A checklist for building clean, performant, and user-friendly Omni environments.
This checklist covers best practices for keeping your model clean and your environment intuitive to navigate for your entire organization. It draws on experience across many implementations and provides a helpful starting point.
Each section is split into must haves and nice to haves. If you have questions about anything not covered here, reach out to your Omni team.
Topics are generally small to ensure both usability and performance
Limited views are joined into each topic to keep them focused; use hidden, ignored, and field parameters to limit displayed fields
Topics are organized thematically using group_label on the field or topic level — avoid exposing raw schema naming
Database columns, tables, and topics use language familiar to users with label and description
Field names follow consistent naming conventions (e.g. not mixing total_sales, sales_sum, and sales)
Boolean fields are named appropriately (e.g. Is Returned not Returned)
No reference to date/time in time dimension groups to avoid “Date Date” field name issues
Ratios use measure1 / NULLIF(measure2, 0) to handle zero denominators
Value formats are used consistently across the model
Nice to haves
For new topics not yet fully built out, create an initial set of measures using point-and-click queries to avoid end users accidentally building from dimensions
There are no model validation errors in the shared model
Primary keys are unique and defined in all views
The base table of topics is the most granular, joining out with many_to_one or one_to_one joins; inner, cross, one_to_many, and many_to_many joins are generally not needed
All assumed relationships have been validated and replaced with actual relationships (assumed_many_to_one → many_to_one)
The relationships defined in the relationships file are correct by checking the cardinality of the tables
Omni field references (${field_name}) are used over raw table/column names to prevent duplication in your code
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