Memory Threshold issue

Hello,

I have a use case where i have to provide all record Id's and record name in Picker Field. Users can select from it. I have been fetching only id and name column from DB table . Now the records count is less ,so it is fine. But in future if I have more Records what would be the Best Approach I can take on this. 

Thanks in Advance!