# How do you troubleshoot missing or inconsistent source records in Adverity?

Adverity has been great for centralizing multiple data sources, automating extraction and scheduling, and simplifying ingestion and transformation for large volumes of data. One challenge is that troubleshooting data issues like missing or inconsistent records can take extra time when detailed debugging info is limited. generally I check the pipelines created in adobe for data extraction and check the target system to check data consistency.

##### Post Metadata
- Posted at: 5 days ago
- Author title: Data engineer
- Net upvotes: 1



## Related Product
[Adverity](https://www.g2.com/products/adverity/reviews)

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