Architecture

Infrastructure designed
to outperform at any scale

We built PowerBargain on a distributed, event-driven backbone — purpose-built for the sub-50ms latency and petabyte throughput demands of modern AI-powered commerce.

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From raw signal to
actionable decision in milliseconds

Every event that enters PowerBargain travels through a precisely engineered pipeline — no black boxes, no unexplained latency.

Raw Signal Ingestion (Kafka, REST, CDC)
Schema Normalization
Enrichment & Joins
Feature Engineering Layer (Flink Streaming)
ML Model Inference (Orchestrated, Multi-Model)
Demand Forecast
Risk Score
Price Signal
Decision Ranking & Impact Estimation
REST / GraphQL API
Dashboard
Webhooks / Slack

Built on proven open standards,
hardened for production

Data Ingestion

Streaming First

Built on battle-tested open streaming infrastructure for reliable, high-throughput event processing at any volume.

Apache KafkaApache FlinkChange Data CapturegRPC
ML Infrastructure

Model Serving

Custom-built model orchestration layer that routes inference requests dynamically to minimize cost and latency simultaneously.

PyTorchXGBoostONNX RuntimeRay Serve
Storage & Compute

Hybrid Architecture

Hot/warm/cold data tiering with microsecond-latency reads for active inference and cost-optimized archival for historical training.

Apache IcebergClickHouseRedisPostgreSQL
APIs & Developer

Open by Design

REST and GraphQL APIs with full OpenAPI spec. SDKs for Python, Node, Java. Webhooks for push-based integrations.

REST APIGraphQLPython SDKNode SDK
Observability

Full Visibility

Every inference logged. Every decision tracked. Model performance dashboards, drift detection, and alerting all included.

OpenTelemetryPrometheusGrafanaPagerDuty
Security

Zero-Trust

Every internal service call authenticated. Secrets managed centrally. Network segmentation enforced at infrastructure level.

VaultmTLSOPASIEM

Performance benchmarks
that hold under load

Inference Latency (P-values)

P508ms
P9022ms
P9948ms
P99.994ms

Throughput by Tier

Starter500M events/mo
Growth5B events/mo
EnterpriseUnlimited

Deploy where your
data already lives

☁️

PowerBargain Cloud

Fully managed. Zero infrastructure overhead. Deploy in minutes. Ideal for teams moving fast without dedicated DevOps resources.

✓ Starter & Growth Plans
🏢

Private Cloud (VPC)

Run PowerBargain inside your own VPC on AWS, GCP, or Azure. Full network isolation. Your data never leaves your perimeter.

✓ Enterprise Plan
🖥️

On-Premises

For regulated industries with strict data residency requirements. Full deployment stack delivered as containerized workloads on your own hardware.

✓ Enterprise Plan (Custom)
Talk to Engineering

Want to go deeper on architecture?

Our solutions engineers can walk through a technical deep-dive tailored to your stack and data environment.