what software exists to aggregate, store and analyze process manufacturing sensor data
There are several software solutions available for aggregating, storing, and analyzing process manufacturing sensor data. These solutions cater to various needs, from data collection and storage to advanced analytics and visualization. Here are some popular options:

### 1. **SCADA Systems**
- **Wonderware (AVEVA)**
- **Ignition by Inductive Automation**
- **Siemens WinCC**
- **GE Digital iFIX**
  
These systems are designed for real-time monitoring and control of industrial processes. They often include features for data aggregation, visualization, and basic analytics.

### 2. **Data Historians**
- **OSIsoft PI System**
- **Aspen InfoPlus.21 (IP.21)**
- **Honeywell Process Historian Database (PHD)**

Data historians are specialized databases that collect and store time-series data from sensors and other sources. They are optimized for high-speed data ingestion and retrieval.

### 3. **Industrial IoT Platforms**
- **Microsoft Azure IoT**
- **Amazon Web Services (AWS) IoT**
- **IBM Watson IoT**
- **Siemens MindSphere**

These platforms provide tools for connecting devices, aggregating data, and performing analytics. They often include machine learning capabilities for predictive maintenance and optimization.

### 4. **Big Data Solutions**
- **Apache Hadoop**
- **Apache Spark**
- **Cloudera**
- **Google BigQuery**

These platforms can handle large volumes of data and are suitable for advanced
 There are several software solutions available for aggregating, storing, and analyzing process manufacturing sensor data. Here are a few examples:

1. OSIsoft PI System: This is a suite of software products that includes data historians, event frames, and analytics tools for collecting, storing, and analyzing real-time data from industrial processes.
2. GE Digital's Predix Asset Performance Management (APM): This software provides predictive and prescriptive maintenance capabilities by analyzing sensor data from industrial equipment.
3. Honeywell Uniformance PHD: This software collects, stores, and replays historical and continuous plant process data, allowing users to perform advanced analysis and reporting.
4. Rockwell Automation FactoryTalk Historian SE: This software provides a centralized data repository for storing and analyzing plant-wide production and process data.
5. Siemens Simatic Information Server: This software provides real-time and historical data analysis for manufacturing processes, enabling users to optimize production and improve quality.
6. PTC ThingWorx: This software provides an industrial IoT platform for collecting, storing, and analyzing data from sensors and machines, enabling users to build applications for predictive maintenance, asset performance management, and more.
7. SAP Manufacturing Integration and Intelligence (MII): This software provides real-time visibility into manufacturing operations by integrating