Pachyderm Migrations

New versions of Pachyderm often require a migration for some or all of the on disk objects which persist Pachyderm’s metadata for commits, jobs, etc. This document describes how Pachyderm migration works and the best practices surrounding it.

How To Migrate

As of 1.7, Pachyderm’s migration works by extracting objects into a stream of API requests, and replaying those requests onto the newer version of pachd. This process happens automatically using Kubernetes’ “rolling update” functionality. All you need to do is upgrade Pachyderm (with pachctl deploy) as further described here. Generally, you will need to:

  1. Have version 1.6.10 or later of Pachyderm up and running in Kubernetes.
  2. (Optional, but recommended) Create a backup of your cluster state with pachctl extract (see below).
  3. Upgrade pachctl (see here for more details).
  4. Run pachctl deploy ... with whatever arguments you used to deploy Pachyderm previously.

While the migration is running, you will see 2 pachd pods running, the one that was already running and the new one. The original pachd pod (deployed with the previous version of Pachyderm) will still respond to requests. However, write operations will race with the migration and may not make it to the new cluster. Thus, you should make sure that all external processes that write data to repos (i.e., calls to put-file) or create new pipelines are turned down before migration begins. You don’t need to worry about pipelines running during the migration process.


It is highly recommended that you backup your cluster before you perform a migration. This is accomplished with the pachctl extract command. Running this command will generate a stream of API requests, similar to the stream used by migration above. This stream can then be used to reconstruct your cluster by running pachctl restore. See the docs for pachctl extract and pachctl restore for further usage.

Before You Migrate 1.6.x to 1.7.x+

1.7 is the first Pachyderm version to support extract and restore which are necessary for migration. To bridge the gap to previous Pachyderm versions, we’ve made a final 1.6 release, 1.6.10, which backports the extract and restore functionality to the 1.6 series of releases. 1.6.10 requires no migration from other 1.6.x versions. You can simply pachctl undeploy and then pachctl deploy after upgrading pachctl to version 1.6.10. After 1.6.10 is deployed you should make a backup using pachctl extract and then upgrade pachctl again, to 1.7.0. Finally you can pachctl deploy ... with pachctl 1.7.0 to trigger the migration.