Document ops log (#2036)

Ops part of #1958

not sure what about the txn log?

Author: ianhi

icechunk-python/docs/docs/repository-features.md

@@ -58,3 +58,75 @@ repo.set_metadata(dict(test=True, team="science"))
 repo.update_metadata(dict(number_of_bugs=42))
 print(repo.get_metadata())
 ```
+## Operations Log
+
+Who changed what, and when? As repositories grow and multiple collaborators commit, branch, tag, and run maintenance tasks, it's easy to lose track of what happened. Traditional object storage gives you no history of structural changes—you'd need to build your own audit trail.
+
+Icechunk records every repository mutation in an **operations log** (ops log). Each entry captures the operation type, a timestamp, and any relevant details like branch names or snapshot IDs. The log is ordered newest-first and covers the full lifetime of the repository.
+
+
+### Reading the Log
+
+```python exec="on" session="opslog" source="material-block" result="code"
+import icechunk as ic
+import zarr
+import numpy as np
+
+# Create a repository and make some changes
+repo = ic.Repository.create(ic.in_memory_storage())
+session = repo.writable_session("main")
+root = zarr.group(session.store)
+root.create_array("temperature", shape=(100,), dtype="f4")
+session.commit("Add temperature array")
+
+session = repo.writable_session("main")
+arr = zarr.open_array(session.store, path="temperature")
+arr[:] = np.random.randn(100).astype("f4")
+session.commit("Write temperature data")
+
+repo.create_branch("develop", repo.lookup_branch("main"))
+
+for update in repo.ops_log():
+    print(f"{update.updated_at}  {update.kind}")
+```
+
+Each entry is an [`Update`](reference/ops.md) with three fields:
+
+- `kind` — an [`UpdateType`](reference/ops.md) variant describing what happened
+- `updated_at` — a `datetime.datetime` timestamp (UTC, microsecond precision)
+- `backup_path` — internal storage detail (you can ignore this)
+
+### Update Types
+
+Every repository mutation creates exactly one log entry. The `kind` field tells you what happened:
+
+#### Commits
+
+| Type | Fields | Triggered by |
+|------|--------|-------------|
+| `UpdateType.NewCommit` | `branch`, `new_snap_id` | Committing a session |
+| `UpdateType.CommitAmended` | `branch`, `previous_snap_id`, `new_snap_id` | Committing with amend |
+| `UpdateType.NewDetachedSnapshot` | `new_snap_id` | Flushing a session (anonymous snapshot) |
+
+#### Branches and Tags
+
+| Type | Fields | Triggered by |
+|------|--------|-------------|
+| `UpdateType.BranchCreated` | `name` | Creating a branch |
+| `UpdateType.BranchDeleted` | `name`, `previous_snap_id` | Deleting a branch |
+| `UpdateType.BranchReset` | `name`, `previous_snap_id` | Resetting a branch to a different snapshot |
+| `UpdateType.TagCreated` | `name` | Creating a tag |
+| `UpdateType.TagDeleted` | `name`, `previous_snap_id` | Deleting a tag |
+
+#### Repository Administration
+
+| Type | Fields | Triggered by |
+|------|--------|-------------|
+| `UpdateType.RepoInitialized` | — | Creating a new repository |
+| `UpdateType.ConfigChanged` | — | Saving repository configuration |
+| `UpdateType.MetadataChanged` | — | Setting or updating repository metadata |
+| `UpdateType.RepoStatusChanged` | `status` | Changing repository status (e.g., read-only) |
+| `UpdateType.FeatureFlagChanged` | `id`, `new_value` | Changing a feature flag |
+| `UpdateType.GCRan` | — | Running garbage collection |
+| `UpdateType.ExpirationRan` | — | Running snapshot expiration |
+| `UpdateType.RepoMigrated` | `from_version`, `to_version` | Upgrading from an older format version |