Micro-services Architecture for Machine learning modules

Data Acquisition and working in machine learning is a challenge. Most of the companies are collecting data of customers, sales or employees from enterprise resource planning(ERP) and customer relationship management(CRM). Each tools collects data in its own ways which provides unstructured or semi-structured or structured data for consolidation stage. There are lots of variety of data in huge scale for processing. This heterogeneity of data is a roadblock during integration and understanding meaningful insight.