Providing software services and systems for data scientists, data engineers, data analysts and non-technical data project stakeholders to assist with intra-company collaboration and data science organizational requirements; providing software tools and services for data discovery, data observability, data application infrastructure, data transfer infrastructure, application monitoring, data analysis, and application deployment; providing online, non-downloadable software for machine learning, namely, software for use in searching, analyzing, integrating, managing, and reporting business data; providing analytics, namely, software for use in searching, analyzing, integrating, managing, and reporting business data; providing software tools and paradigms for application workflow visual creation, modification, templating, deployment, and monitoring by both technical and non-technical workers