At YourTrove, a lot of what we do involves ingesting social content via APIs and then regularizing that data within our system. For a lot of data, this is pretty straightforward. For example, while Facebook and Flickr might return different meta data, or name fields differently, no one disagrees that a photo is a photo. This is true for essentially all uploaded binary user generated content.
Google has beta released its new Cloud AI Platform Pipelines. It allows developers to deploy robust, repeatable ML pipelines that include monitoring, auditing, version tracking, and reproducibility. Google has specifically designed the offering to be enterprise-ready, simple to install, and secure.
Map mashups continue to mature in terms of sophistication and functionality, providing end users with an ever-expanding set of tools and applications. As a result, the intersection between traditional geospatial data and these new mashups requires well defined ways to transfer, distribute, and consume geospatial data in a web-friendly way.