registry population, data model mapping. Each stack, outfall, AQMS node and meter is registered with its metadata, location, and regulatory context.
Data quality checks, gap detection, calibration metadata import. We reconcile the first 30 days of data against source records to confirm completeness and accuracy.
Continuous monitoring, retention lifecycle management, quarterly compliance reconciliation. Add new sensors and sites without re-architecture. The warehouse grows with your estate.
