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bundle: record and read deployment state via DMS - #6094

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bundle: record and read deployment state via DMS#6094
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@shreyas-goenka

@shreyas-goenka shreyas-goenka commented Jul 29, 2026

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This PR adds support for using DMS for deployments purely in an opt-in manner. This feature can only be used for new deployments to start with.

This PR does not include state upgrade to make DMS opt-in robust. That'll be added when this feature truely goes into private preview.

…d IDs

Wire the direct engine into the Deployment Metadata Service (DMS) so that a
`record_deployment_history`-enabled bundle records each deploy/destroy as a
version and can read its resource state back from DMS.

The deployment ID is now assigned by the server: the first deploy calls
CreateDeployment with an empty ID, reads the assigned ID back from the response,
and persists it in the direct-engine state header (Header.DeploymentID). Later
deploys pass the stored ID back, so a bundle maps one-to-one to a DMS deployment
even after the local cache is deleted (the ID rides along in the
workspace-synced state file).

- libs/dms: Recorder creates the deployment (server-assigned ID) + version,
  heartbeats the lease, completes it, and deletes the deployment on destroy.
- bundle/direct: operationRecorder reports each applied resource operation;
  the wire resource_key drops the CLI-internal "resources." prefix.
- bundle/direct/dstate: Open takes a DMS client and overlays DMS resource state
  when DMS holds a successful version; deployment ID persisted in the header.
- bundle/phases: create the version after plan approval, complete it under the
  lock, record operations during apply.
- libs/testserver: stateful fake DMS (deployments/versions/operations/resources)
  with server-generated IDs; acceptance test covers deploy, cache-loss redeploy,
  and destroy.

Co-authored-by: Isaac
The read overlay decided whether DMS owns a deployment's state by listing
versions and scanning for a successful one. The deployment now exposes
last_successful_version_id directly, so a single GetDeployment answers the
same question — no version listing.

The field is still stage:DEVELOPMENT in the proto and therefore stripped from
the generated SDK, so this reads the deployment via a raw GET into a local
struct as a temporary stub. Once the field is promoted to PRIVATE_PREVIEW and
regenerated, the raw call collapses to client.GetDeployment(...).
LastSuccessfulVersionId and the threaded config argument goes away (see the
TODO in deploymentHasSuccessfulVersion).

The testserver's GetDeployment now serves last_successful_version_id (tracked
on version completion), and the now-unused ListVersions fake is removed.

Co-authored-by: Isaac
Five fixes to the DMS state recording added in #6052:

1. The fake DMS server dropped last_successful_version_id. GetDeployment
   serialized the response through a struct embedding
   bundledeployments.Deployment, whose promoted MarshalJSON silently
   discards sibling fields. The CLI reads a missing value as "DMS does not
   own the state", so the entire read/overlay path (overlayDMSState,
   fetchDeploymentResources, deploymentHasSuccessfulVersion) never ran in
   any test. Serialize through a map instead, and unit-test the shape.

2. A bundle with no resources leaked a deployment record per deploy. Such
   a deploy writes no WAL entries, and the state file was only persisted
   when the WAL carried entries, so the server-assigned deployment ID was
   dropped and the next deploy created a second deployment. Track a dirty
   header so Finalize persists an ID change on its own. A header-only WAL
   that changed nothing still skips the write, keeping the serial in step
   (acceptance/bundle/deploy/wal/header-only-wal).

3. Deploy after destroy failed permanently. A successful destroy deletes
   the deployment record but leaves its ID in local state, so the next
   deploy's GetDeployment 404'd and the error was fatal — unrecoverable on
   retry. Treat a missing deployment as "create a new one"; any other read
   error stays fatal.

4. The overlay dropped depends_on. DMS does not record dependency edges,
   so replacing local state with DMS resources lost them, affecting delete
   ordering, the apply graph, and --select expansion. Carry depends_on over
   from the local entry. Masked by (1) until now.

5. Recording bypassed secret redaction. dstate.SaveState redacts
   bundle:"sensitive" fields before writing state, but the operation
   recorder marshalled raw, so a secret would be sent to DMS in plaintext
   and read back into local state. Route through
   structwalk.RedactSensitiveFields. Latent today: no resource state type
   carries a sensitive field yet.

