The scholarly conversation is where academics, scholars, researchers, and students share their research and writing through publishing, social media, conferences, etc. They make their findings accessible to the wider academic community and the world in general.
In other words, the scholarly conversation includes you. Whether you are writing a research paper for a course or sharing your work with the world, you are now engaging in academic discourse.