The client used various softwares and tools for their business, so critical business data was dispersed across various platforms, blocking seamless decision-making. Key data sources included internal recruitment and people management data (greenhouse, lever, hibob), lead generation data (Hubspot , Salesforce) business development information from Jira, customer support data (Freshdesk, Freshchat) and web traffic data from Google Analytics. The focus was on creating a unified data warehouse that would serve as a centralized repository.