feat(azure): enumerate blobs, and fail instead of degrading when that breaks
`AzureBlobBackend` inherited the trait's `operation_not_supported`
default for `list_blob_hashes`, so every `backend_consistency` run on
Azure fell back to a per-row probe. That fallback walks `storage.blobs`
asking "are these bytes there", which structurally cannot find orphans:
bytes no row claims are invisible to anything starting from the
database, because you need a hash to ask about one and discovering
unknown hashes IS enumeration. Azure had half the coverage of local and
S3, in the direction that wastes space.
## Enumeration
The obstacle was the cursor contract. The caller advances ONE cursor
across both sides of the merge-join, feeding the same value to the
backend and to `WHERE hash > $1`, so the cursor IS a blob hash. S3
satisfies that with `StartAfter`. Azure has no equivalent on this SDK:
REST 2023-05-03 added `startFrom`, but `azure_storage_blobs` 0.21 never
sends it — `ListBlobs` exposes only prefix, delimiter, max_results and
an opaque marker that cannot be derived from a hash.
Resume rides on `prefix` instead. Names are `{hash[0..2]}/{hash}.blob`,
which partitions the container into 256 shards that are themselves in
hash order, so walking 00/…ff/ yields exactly the global order the
merge-join needs and a cursor names the shard to restart in.
Re-listing on resume is bounded by shard width rather than by the whole
container — the cost a client-side skip over a flat listing would pay on
every page. `marker` pages within one call and never escapes as the
cursor, the same treatment the S3 impl gives its continuation token.
One asymmetry against S3, deliberate: constraining to `{2-hex}/` means
foreign files outside that shape never reach `unknowns`. Safe in the
direction that matters — an orphan is a blob we wrote and stopped
referencing, so it always has the canonical name — and it buys O(N)
enumeration instead of O(N²/limit).
`hash_from_blob_name` mirrors S3's parser, shard-equals-prefix check
included: without it a mis-sharded name would round-trip to a
`blob_name` we never wrote, reporting a live blob no read path can find.
Tested for round-trip, for nine non-canonical shapes, and for the
ordering premise the merge-join rests on.
## Removing the fallback
With Azure enumerating, nothing shipped answers
`operation_not_supported`. The fallback's other stated justification —
mid-migration — never applied: it named a `MigrationBlobBackend` that
does not exist, and `SwappableBlobBackend::list_blob_hashes` forwards to
whatever is currently active, as do the Encrypted, Cached and Retry
wrappers.
What still reached it was a transient failure (auth blip, throttle,
network) relabelled as a capability limit, on a run that then read as
clean while having silently lost orphan coverage. So it was not merely
dead, it produced the wrong outcome — the only one it could. It also had
zero test coverage across 227 lines.
Now any `Err` from `list_blob_hashes` fails the run. That is louder than
an anomaly on a green run, which was the fallback's own goal. The trait
default still returns `operation_not_supported`, so a genuinely
unenumerable backend would fail every run — detectable, not silent, and
the point at which to bring the fallback back with tests.
## Also here
A doc note on `get_blob_range_stream` explaining why the Azurite
migration hang is not worked around: `azure_core` 0.21's
`Range::as_headers` attaches `x-ms-range-get-content-crc64` to any range
under 4 MiB with no opt-out, Azurite 500s on it, and `azure_core`
retries a deterministic error forever. The reachable path is
`backend_migration` → `EncryptedBlobBackend::head_check` →
`get_blob_range_stream(hash, 0, HEADER_SIZE)` — a pre-write probe on the
TARGET, so it fires on the first blob while `migration_readonly` refuses
writes app-wide. Working around it would trade production read
amplification for emulator support; the fix is the official SDK, where
`range_get_content_crc64` is an explicit field.
`RUSTSEC-2026-0275` is ignored on the same reasoning — `azure_core` 0.21
logs the `authorization` header at debug, the advisory's "upgrade to
>=0.22.0" names a version that does not exist, and the real remedy is
that same migration. Reachable only via an explicit
`RUST_LOG=…,azure_core=debug`; the entry says not to run that against a
real account.
`docs/plan/jobs-handling-recoverable-error.md` covers the other half —
a bounded retry should have turned that hang into a Paused run with a
reason, whatever the SDK does.
