Alternatives to Wood Pulp for Paper Making
The pulp can be sourced from different materials, while wood remains the predominantly known source, in public discourse. Most of the producers are open to exploring non-wood alternatives for pulp making.
Data Architectures are becoming complex day by day as the complexity of the data is increasing. The complexity of the data arises from the fact that organizations today, use different data for different applications even if the source of the data remains the same.
There is operational data serving the real time data needs and then there can be analytical data which is used for the machine learning algorithms.
With the large amount of data coming in from various industries it becomes challenging as the overhead of maintaining separate stores can outweigh the benefits of the data being received.
By having all of the data in one location on the cloud, one can get real time access to the data for the operational and analytical needs. This leads to simpler data governance with low setup and maintenance cost and no unnecessary movement or migration of data. This is what Data Convergence is in a nutshell.
We receive a large amount of data from numerous customers through the eLIXA box setup in the plants across different industries. The eLIXA sends this data via IOT hub over to the cloud (Azure). The volume of data received from one of these boxes can range from 1-4 data packets sent per minute. This data is then ingested to the SQL Server hosted on cloud via a combination of Azure Stream Analytics and http triggered functions.
This data is stored in same location for all the users which makes it easier to pull the real time data for different customers on the dashboard efficiently and effectively. Since we have minute by minute data from n number of plants and n number of data points are being received, the complexity increases. If we go on segregating the data into different data stores that will bring upon a huge burden onto the resources. This will force us to spend many on acquiring the resources to fulfill the needs of our applications. Hence the cost goes high and high as more and more customers are added to the portfolio.