--- title: "Connectivity and Data Sources" slug: "building-an-architecture-diagram" updated: 2026-04-01T18:19:12Z published: 2026-04-01T18:19:12Z canonical: "docs.sightmachine.com/building-an-architecture-diagram" --- > ## Documentation Index > Fetch the complete documentation index at: https://docs.sightmachine.com/llms.txt > Use this file to discover all available pages before exploring further. # Connectivity and Data Sources ## Data Sources: Initial Review - Identify which data sources are streaming in FTX and/or stored in Kafka - Determine what tags exist within each data source - Conduct a gap analysis between current data and the data needed to support defined use cases - Evaluate whether additional client data sources are required for completeness ## Building an Architecture Diagram - Building a Diagram helps clarify which data sources are accessible and how the data is being retrieved - Having specific IPs/hostnames and source systems makes it easier for support or other members of the services team to pick up an account. 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) More guidelines on connectivity can be found [here](https://drive.google.com/file/d/1_xAWuUN9hIBkK0O4mnboqsEkpmUjbPUw/view?usp=share_link). ### Reviewing Sample Data - Sample data, if available is useful for reviewing before configuration of data acquisition pipelines in FactoryTX - Samples should be kept in an archive and reviewed for all elements of the data readiness assessment ### Process Area Investigation In addition to data sources, artifacts of process areas should be reviewed to build a clear understanding of how factory floor operations function end to end. The preferred approach is an on-site plant visit. When that is not possible, relevant offline artifacts can include: - Process flow diagrams - Facility layout schematics - Video footage of the production line in operation