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
This commit is contained in:
@@ -13,7 +13,8 @@ use futures::{StreamExt, TryStreamExt};
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use tokio::fs;
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use crate::application::ports::blob_storage_ports::{
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BlobStorageBackend, BlobStream, StorageHealthStatus,
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BackendBlobEntry, BackendUnknownEntry, BlobListPage, BlobStorageBackend, BlobStream,
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StorageHealthStatus,
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};
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use crate::common::config::AzureStorageConfig;
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use crate::domain::errors::{DomainError, ErrorKind};
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@@ -55,6 +56,29 @@ impl AzureBlobBackend {
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}
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}
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/// Inverse of [`Self::blob_name`] — the hash a listing entry names,
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/// or `None` when the entry is not one of ours.
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///
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/// Mirrors `S3BlobBackend::hash_from_object_key`, including the check
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/// that the shard equals the hash's own first two characters: without
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/// it, `blob_name(hash)` would not reproduce the name we just parsed,
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/// and a mis-sharded object would be reported as a live blob that no
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/// read path can find.
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fn hash_from_blob_name(name: &str) -> Option<String> {
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let (prefix, rest) = name.split_once('/')?;
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if prefix.len() != 2 || !prefix.chars().all(|c| c.is_ascii_hexdigit()) {
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return None;
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}
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let stem = rest.strip_suffix(".blob")?;
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if stem.len() != 64 || !stem.chars().all(|c| c.is_ascii_hexdigit()) {
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return None;
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}
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if !stem.starts_with(prefix) {
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return None;
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}
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Some(stem.to_string())
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}
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/// Compute the blob name for a given hash.
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fn blob_name(hash: &str) -> String {
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let prefix = &hash[0..2];
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@@ -243,6 +267,37 @@ impl BlobStorageBackend for AzureBlobBackend {
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})
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}
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/// # Known incompatibility: sub-4 MiB ranges break on Azurite
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///
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/// `azure_core` 0.21's `Range::as_headers`
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/// (`src/request_options/range.rs`) attaches
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/// `x-ms-range-get-content-crc64: true` to **any range shorter than
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/// 4 MiB**, unconditionally and with no opt-out. Real Azure honours
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/// it; Azurite answers 500. `azure_core` then classifies 500 as
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/// retryable and loops on a deterministic error, forever.
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///
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/// The reachable path is `backend_migration` →
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/// `EncryptedBlobBackend::head_check` →
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/// `get_blob_range_stream(hash, 0, HEADER_SIZE)`. `HEADER_SIZE` is a
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/// few dozen bytes, and it runs against the TARGET before each write,
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/// so a local→Azurite migration hangs on its first blob while holding
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/// `migration_readonly` — writes refused application-wide.
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///
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/// **Deliberately not worked around here.** The available workaround
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/// is to issue an unranged `get()` for small requests (its 16 MiB
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/// `initial_range` clears the threshold, so the header is never sent)
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/// and truncate client-side. That is correct against real Azure but
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/// pays for an emulator with production cost: a ~40-byte format probe
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/// becomes a whole-blob transfer, and it puts new offset arithmetic
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/// on the read path, where a mistake serves wrong bytes silently
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/// rather than failing.
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///
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/// The real fix is the official `azure_storage_blob` 1.x, where
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/// `range_get_content_crc64` is an explicit field on
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/// `BlobClientDownloadOptions` — leave it unset and the request is
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/// never made. Until then, the Azurite suite exercises enumeration
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/// and round-trips but not migration; see
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/// `tests/api/backend_consistency_azure.hurl`.
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fn get_blob_range_stream(
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&self,
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hash: &str,
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@@ -394,6 +449,197 @@ impl BlobStorageBackend for AzureBlobBackend {
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})
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}
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/// Enumerate blob hashes in lexicographic order, so
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/// `backend_consistency` can merge-join against `storage.blobs`
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/// instead of degrading to a per-row probe that structurally cannot
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/// see orphans.
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///
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/// ## Why this is a shard walk and not one flat listing
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///
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/// **The cursor IS a blob hash**, not a provider token. The caller
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/// forces that: it advances ONE cursor across both sides of the join,
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/// feeding the same value here and to `WHERE hash > $1` in SQL. S3
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/// satisfies it with `start_after(object_key(cursor))`.