Adds acceptance coverage for deploy-destroy-deploy and for a bundle with
no resources, both of which now exercise the read path (visible as
GET .../resources in the recorded requests).

Co-authored-by: Isaac
Recording an operation with the deployment metadata service used to happen
inline on the apply worker, so every resource paid a CreateOperation round
trip before the worker moved on to the next one.

Queue the operations instead and upload them from a small pool of background
workers (operationQueue, in the new opqueue.go). The queue holds resource keys
rather than operations, so an operation recorded for a resource that is still
waiting replaces the queued one: DMS keeps one state per resource key, so the
later operation supersedes the earlier one and a single request records both.
This is best effort - only operations that no worker has picked up yet are
coalesced.

Uploads are not fire-and-forget. Apply drains the queue before returning and
reports the first failure, because a version that completes successfully makes
DMS authoritative for resource state; dropping an operation would leave DMS
with an incomplete resource set and the next deploy would plan to create
resources that already exist.

At most one upload per resource key runs at a time, so the last operation
recorded for a resource is also the last one the service sees.

Co-authored-by: Isaac
Recording deployment history is implemented end to end, but it cannot be
exposed to users yet: enabling it makes the deployment metadata service the
source of truth for resource state, and there is no upgrade path from an
existing direct-engine state file to a DMS-owned one. Setting the flag is
now an error.

DATABRICKS_BUNDLE_ENABLE_RECORD_DEPLOYMENT_HISTORY lifts the error so the
CLI's own acceptance tests and DMS development can exercise the feature
until the direct state upgrade lands.

Co-authored-by: Isaac
DATABRICKS_BUNDLE_ENABLE_RECORD_DEPLOYMENT_HISTORY read as if it were the
switch that turns the feature on. It is not: the flag in databricks.yml does
that, and this variable only permits the flag to be set while the feature is
gated off. Name it DATABRICKS_BUNDLE_FORCE_ALLOW_RECORD_DEPLOYMENT_HISTORY.

Co-authored-by: Isaac
Replace the blanket gate on experimental.record_deployment_history with a
narrower check in dstate.DeploymentState.Open: recording is refused only when
the state file already tracks deployed resources that DMS does not know about.

Once DMS holds a successful version it is authoritative for resource state even
when its resource set is empty, so adopting a state file written by a CLI that
predates DMS would make already-owned resources look absent and create them a
second time. A state file that DMS already owns is fine, and so is one with no
resources (e.g. left behind by a destroy), which is what makes the error's
destroy-and-redeploy advice work.

The check keys off len(State) rather than the file existing because destroy
leaves resources.json in place with an empty resource set.

This drops validate.ValidateRecordDeploymentHistory and the
DATABRICKS_BUNDLE_FORCE_ALLOW_RECORD_DEPLOYMENT_HISTORY escape hatch, which are
no longer needed. Upgrading an existing state in place (state v3 with a feature
flag plus per-resource tombstones so older clients refuse the state) is left as
a TODO.

Co-authored-by: Isaac
The concurrent-producer test tripped three linters:

- modernize/revive want wg.Go instead of wg.Add + go func + defer wg.Done.
- testifylint's go-require flags recordState, which calls require inside the
  spawned goroutines. testify assertions may only run on the goroutine running
  the test function.

Record inline and send each error to a buffered channel that the test goroutine
drains after wg.Wait, so the assertions stay on the test goroutine.

Co-authored-by: Isaac
The operation queue collapses repeated writes to the same resource key by
replacing the queued operation wholesale, so a create followed by an update
was uploaded as an update. That tells DMS the resource already existed before
this deploy, when in fact this deploy created it.

Merge the actions instead: the state uploaded is still the later one, but a
queued create or recreate wins over a subsequent update. A delete still wins
over anything queued before it, since the resource is gone.

This is not reachable from Apply today - each resource is recorded once per
deploy, because there is one record call per graph node and dagrun visits each
node exactly once - so this is about the queue being correct for any caller
that records a resource more than once.

