Social media data can be difficult to collect due to security measures in place by individual companies. In addition to technological barriers, there are also ethical considerations to using social media data. You can read more about these issues here: Social Media Research: Ethical Guidance for Researchers at the University of Edinburgh
Below are datasets and tools to help you mine social media for raw data.
software intermediary that allows two applications to talk to each other