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///
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/// Azure has no `StartAfter`. REST API 2023-05-03 added `startFrom`,
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/// which would be the direct equivalent — but this SDK
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/// (`azure_storage_blobs` 0.21, archived) never sends it: `ListBlobs`
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/// exposes only `prefix`, `delimiter`, `max_results` and `marker`,
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/// and `marker` is an opaque continuation token that cannot be
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/// derived from a hash.
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///
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/// So resume rides on `prefix` instead. Names are
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/// `{hash[0..2]}/{hash}.blob`, which partitions the container into
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/// 256 shards that are themselves in hash order. Walking
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/// `00/` … `ff/` therefore yields exactly the global hash order, and
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/// a cursor names the shard to restart in. Re-listing on resume is
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/// bounded by shard width — 1/256th of the container — rather than
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/// by the whole container, which is what a client-side skip over a
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/// flat listing would cost on every single page.
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///
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/// `marker` is used only INSIDE one call, to page within a shard, and
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/// never escapes as the cursor — the same treatment the S3 impl gives
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/// its continuation token.
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///
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/// ## What this does NOT see, unlike S3
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///
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/// S3 lists the bucket with no prefix, so any foreign object lands in
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/// `unknowns`. Constraining to `{2-hex}/` means foreign names outside
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/// that shape are invisible here.
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///
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/// That asymmetry is deliberate and safe in the direction that
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/// matters: an orphan is a blob **we** wrote and later stopped
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/// referencing, so it always has the canonical name and is always
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/// enumerated. Only genuinely foreign files — another workload
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/// sharing the container — can be missed, and they are informational
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/// notices, never findings. Trading them for O(N) enumeration instead
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/// of O(N²/limit) is worth it.
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fn list_blob_hashes(
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&self,
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cursor: Option<String>,
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limit: usize,
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) -> Pin<Box<dyn std::future::Future<Output = Result<BlobListPage, DomainError>> + Send + '_>>
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{
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Box::pin(async move {
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// A run of foreign entries can't produce a resume cursor, and
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// buffering the container to find one blob is worse than
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// failing. Mirrors the S3 impl's bound, and like it is on
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// entries accumulated rather than requests made: request
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// count scales with the caller's `limit`, so a request cap
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// would fire on a healthy container merely because the caller
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// paged finely.
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const MAX_UNKNOWNS: usize = 10_000;
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// A shard is `{2-hex}/`, so the space is 0x00..=0xff.
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const LAST_SHARD: u16 = 0xff;
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let mut blobs: Vec<BackendBlobEntry> = Vec::new();
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let mut unknowns: Vec<BackendUnknownEntry> = Vec::new();
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// Resume in the cursor's own shard — its remaining entries
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// still sort after it, and the client-side skip below drops
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// the ones that don't. A malformed cursor is a bug in the
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// caller's checkpoint, and silently restarting from `00`
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// would re-report every blob as new, so refuse it.
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let mut shard: u16 = match cursor.as_deref() {
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Some(c) => u16::from(u8::from_str_radix(c.get(0..2).unwrap_or(""), 16).map_err(
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|_| {
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DomainError::internal_error(
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"Blob",
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format!(
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"Azure enumeration cursor '{c}' is not a blob hash — it must \
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start with the two hex characters naming its shard"
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),
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)
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},
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)?),
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None => 0,
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};
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// Azure caps a page at 5000; asking for the caller's `limit`
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// keeps a small page cheap. `MaxResults` rejects zero, and a
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// caller asking for nothing still needs a well-formed
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// request — and, more importantly, must not be answered with
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// an empty page and a `None` cursor, which would read as
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// "container fully enumerated, nothing here".
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let want = limit.max(1);
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let page_size = want.min(5000) as u32;
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'shards: while shard <= LAST_SHARD {
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let prefix = format!("{shard:02x}/");
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// `Pageable` follows `next_marker` itself, so one stream
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// covers the whole shard however many round-trips it takes.