Co-authored-by: Isaac
The deployment ID was persisted in the local state file header, which made
the CLI the source of truth for a value the service mints. DMS registers
each deployment as a workspace node named resources.deployment.json under
initial_parent_path, and the node's ID *is* the deployment ID, so it can be
resolved from the workspace instead.

ResolveDeploymentID does a get-status on <state_path>/resources.deployment.json
and returns the node ID, or empty when the node is absent. Deploy, destroy,
and the read path all resolve the ID that way and pass it down; the read path
then constructs state from GetDeployment + ListResources as before.

Consequences:

  - Header.DeploymentID, GetDeploymentID, and SetDeploymentID are gone,
    along with the headerDirty machinery that only existed to persist the ID
    on a resource-less deploy.
  - Open takes a *DMSSource instead of a (client, config) pair, since the
    resolved ID now has to be threaded in too.
  - CreateDeployment sets initial_parent_path, which the service requires
    and the CLI never set.
  - createDeploymentVersion no longer recovers from a 404 on GetDeployment by
    creating a second deployment. A destroy trashes the node, so a resolved
    ID whose record is missing means the two are out of sync, and creating
    another deployment would collide on the same node path.

The testserver models the real derivation: CreateDeployment creates the
workspace node and uses its object ID as the deployment ID, so the acceptance
tests exercise get-status resolution end to end. dms/record now wipes the
local cache before redeploying and records zero operations, which is the read
path reconstructing state entirely from DMS.

Co-authored-by: Isaac
- Limit recorded state to 64 KB, checked when the payload is built so an
  oversized resource fails itself rather than the drain at close.
- Collapse the operation queue's pending/inflight pair into one `owned` set.
  The two maps encoded a single question ("is this key already claimed?") and
  had to be read together; `take` now only releases ownership.
- Only log "Coalescing" when an operation was actually merged. The old code
  logged it for in-flight keys too, where nothing was coalesced.
- Restore mergeWalIntoState's `hasEntries` naming and comment from main. The
  `persist` rename existed for the headerDirty case, which is gone.
- Trim the comments added by this PR.

Also note in fetchDeploymentResources that DMS has no field for dependency
edges and they cannot be recovered from the recorded state (references are
resolved to literals before serialization), so depends_on is carried over from
the local state file.

Co-authored-by: Isaac
The read path carried depends_on over from the local state file, which is
empty exactly when it matters: a fresh checkout reconstructs state from DMS
and got no dependency edges. Deletes are the one case that cannot recompute
them, because the resource is gone from config, so two dropped resources with
a real dependency could be deleted in the wrong order.

DMS has no field for dependency edges, and they cannot be recovered from the
recorded config either: references are resolved to literals before it is
serialized. So Operation.State now carries an envelope, dstate.RecordedState,
holding the config plus depends_on. Nesting depends_on inside the config would
have collided with resource fields of the same name (jobs.Task.depends_on).
The envelope mirrors the local ResourceEntry, so both sides of the round trip
have the same shape.

acceptance/bundle/dms/depends-on covers it: a job referencing another records
its edge, and after wiping the local state a destroy still deletes the
referencing job first.

Co-authored-by: Isaac
Migrating an existing deployment is not supported: Open rejects a bundle that
already has resources in state, so a deployment that exists in DMS was created
by an opted-in CLI and DMS owns its resource set outright. The
last_successful_version_id probe that decided whether to trust DMS was
therefore always true by the time it ran.

Removing it takes with it the raw GET that read the field (it is
stage:DEVELOPMENT and stripped from the generated SDK) and DMSSource.Config,
which existed only to make that call. overlayDMSState is now readDMSState,
since it no longer overlays anything conditionally: it just reads.

Recording stays opt-in via experimental.record_deployment_history; that flag is
what makes the caller pass a DMSSource at all.

acceptance/bundle/dms/existing-state also now covers wiping the local cache:
deploy pulls the state file back from the workspace, so the resources stay
tracked and opting in is still rejected.

Co-authored-by: Isaac
Reading resource state from DMS now requires the state file to record a
"deployment_history" feature flag, rather than inferring eligibility from the
resource count.

The old check refused a state that had resources and no DMS deployment ID. That
happened to be right, but it inferred intent from a side effect: a state with
resources could equally be one DMS already owns. The flag says so directly.

