SaaS Platform Cost Reclamation
A video analytics SaaS was running large workloads on Amazon Web Services EKS. Out-of-control NAT Gateway processing charges and idle VM capacity were destroying their margins.
We replaced their legacy autoscaler with Karpenter, established Interface Endpoints to bypass NAT Gateways, and tuned JVM container lifecycle settings to migrate stateless apps to Spot instances.
Event-Driven Kafka Migration
A logistics platform was routing device tracking metrics directly into a centralized PostgreSQL database, causing intense write locks and API timeouts during peak delivery hours.
We decoupled their tracking ingest path using Apache Kafka brokers and implemented an asynchronous processing layer utilizing Akka Streams and Scala.
Low-Latency RAG Integration
An enterprise AI search client integrated third-party LLMs directly into their web servers. The average search returned in 4.5 seconds, and API token spend exceeded projections.
We built a semantic caching middleware layer, right-sized pgvector index parameters, and deployed open-source models using vLLM node groups on self-hosted Kubernetes.