Operations overview
Maintenance posture, monthly budget allocation, and unresolved anomalies — April 2026.
Total machines
28
across 4 functional groups
Maintenance due soon
25
DUE_SOON · 7d window
Budget this month
R$242.092
8 cost centers · 202604
Flagged alerts
8
UNREVIEWED
Budget allocation by cost center
Planned spend · BRL · month 202604
Maintenance status
Distribution across 28 machines
28
Machines
Maintenance backlog
Machines past due or due within 7 days, sorted by urgency
| Machine | Type | Line | Days | Status |
|---|---|---|---|---|
| 5 | Producao | both | 0d | DUE_SOON |
| 1 | Logistica | both | +2d | DUE_SOON |
| 24 | Producao | pao_de_mel | +4d | DUE_SOON |
| 11 | Embalagem | both | +5d | DUE_SOON |
| 7 | Producao | both | +6d | DUE_SOON |
| 9 | Producao | both | +7d | DUE_SOON |
| 22 | Producao | both | +7d | DUE_SOON |
| 15 | Embalagem | both | +12d | DUE_SOON |
Top anomalies
Pending review · sorted by deviation
RH · R$ 66.602,50
vs μ R$ 25.065,10
+66%
Impostos · R$ 16.130,00
vs μ R$ 6.178,57
+61%
Producao · R$ 426.900,00
vs μ R$ 170.493,00
+50%
Impostos · R$ 14.757,50
vs μ R$ 6.178,57
+39%
Project
ADR · 2026-04
Anomaly detection is rule-based by design — zero labeled history makes ML inappropriate here.
Factory Data Platform
Portfolio project · Apr 2026
Built for a Brazilian confectionery manufacturer operating 28 documented machines across two product lines. All controls previously ran on paper.
Stack
Kafka
Redis
BigQuery
dbt
Airflow
FastAPI
Docker
lakehouselakehouse.albuqr.com
monitortransaction-monitor.albuqr.com
apiplatform-api.albuqr.com
Data sources & known gaps
Documented, not fabricated
✓
Equipment
28 named and documented machines out of a larger fleet — remaining machines lack identification records.
✓
Budget
8 cost centers, real monthly allocations from DRE spreadsheet.
✗
Actuals
Source transactions had no cost center mapping — variance data unavailable. Documented, not fabricated.
✓
Alerts
Real-time Kafka pipeline, rule-based detection at 20% deviation threshold.