Header.Features was already scaffolded for exactly this, so this fills it in:

  - Open writes the flag when recording is enabled, and refuses a state that
    has resources without it. Migrating such a target is not supported, so the
    error names the target and the three ways out: use a new target, destroy
    this one and redeploy, or unset the feature.
  - A state recording any feature is written at featureStateVersion, so a CLI
    that predates the flag refuses it (see migrateState) instead of deploying
    against a resource set that lives in DMS and looks empty on disk.
  - migrateState accepts features it implements and refuses only unknown ones,
    naming just those in the error.
  - WAL replay carries the features forward, so recovering a WAL from a
    recording deploy still produces a state marked as DMS-owned.

The flag is per target, which matches how experimental.record_deployment_history
is set.

Co-authored-by: Isaac
Coalescing now keeps the newest operation outright instead of merging fields.

Each operation carries the resource's full state rather than a delta, so a newer
one entirely supersedes an older one - including its resource_id, which is the
field that actually changes between two records (a create learns the ID only
after the API call returns it). The previous code merged the action and
overwrote the ID, which is backwards: the action cannot differ between records
of the same resource, while the ID can. mergeAction is gone.

Also renames `owned` to `queuedOrUploading`. Nothing is owned by a particular
worker: a key can be handled by one worker, released, and picked up later by
another. The mark only means "some worker will get to this", which is all record
needs to know in order to not queue the key twice.

The doc comments now lead with the two rules that shape the design (no
overlapping uploads per resource; only the newest operation matters) so the
mechanism reads as a consequence of them rather than as bookkeeping.

Co-authored-by: Isaac
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eng-dev-ecosystem-bot commented Jul 29, 2026

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Integration test report

Commit: 4f45539

Run: 30465136955

Env ❌​FAIL 🟨​KNOWN 🔄​flaky 💚​RECOVERED 🙈​SKIP ✅​pass 🙈​skip Time
❌​ aws linux 3 1 3 4 319 1074 5:26
❌​ aws windows 3 1 3 4 321 1072 6:36
❌​ azure linux 3 1 3 4 319 1073 5:19
❌​ azure windows 3 1 3 4 321 1071 9:13
💚​ gcp linux 1 5 321 1075 5:09
🔄​ gcp windows 1 1 5 322 1073 7:42
12 interesting tests: 4 SKIP, 3 FAIL, 3 RECOVERED, 1 KNOWN, 1 flaky
Test Name aws linux aws windows azure linux azure windows gcp linux gcp windows
🟨​ TestAccept 🟨​K 🟨​K 🟨​K 🟨​K 💚​R 💚​R
❌​ TestAccept/bundle/deploy/mlops-stacks ❌​F ❌​F ❌​F ❌​F ✅​p ✅​p
❌​ TestAccept/bundle/deploy/mlops-stacks/DATABRICKS_BUNDLE_ENGINE=direct ❌​F ❌​F ❌​F ❌​F ✅​p ✅​p
❌​ TestAccept/bundle/deploy/mlops-stacks/DATABRICKS_BUNDLE_ENGINE=terraform ❌​F ❌​F ❌​F ❌​F ✅​p ✅​p
🙈​ TestAccept/bundle/invariant/no_drift 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S
🙈​ TestAccept/bundle/resources/vector_search_endpoints/drift/recreated_same_name 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S
🙈​ TestAccept/bundle/resources/vector_search_indexes/recreate/embedding_dimension 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S
🙈​ TestAccept/ssh/connection 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S 🙈​S
🔄​ TestSyncIncrementalFileOverwritesFolder ✅​p ✅​p ✅​p ✅​p ✅​p 🔄​f
💚​ TestFetchRepositoryInfoAPI_FromRepo 💚​R 💚​R 💚​R 💚​R 🙈​S 🙈​S
💚​ TestFetchRepositoryInfoAPI_FromRepo/root 💚​R 💚​R 💚​R 💚​R
💚​ TestFetchRepositoryInfoAPI_FromRepo/subdir 💚​R 💚​R 💚​R 💚​R
Top 1 slowest tests (at least 2 minutes):
duration env testname
5:56 gcp windows TestAccept

The dms tests pass workspace paths to $CLI (`workspace get-status
/Workspace/...`). On Windows, Git Bash rewrites a leading-'/' argument into a
Windows path before the CLI sees it, so the lookup goes to
C:/Program Files/Git/Workspace/... and 404s, failing record, no-resources and
redeploy-after-destroy on that platform only.

