I built a tool for this, hopefully you are still interested in mongodb
During development time, you can capture changes, such as export collection/subset of documents, capture indexes, establish migrations (gierld renames, etc).
`docuflow export mongodb://localhost:27017/mydb -c users -q '{"status":"active"}'`
Then you can apply all changes within CI/CD
`docuflow import mongodb://localhost:27017/proddb`

I built a tool similar to liquibase. During development time, you can capture changes - export collection/subset of documents, capture indexes, establish migrations (gierld renames, etc). `docuflow export mongodb://localhost:27017/mydb -c users -q '{"status":"active"}'`
Then you can apply all changes within CI/CD
`docuflow import mongodb://localhost:27017/proddb`