# Dual-Path IoT Processing Patterns AWS Has Published New Reference Architecture By Adam Harrie | Written with AI assistance | Published 2026-08-03 | Tech Source: Trend Hunter, https://www.trendhunter.com/trends/Reference-Architecture References: [iottechnews](https://iottechnews.com/news/aws-pairs-nb-iot-ingestion-with-bedrock-iot-query-tools/) & [aws.amazon](https://aws.amazon.com/blogs/iot/architect-a-dual-path-iot-conversation-analytics-solution-on-aws/?tag=trenhunt0f-20)  [Amazon Web Services](https://www.trendhunter.com/trends/aws-uber) published a reference architecture that combines NB-IoT and LoRaWAN ingestion with a dual-path telemetry pipeline for real-time streaming and batch analytics. The design routes device data through AWS IoT Core into Kinesis for immediate processing and Firehose and Amazon S3 for historical analysis, with [Apache](https://www.trendhunter.com/trends/cloudera) Flink supporting stateful anomaly detection. NB-IoT traffic arrives through cellular partners using lightweight protocols, while LoRaWAN devices forward base64-encoded payloads that Lambda functions convert into JSON. The architecture also uses AWS Glue for ETL and cataloguing, Amazon Timestream for InfluxDB 3 for low-latency time-series queries, and Amazon [Bedrock](https://www.trendhunter.com/trends/bedrock-agentcore) AgentCore with Titan embeddings to translate natural-language requests into Athena SQL. For operators, the model provides a shared ingestion layer for immediate alerts and long-term maintenance insights. However, device-specific decoders, the lack of a native Flink sink for InfluxDB and dependence on accurate Glue metadata highlight the integration work required for production deployments. Image Credit: Shutterstock/deepshine ## Trend Insights (Trend Hunter) - Score: 6.4/10 - Popularity: 48% | Activity: 60% | Freshness: 85% - Audience gender: 50% men, 50% women - Primary generations: Millennial, Gen X - Top markets: North America, Europe, Asia ## Categories [Trend Hunter](https://www.trendhunter.com/trends) > [Tech](https://www.trendhunter.com/tech) > [Computers](https://www.trendhunter.com/computers) ## Key Themes ### Why This Trend Is Growing - **Dual-path Telemetry:** Real-time and batch data pipelines are converging into shared IoT architectures that support immediate anomaly detection alongside long-term operational intelligence. - **Natural-language Analytics:** Conversational interfaces connected to data lakes and SQL engines create new ways for nontechnical teams to query industrial telemetry without relying on specialist analysts. - **Hybrid Iot Connectivity:** Combined NB-IoT and LoRaWAN ingestion patterns expand deployment flexibility for distributed device networks across dense urban, remote, and low-power environments. ### Industries Being Reshaped - **Cloud Computing:** Managed streaming, storage, ETL, and AI services are reshaping cloud platforms into integrated control planes for large-scale IoT data operations. - **Telecommunications:** Cellular IoT partnerships gain strategic importance as NB-IoT traffic becomes part of unified enterprise telemetry pipelines spanning multiple connectivity standards. - **Industrial Automation:** Stateful anomaly detection and time-series analytics strengthen predictive maintenance models for factories, utilities, and asset-intensive operations. ## Related on Trend Hunter - [AI-Powered Predictive Maintenance Tools](https://www.trendhunter.com/trends/predictive-maintenance.md) - [AI-Accelerated Delivery Systems](https://www.trendhunter.com/trends/aws-uber.md) - [Edge AI IoT Devices](https://www.trendhunter.com/trends/genio-and-tis-series.md) - [Agentic AI Toolkits](https://www.trendhunter.com/trends/aws-agentic-ai.md) - [IoT Application Enablement Platforms](https://www.trendhunter.com/trends/delphi360-platform.md) - [Unified Monitoring Platforms Rise](https://www.trendhunter.com/trends/unified-dcim.md) - [AI-Powered Production Ecosystems](https://www.trendhunter.com/trends/dualboot-partners.md) - [AI-Powered Seller Dashboards](https://www.trendhunter.com/trends/amazon-canvas.md) - [AI-Driven Consulting Services](https://www.trendhunter.com/trends/ai-powered-consulting.md)