Same fix and reason as acceptance/cmd/workspace/export-dir-*/test.toml.

Co-authored-by: Isaac
Setting it in test.toml applied it to the whole test, which stopped Git Bash
converting the PATH too - so python3 could not find print_requests.py
("can't open file 'C:\\c\\a\\cli\\cli\\acceptance\\bin\\print_requests.py'")
and every dms test failed on Windows, including the three that were passing.

trace exports leading KEY=value pairs in a subshell, so setting it there fixes
the CLI's leading-'/' argument without reaching the helpers.

The precedent this was copied from
(acceptance/cmd/workspace/export-dir-*/test.toml) uses no python helpers, which
is why the test.toml form is safe there but not here.

Co-authored-by: Isaac
close runs on one goroutine after every apply worker has returned, so nothing
else touches the queue by then and the closed flag needs no protection. The
wg.Wait orders the upload workers' writes to err before it is read, so that
read needs none either.

Also tightens the coalescing test to count uploads for the resource instead of
only checking the payload of the last one. It asserted the merged content but
would have passed if the operations had been uploaded twice, which is the thing
coalescing exists to prevent.

Co-authored-by: Isaac
Drops the RedactSensitiveFields call, leaving a TODO: fields marked
bundle:"sensitive" now reach DMS in plaintext, and the read path writes them
back into the local state file unredacted. This has to be restored before the
feature ships to users.

Also documents why take leaves the key in queuedOrUploading when it hands an
operation to a worker, and covers the case the comment describes: recording
while that key's upload is in flight. The operation cannot join the in-flight
request, so it is uploaded next by the same worker rather than being dropped or
picked up concurrently by a second one.

Co-authored-by: Isaac
Drops the record_deployment_history annotation change (and the generated schema
that followed from it), leaving both files as they are on main.

CompleteVersion now keys its no-op on versionNum rather than on the heartbeat
handle. Both are set together by CreateVersion, so the behaviour is the same -
a deploy that was cancelled, or whose CreateVersion failed, does not complete a
version that was never created - but the check now names the thing it is
actually guarding. Callers defer CompleteVersion unconditionally, so this is
the only thing standing between a failed CreateVersion and a CompleteVersion
call against a nonexistent version.

Co-authored-by: Isaac
Restores validate.ValidateRecordDeploymentHistory and the hidden
DATABRICKS_BUNDLE_FORCE_ALLOW_RECORD_DEPLOYMENT_HISTORY escape hatch, so setting
experimental.record_deployment_history is an error unless that variable is set.
The service side is not ready for users: DMS is only deployed to dev and
staging, and reading state back needs the workspace APIs to expose the
deployment's tree node, which is still behind a flag.

With the flag unreachable, the state feature flag added earlier is not needed
yet, so dstate is back to the resource-count check in Open. The
deployment_history feature, hasFeature/setFeature, the version bump on write and
the WAL carry-over all come back with the state upgrade in a follow-up.

The dms acceptance tests force allow the flag, and bundle/dms/not-supported
covers the error users see. Operation requests in bundle/dms/depends-on print
multi-line now: the state envelope nests two levels, which --oneline made
unreadable.

Co-authored-by: Isaac
An upload failure was only reported at close, so a DMS outage let apply deploy
every remaining resource and fail at the end. That leaves resources in the
workspace that DMS has no record of, and since a completed version makes DMS the
source of truth for resource state, the next deploy would create them again.

record now returns the first upload error, which the apply worker turns into a
failed node, so the deploy stops shortly after the failure instead of running to
completion. It refuses new work only: operations already recorded still upload,
because close drains them, so the records DMS ends up with match the resources
that were actually applied. Resources already mid-apply also finish.

Also repeats the one test whose bug depends on a scheduler interleaving rather
than on a forced handshake, so a single run gets many chances to hit the bad
ordering. The other tests pin their interleaving with the started/block channels,
so repetition would not add coverage; the new error tests use a `done` channel to
wait for an upload to have finished rather than merely started.

