Plan your deployment
This section provides deployment options, cost estimates, and resource requirements for implementing Predictive Maintenance in your AWS environment.
Cost Breakdown
Monthly costs (us-east-1 region, 10K-50K vehicles):
| Service | Usage | Monthly Cost | Notes |
|---|---|---|---|
|
Amazon SageMaker Training |
ml.m5.xlarge, 4 hours/week |
$50 |
Weekly model training |
|
Amazon SageMaker Inference |
ml.m5.large, 2 instances |
$200 |
Daily batch transform jobs |
|
AWS Lambda |
5M invocations |
$10 |
Query, processing, alerts |
|
Amazon DynamoDB |
1M reads, 100K writes |
$5 |
Alert storage |
|
Amazon SNS |
10K notifications |
$0.50 |
Email and SMS alerts |
|
Amazon API Gateway |
1M requests |
$3.50 |
Alerts API |
|
AWS Step Functions |
10K executions |
$2.50 |
ML and filtering pipelines |
|
CloudWatch Logs |
20 GB/month |
$10 |
Logging and monitoring |
|
Total (10K vehicles) |
~$355 |
Scales with fleet size |
|
|
Total (50K vehicles) |
~$650 |
Higher Glue and SageMaker costs |
