AWS IoT Analytics
Major Constituents of AWS IoT Analytics
Channel: Collects raw messages from MQTT topics.
Pipeline: Processes messages, applying transformations and enrichments.
Data Store: Scalable repository for processed messages.
Data Set: Facilitates data retrieval, supporting SQL and container data sets.
AWS IoT Analytics Functions
Data Collection Real-time ingestion of data from IoT devices through MQTT topics and HTTP sources.
Data Processing Utilizes AWS Lambda functions to cleanse, filter, and transform data, addressing missing values and outliers.
Time-series Storage Stores processed and raw data in an optimized time-series data store, facilitating faster retrieval and analysis.
Ad-hoc SQL Queries Enables users to run on-the-fly SQL queries for extracting insights from the data store.
Jupyter Notebooks Integration Supports hosted Jupyter Notebooks for advanced analytics, machine learning, and statistical analysis.
Data Visualization Integrates with Amazon QuickSight for creating interactive dashboards and visualizing data sets.
Predictive Maintenance Provides templates for building models to predict device failures, facilitating proactive maintenance.
Proactive Replenishing Monitors inventories in real time, enabling timely reordering of supplies based on data analysis.
Process Efficiency Scoring Constantly monitors and evaluates the efficiency of various processes, allowing for continuous improvement.
Smart Agriculture Enriches IoT device data with contextual metadata for precision agriculture, optimizing resource usage.
Delta Windows Utilizes user-defined, non-overlapping time intervals for creating and analyzing data sets with new arrivals.
Container Data Sets Automates analysis by combining SQL data sets, Docker containers, and schedule triggers for result generation.
Security: Implements robust security protocols for device authentication and data encryption.
AWS IoT Core Integration: Fully integrates with AWS IoT Core, ensuring seamless communication with connected devices.
API Support: Offers APIs for integration with external sources, allowing data ingestion from any internet-connected device or service.
AWS IoT Analytics Console: Provides a user-friendly console for configuring, monitoring, and visualizing analytics components.
Learn more: https://aws.amazon.com/iot-analytics/