Here is a apoIO Tech Talk on OSIsoft Conference PIWorld 2018 The Presentation page : https://www.osisoft.com/Presentations/DataOps-toolchain-for-Continuous-Control-Monitoring/ The presentation is also available in a White Paper version: White-Paper-apoIO-DataOps-toolchain-for-Continuous-Control-Monitoring Here is the presentation file: UC18EU-apoIO-Sepehr-DataOps-toolchain-for-Continuous-Control-Monitoring And finally, the Github init project Data Exploration for PI System : https://github.com/msepehr/pi-data-exploration
An article about "Centralised Public Cloud versus Edge Computing versus Micro Data Centers" by apoIO: https://www.linkedin.com/pulse/centralised-public-cloud-versus-edge-computing-micro-data-sepehr/

15.10.2015
OSIsoft User Conference : PI Connectors
PI Connectors are new system of records of PI System, the New Generation of PI Interface. It can auto-created AF Elements, generate Event Frames. Several connectors are already available: OPC, DNP3, UFL, etc. The whole PI Connector uses PI Coresight as administration Tool, so it is fully web based. The configuration seems really easy. It is possible to connect small sophisticated devices into PI Connector as RasberryPI.

Those of you who have already the chance of integrating a huge amount of data as Smart Meters have already faced situations when the Data is too huge to consider it with sample data and extrapole it to the whole flow rate.
It is also the case whenever your data is not perfect. And most of the time, your data is not what you expected, the data is not perfect. The sensors are not perfect, receiving SMS or radio data is never perfect.
You need to know better your data quality speaking or quantity speaking. You will need to control its consistency.
But the process data will not make it alone. We will need to use other tools: Analytics and Statistics are our friends. You will make your own specific program or integrate a Business Intelligence tool or
But how to make a real communication, efficiently, between your data and tools.
For the PI System, there is one solution to help the CIO, Business Analyst and IT Engineers to communicate around the process data and the calculated data.
The Data Wrangling : data cleaning matters.
PI Integrator is the solution that helps interact massively.
But is not miracle, we will not to practice, involve scientists to understand the business analysts and work together including IT Team.

The OSIsoft EMEA Users Conference - Prague 2015 began with one target :
We can help you to transform your Data to Intelligence : Data > Information > Intelligence.
One direction to achieve that goal: to manage some Data Driven Decision Making Organization.