Co-authored-by: Isaac
The previous commit made record return the upload error, but record runs after
the resource has already been created or updated, so every node that started
before the failure was noticed still modified the workspace.

Apply now checks for a recorded failure before it touches anything, right after
the dependency check, so a node that has not started yet is refused rather than
applied. Resources already mid-apply still finish - the check cannot unwind
those - but the deploy no longer runs to completion against a service that is
rejecting its records.

acceptance/bundle/dms/operation-upload-fails covers it. Which resources get
refused depends on how far apply got before a background upload failed, so the
per-resource errors go to a LOG file and requests are not recorded; the test
asserts the deploy fails and reports the upload error.

Also drops --sort from the dms tests that deploy zero or one resource: their
request order is already deterministic, and the unsorted output reads in
chronological order.

Co-authored-by: Isaac
// of and the next deploy would create them a second time. Checked here rather
// than only where operations are recorded, which is after the resource has
// already been modified.
if err := opQueue.firstErr(); err != nil {

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we could eventually extend this to record and return all multiple errors that happened.

@@ -0,0 +1,4 @@

=== An operation upload failure fails the deploy instead of reporting only at the end

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it's hard to make a assert more here because we cannot control how many requests went through. We could harden this test by making the number of workers configurable and 1. Omitting for now.

CreateDeployment now only registers the workspace node whose ID names the
deployment; the record itself is created by the first CreateVersion. A client
that registers a deployment and then fails before recording a version leaves
just the node behind, not an empty deployment.

That state is reachable, so both sides of the CLI handle it:

  - the recorder starts at version 1 under the ID the node already names,
    instead of failing on the missing record or creating a second deployment
    that would collide on the same node path
  - the read path keeps the local (empty) state instead of surfacing the 404
    from ListResources

acceptance/bundle/dms/version-never-created covers it end to end: the first
version fails, and the next deploy reuses the same deployment ID.

Also drops libs/testserver/bundle_test.go. The fake is exercised by every dms
acceptance test, so unit tests for it only duplicate that coverage.

Co-authored-by: Isaac
@@ -0,0 +1,18 @@
Local = true
Cloud = false

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We'll rollout the service to our test env by next week at which point we can start turning these tests on on cloud as well.


# Deployment Metadata Service (DMS) recording is only supported by the direct
# engine; it is a no-op on terraform.
EnvMatrix.DATABRICKS_BUNDLE_ENGINE = ["direct"]

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Eventually we can also make DMS part of the default test matrix - to get more coverage - this can be rolled out slowly.

assert.Empty(t, f.recorded())
}

func TestOperationQueueCloseIsIdempotent(t *testing.T) {

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this is not strictly necessary given we only have one close site.

Drops TestOperationRecorderDeleteHasNoState: the dms acceptance goldens already
show a delete operation recorded without a state field.

Renames the redaction test to say what it checks - the state is recorded as-is -
rather than contrasting it with dstate.SaveState.

Co-authored-by: Isaac
@shreyas-goenka
shreyas-goenka marked this pull request as ready for review July 29, 2026 15:22
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Approval status: pending

/acceptance/bundle/ - needs approval

40 files changed
Suggested: @denik
Also eligible: @pietern, @janniklasrose, @andrewnester, @lennartkats-db, @anton-107

/bundle/ - needs approval

21 files changed
Suggested: @denik
Also eligible: @pietern, @janniklasrose, @andrewnester, @lennartkats-db, @anton-107

/cmd/bundle/ - needs approval

Files: cmd/bundle/generate/dashboard.go, cmd/bundle/generate/genie_space.go, cmd/bundle/utils/process.go
Suggested: @denik
Also eligible: @pietern, @janniklasrose, @andrewnester, @lennartkats-db, @anton-107

General files (require maintainer)

7 files changed
Based on git history:

  • @denik -- recent work in bundle/direct/, bundle/phases/, libs/testserver/

Any maintainer (@andrewnester, @anton-107, @denik, @pietern, @simonfaltum, @renaudhartert-db, @janniklasrose, @lennartkats-db) can approve all areas.
See OWNERS for ownership rules.

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