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let mut pages = self
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.container_client
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.list_blobs()
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.prefix(prefix)
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.max_results(std::num::NonZeroU32::new(page_size).expect("clamped above 0"))
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.into_stream();
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while let Some(page) = pages.next().await {
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let page = page.map_err(|e| {
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DomainError::internal_error(
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"Blob",
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format!(
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"Azure ListBlobs failed on shard {shard:02x} of container '{}': {e}",
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self.container_name
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),
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)
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})?;
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for blob in page.blobs.blobs() {
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let name = blob.name.clone();
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// `OffsetDateTime` → chrono, for the caller's
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// grace window. A value outside chrono's range
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// degrades to `None`, which the port documents as
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// "treat as old enough" — the conservative side,
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// since it only ever suppresses a finding on a
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// freshly-written blob.
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let mtime = chrono::DateTime::<chrono::Utc>::from_timestamp(
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blob.properties.last_modified.unix_timestamp(),
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blob.properties.last_modified.nanosecond(),
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);
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match Self::hash_from_blob_name(&name) {
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Some(hash) => {
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// `prefix` is inclusive of the cursor's own
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// entry and of everything before it in the
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// shard. Without this skip the caller sees
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// a hash it already consumed and the
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// merge-join never advances past it.
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if cursor.as_deref().is_some_and(|c| hash.as_str() <= c) {
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continue;
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}
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blobs.push(BackendBlobEntry { hash, mtime });
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}
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// Not ours — a foreign workload sharing the
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// container. Surfaced rather than dropped so
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// an operator can see it.
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None => unknowns.push(BackendUnknownEntry { path: name, mtime }),
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}
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}
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if blobs.len() >= want {
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break 'shards;
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}
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if unknowns.len() >= MAX_UNKNOWNS {
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return Err(DomainError::internal_error(
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"Blob",
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format!(
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"Azure enumeration accumulated {} non-blob entrie(s) without \
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filling a page, so no resume cursor can be produced. Container \
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'{}' likely holds a large foreign namespace — give OxiCloud a \
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dedicated container.",
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unknowns.len(),
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self.container_name,
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),
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));
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}
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}
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shard += 1;
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}
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// Exhausting every shard is the ONLY end of enumeration.
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// Stopping early because one shard was empty would truncate
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// the sweep and report the rest of the container as absent,
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// so `shard > LAST_SHARD` — not "this page was empty" — is
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// what produces `None`.
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let next_cursor = if shard > LAST_SHARD {
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None
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} else {
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blobs.last().map(|entry| entry.hash.clone())
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};
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|
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Ok(BlobListPage {
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blobs,
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unknowns,
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next_cursor,
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})
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})
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}
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fn backend_type(&self) -> &'static str {
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"azure"
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}
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@@ -406,14 +652,75 @@ impl BlobStorageBackend for AzureBlobBackend {
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fn local_blob_path(&self, _hash: &str) -> Option<PathBuf> {
|
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None
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}
|
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|
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// TODO: implement `list_blob_hashes` via
|
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// `container_client.list_blobs()` (`azure_storage_blobs`
|
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// paginator). Same filter as local + S3 impls:
|
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// `<xx>/<64-hex>.blob` naming. Currently inherits the trait
|
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// default which returns `operation_not_supported` — the
|
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// `backend_consistency` tenant handles that by emitting a
|
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// single run-level `backend_unenumerable` finding and
|
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// completing without per-blob probes. Ship as a follow-up once
|
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// there's an Azure test environment to validate against.
|
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}
|
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|
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#[cfg(test)]
|
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mod tests {
|
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use super::*;
|
||||
|
||||
const H: &str = "0a1b2c3d4e5f60718293a4b5c6d7e8f90a1b2c3d4e5f60718293a4b5c6d7e8f9";
|
||||
|
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/// The enumeration cursor is fed straight back in as a shard prefix,
|
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/// so a name that does not round-trip would resume in the wrong shard
|
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/// and silently skip everything between.
|
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#[test]
|
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fn blob_name_round_trips_through_hash_from_blob_name() {
|
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let name = AzureBlobBackend::blob_name(H);
|
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assert_eq!(name, format!("0a/{H}.blob"));
|
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assert_eq!(
|
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AzureBlobBackend::hash_from_blob_name(&name).as_deref(),
|
||||
Some(H)
|
||||
);
|
||||
}
|
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|
||||
/// Each of these would otherwise be treated as a hash — and the
|
||||
/// resume path slices `[0..2]` off it to pick the next shard.
