Hi folks! A search for Write Audit Publish on open table formats led me here. Curious what people’s opinions are with versioned data • use Iceberg with the built in WAP pattern, vs • use Delta tables with OSS lakeFS

Hey @Christina, welcome! Using lakeFS, implementing a Write-Audit-Publish pattern is a no-brainer: you would simply create a branch, write to it, verify the data, and then merge to the main branch. This is independent of the question of which format to choose, Delta or Iceberg, both of which are supported by lakeFS.

for WAP alone, it seems that we can do it without lakeFS... the same is not true for Delta