Hi all,

I'm working on uploading a large set of CRM email IDs (~10 million) to 
Google Ads using the Customer Match API, following the official guide here: 
https://developers.google.com/google-ads/api/docs/remarketing/audience-segments/customer-match/get-started
.

Given the volume, I’ve split the data into 10 separate jobs with 1 million 
operations each. These *OfflineUserDataJobs* are submitted sequentially by 
my code. However, after a few jobs run successfully, I start encountering 
*CONCURRENT_MODIFICATION* errors. While I’ve implemented a retry mechanism, 
some jobs still fail intermittently.

Could you please advise on the best practices for efficiently and reliably 
uploading large datasets like this? I'm also looking for ways to speed up 
the overall process if possible.
Thanks in advance for your support!

Best regards,
Chetan Patil

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