|
||||
#[test]
|
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fn non_canonical_names_are_rejected() {
|
||||
let cases = [
|
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"0a/junk.tmp".to_string(), // spool file
|
||||
"junk.tmp".to_string(), // no shard
|
||||
"0a/junk".to_string(), // no suffix
|
||||
"thumbnails/abc.jpg".to_string(), // foreign namespace
|
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format!("0a/{H}.blob.corrupt"), // sidecar
|
||||
format!("0a/{H}"), // suffix missing
|
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format!("zz/{H}.blob"), // non-hex shard
|
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format!("ff/{H}.blob"), // shard != hash prefix
|
||||
format!("0a/{}.blob", &H[..63]), // wrong length
|
||||
];
|
||||
for name in &cases {
|
||||
assert_eq!(
|
||||
AzureBlobBackend::hash_from_blob_name(name),
|
||||
None,
|
||||
"must not be read as a blob: {name}"
|
||||
);
|
||||
}
|
||||
}
|
||||
|
||||
/// The shard walk relies on `{hash[0..2]}/…` ordering lexicographic
|
||||
/// names into exactly the order `ORDER BY hash` produces. If the
|
||||
/// shard were not the hash's own prefix the two sequences would
|
||||
/// interleave differently and the merge-join would emit phantom
|
||||
/// findings in BOTH directions.
|
||||
#[test]
|
||||
fn shard_order_matches_hash_order() {
|
||||
let hashes = ["00aa", "0a1b", "0aff", "b0cd", "ffff"]
|
||||
.map(|p| format!("{p}{}", "0".repeat(60)))
|
||||
.to_vec();
|
||||
|
||||
let mut names: Vec<String> = hashes
|
||||
.iter()
|
||||
.map(|h| AzureBlobBackend::blob_name(h))
|
||||
.collect();
|
||||
names.sort();
|
||||
|
||||
let recovered: Vec<String> = names
|
||||
.iter()
|
||||
.filter_map(|n| AzureBlobBackend::hash_from_blob_name(n))
|
||||
.collect();
|
||||
|
||||
let mut sorted_hashes = hashes.clone();
|
||||
sorted_hashes.sort();
|
||||
assert_eq!(recovered, sorted_hashes);
|
||||
}
|
||||
}
|
||||
|
||||
@@ -49,15 +49,38 @@
|
||||
//! that ever admitted uppercase or variable length would break this
|
||||
//! silently and in both directions at once.
|
||||
//!
|
||||
//! ### Run-level check
|
||||
//! ### When enumeration fails
|
||||
//!
|
||||
//! * `backend_unenumerable` (severity `anomaly`) — the backend
|
||||
//! returned `operation_not_supported` on the first
|
||||
//! `list_blob_hashes` call. Currently this fires when a
|
||||
//! `MigrationBlobBackend` is active (refuses enumeration
|
||||
//! mid-migration by design) or on an Azure backend (Azure impl
|
||||
//! deferred). Informational — operators know they can't rely on
|
||||
//! this scan under that config.
|
||||
//! **The run fails.** There is no degraded mode.
|
||||
//!
|
||||
//! There used to be: an error on the first `list_blob_hashes` call
|
||||
//! emitted a `backend_unenumerable` anomaly and fell back to
|
||||
//! `probe_each_row`, one `blob_exists` per `storage.blobs` row. That
|
||||
//! recovered `blob_missing_from_backend` (the direction that loses
|
||||
//! FILES) but never `orphan_blob`, since bytes no row claims are
|
||||
//! invisible to anything starting from the database.
|
||||
//!
|
||||
//! It was written for two cases, and neither exists:
|
||||
//!
|
||||
//! * **Azure** — enumerates since the 256-way shard walk (see
|
||||
//! `AzureBlobBackend::list_blob_hashes` for why it needs one to do
|
||||
//! what S3 gets from `StartAfter`).
|
||||
//! * **Mid-migration** — never applied. That justification named a
|
||||
//! `MigrationBlobBackend` that does not exist;
|
||||
//! `SwappableBlobBackend::list_blob_hashes` forwards to whatever is
|
||||
//! currently active, as do the Encrypted, Cached and Retry wrappers.
|
||||
//! Do not reintroduce the claim without grepping for the impl.
|
||||
//!
