The document discusses challenges with big data including its large size and complexity. It advocates for new approaches to work with data including visualizing data dynamics over time. Semantic data models and automated analysis of dependencies are needed to understand problems and their causality chains. Chatbots are proposed as a way to interact with monitoring tools by talking to machines like a human through natural language conversations. Advanced natural language processing is required for chatbots to be based on knowledge and guide interactions proactively.