To integrate with multiple databases, legacy, new systems and not to impede speed or integrity of business operations. Consider real- time capabilities of Change Data Capture, loading on premise and Cloud systems, and to work in concert with larger business processes.
Establish processes for cleansing errors and loading correct data. Ensure data consistency and integrity across systems. Incorporate tracking and auditing mechanisms on data changes.
Data governance will mandate correct use and policies for corporate data. This process helps reduce, and eventually eliminate data errors.
Determine which data is relevant to business initiatives- not just all your data! Establish a plan to transform that data for actionable use. Engage data experts to formulate o data strategy, accelerate and jump start the data integration projects.