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 Data Consistency Month over Month

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Seth Graddy's profile image
Seth Graddy posted Fri November 21, 2025 11:29 AM

I'm seeing project names change month-over-month in my Apptio dashboard (extra spaces, minor variations), but the Project IDs stay consistent across all months. For example, "Marketing Campaign" in January appears as "Marketing-campaign " in February, but both have the same Project ID (12345). This is affecting my month-over-month comparison, It is leading to separate rows in my report tables for the same project. Any suggestions on the best approach?

Kory Schutz's profile image
Kory Schutz  Best Answer

We realized this necessity for data consistency in reports so we use an authoritative list of projects.  We load the data every month as an ad hoc (as often as you need), effectively overwriting any previous version with the most recent version.  Then we created lookups against that table for parameters like Project Name, so there is only one value provided for any data source (GL, Purchase Orders, CMDB, etc)  that might contain the project name.  This ensures that reports only display the most recent version for the project name.  This method works for any meta data coming from list of Cost Centers, or Applications too.

Mark Reid's profile image
Mark Reid

Thanks for the question, Seth!

Using a lookup into a normalization table, as suggested by @Kory Schutz, is a great way to handle sanitizing data that may vary over time.

More details on using the Lookup() function can be found at the below IBM Documentation article:

https://www.ibm.com/docs/en/apptio-commercial/tbm-studio/saas?topic=functions-lookup-function