Big data systems that respond in milliseconds are different from those who respond in minutes.
Big data usage is expanding in all sectors and industries, however, the tools and methodologies may vary significantly from one application to another application. The key factors when using big data are the type of data, data consistency, data availability, fault tolerance, the complexity of data, data schema, access frequency, and data security.
To put this in perspective, imagine a data scientist that build a query using desktop UI and run the query against static/cold data-set and check back the results in a few hours. Now you can compare this with multi data-center cloud application which has restricted access control, the data is rushing in and out through M2M (machine to machine) & APIs, most importantly at the same time multiple users need to run queries on 10’s of millions of records and they need to get an instant answer.
DUGAA Reflex is designed to handle real-world situations and provide real-time to low-latency feedback to multiple endpoints.
Millisecond*: System response time is measured by millisecond, for actual response time you need to add the network latency and your connection speed. The actual response time considering all factors might be increased to a few seconds. This speed still is considered to be a super fast response considering processing millions of records.
With DUGAA REFLEX Big-Data-Driven systems,
you are able to track every product,
every sub-component and every step
in the manufacturing and repair process.
DUGAA Reflex Comparison
DUGAA Reflex is not competing with or replacing your existing ERP, MES or other systems.
Through DUGAA API, you can bring your data from ERP, MES, and other systems to DUGAA Reflex. The data will be processed through DUGAA Limbo ™. Limbo is where the data gets sanitized. You will be amazed that how many errors, duplicates, mismatched data exists in any given ERP, MES and similar systems. DUGAA Limbo check file logical errors, duplicates across master ID, Serial numbers and more. After processing the data, Limbo pinpoints any errors in the blink of an eye and provides instructions and feedback to the admin staff about what the errors are and how to fix the errors.
When the data moves into DUGAA Reflex system, you can rest assured your data is in a correct format, there are no duplicates and most importantly, it will remain up to date.
Isolated vs Interconnected
Reflex is built ground up, cloud-first architecture with inter-connectivity at its core. Compare this with isolated desktop-first or desktop-only systems that were designed and built two or three decades ago where the Cloud was at its infancy. Today, companies may connect their systems one at a time using API's or third party solutions or sometimes manual export and import of data. This method may work but certainly is prone to error and have many limitations.