Ship Production-Ready AWS Infrastructure
In Minutes, Not Months

PCI compliance shouldn't be a six-month project. Tokenize cards at the edge, encrypt everything in transit and at rest, and generate audit trails automatically. Idempotent payment APIs that handle retries gracefully. Webhook delivery with exponential backoff and dead-letter queues for failed notifications. Whether you're a startup taking your first payment or a platform processing millions in GMV.

Production model serving without the Kubernetes PhD. Karpenter scales GPU nodes from zero to hundreds based on queue depth—pay only when you're inferencing. Spot instances for batch jobs, on-demand for latency-sensitive APIs. Model versioning with instant rollback, A/B traffic splitting for safe deployments, and automatic canary analysis. Serve transformers, diffusion models, or custom architectures with p99 latencies under 100ms.

Dashboards that refresh in milliseconds, not minutes. Stream events from Kafka into Druid with sub-second ingestion latency. Query billions of rows with SQL—filter, group, aggregate—and get results before your finger leaves the keyboard. Time-series rollups that keep storage costs flat while data grows exponentially. Perfect for product analytics, operational metrics, or customer-facing dashboards that need to feel instant.

Every customer gets isolation without you managing separate clusters. Row-level security at the data layer, namespace separation at compute, and a control plane that provisions new tenants in seconds. Noisy neighbor protection that guarantees SLAs. Usage metering piped to your billing system. Self-serve onboarding flows that spin up environments without tickets. Scale from your first 10 design partners to 10,000 enterprise customers on the same architecture.

Handle PHI without handling compliance headaches. Every service runs in isolated VPCs with no internet egress. Data encrypted with customer-managed keys—you control the envelope, AWS never sees plaintext. CloudTrail logs every API call, Macie scans for accidental PII exposure, GuardDuty watches for anomalies. Network architecture that auditors can diagram in five minutes. Built for the covered entities and business associates who'd rather focus on patient outcomes than audit remediation.

Millions of events per second without dropped messages. Kinesis handles the firehose, Flink processes streams with exactly-once semantics, and data lands in Druid queryable within seconds. Backpressure propagates gracefully—upstream systems slow down instead of losing data. Schema registry enforces contracts, handles evolution, and catches breaking changes before production. Late-arriving events? Watermarks and windowing handle that. Same pattern whether it's clickstreams, financial transactions, or telemetry.

Peak traffic that scales itself. Serverless checkout flows handle 100k concurrent carts without pre-warming. DynamoDB transactions guarantee inventory accuracy—no overselling, no race conditions. OpenSearch powers faceted search that actually finds what customers want. ElastiCache keeps session state hot and cart abandonment emails trigger automatically. CloudFront serves your storefront from 400+ edge locations. Architecture that handles flash sales and Black Friday without paging anyone.

The internal platform your engineers will actually use. Backstage gives them a service catalog and golden paths for new projects. ArgoCD syncs every environment from Git—no more 'it works on my machine.' Preview environments spin up per PR and tear down on merge. Crossplane provisions cloud resources through Kubernetes manifests. Vault rotates secrets automatically. Cost attribution tags every resource to a team and service. Turn your platform team into force multipliers.

Your LLM, grounded in your data. Chunk documents intelligently—respect paragraph boundaries, overlap for context, metadata for filtering. Generate embeddings with Bedrock or bring your own. Store vectors in OpenSearch with HNSW indexing for sub-50ms retrieval. Hybrid search combines semantic similarity with keyword matching for better recall. Retrieved context includes source citations so users can verify. Build support bots that know your docs, research assistants that search your corpus, or copilots that understand your codebase.

Decouple services without distributed monolith hell. EventBridge routes events by pattern—services subscribe to what they care about. SQS buffers load spikes, SNS fans out to multiple consumers, Step Functions orchestrate complex workflows with built-in retry and error handling. Dead letter queues catch failures for investigation. X-Ray traces requests across service boundaries. Schema registry keeps producers and consumers in sync. Event sourcing patterns that let you replay history and rebuild state from scratch.