|
||||
//! So the only thing still reaching it was a *transient* failure — auth
|
||||
//! blip, throttle, network — being relabelled as a capability limit and
|
||||
//! silently costing orphan coverage. A failed run is louder than an
|
||||
//! anomaly on an otherwise-clean-looking scan, which was the fallback's
|
||||
//! own stated goal.
|
||||
//!
|
||||
//! The trait default still returns `operation_not_supported`, so a
|
||||
//! future write-only or read-only-mirror backend would fail every run
|
||||
//! here. **That is when the fallback should come back — with tests.**
|
||||
//! It had none, which is the other half of why it went.
|
||||
//!
|
||||
//! ### Grace window
|
||||
//!
|
||||
@@ -116,10 +139,6 @@ const BATCH_SIZE: usize = 500;
|
||||
/// `blobs_consistency` + `dedup_gc`.
|
||||
const CREATE_GRACE: Duration = Duration::hours(1);
|
||||
|
||||
/// Cap on affected-blob examples surfaced in the run-level
|
||||
/// `backend_unenumerable` finding. Keeps the finding detail bounded.
|
||||
const _MAX_EXAMPLES: usize = 5;
|
||||
|
||||
pub struct BackendConsistencyCheck {
|
||||
pool: Arc<PgPool>,
|
||||
/// Default backend to enumerate when `args.storage` is `None` —
|
||||
@@ -172,10 +191,12 @@ impl RecoverableJobHandler for BackendConsistencyCheck {
|
||||
"Merge-joins the storage backend's blob enumeration against \
|
||||
storage.blobs, both ordered by hash, so one pass yields the delta \
|
||||
in both directions: bytes on the backend no DB row claims, and \
|
||||
rows whose bytes are gone. Add ?deep=true to also read every \
|
||||
matched blob back and re-hash it, catching silent bit-rot — that \
|
||||
is a full read of storage and can take hours. Read-only in both \
|
||||
modes: nothing is uploaded or deleted."
|
||||
rows whose bytes are gone. If the backend cannot be enumerated \
|
||||
the run fails rather than reporting partial coverage. \
|
||||
Add ?deep=true to also read every matched blob back and re-hash \
|
||||
it, catching silent bit-rot — that is a full read of storage and \
|
||||
can take hours. Read-only in every mode: nothing is uploaded or \
|
||||
deleted."
|
||||
}
|
||||
|
||||
/// Approximate total: on a healthy install every backend blob
|
||||
@@ -377,45 +398,25 @@ impl RecoverableJobHandler for BackendConsistencyCheck {
|
||||
let page = match backend.list_blob_hashes(cursor.clone(), BATCH_SIZE).await {
|
||||
Ok(v) => v,
|
||||
Err(e) => {
|
||||
// Backend refuses / can't enumerate. First-batch
|
||||
// failure = we emit ONE run-level anomaly and
|
||||
// complete cleanly (the run stays useful — the
|
||||
// operator learns why nothing was checked
|
||||
// instead of getting a red error). Mid-scan
|
||||
// failure = we fail the run.
|
||||
|
||||
let is_first_batch = cursor.is_none() && finding_count == 0;
|
||||
if is_first_batch {
|
||||
// No local increment — the local
|
||||
// `finding_count` is only used for the
|
||||
// completion log below, but this branch
|
||||
// returns immediately. The finding IS
|
||||
// persisted + counted in `stats.finding_count`
|
||||
// by `record_or_log` → `store.record_finding`.
|
||||
record_or_log(
|
||||
store,
|
||||
BACKEND_CONSISTENCY_JOB_NAME,
|
||||
"backend_unenumerable",
|
||||
"anomaly",
|
||||
None,
|
||||
serde_json::json!({
|
||||
"backend": backend.backend_type(),
|
||||
"error": format!("{e}"),
|
||||
"note": "backend refused enumeration; no per-blob orphan probes attempted",
|
||||
}),
|
||||
)
|
||||
.await;
|
||||
tracing::info!(
|
||||
target: "oxicloud::consistency",
|
||||
event = "backend_consistency.unenumerable",
|
||||
run_id = %store.run_id(),
|
||||
backend = backend.backend_type(),
|
||||
"backend refused enumeration (typical during migration or on backends without list support)"
|
||||
);
|
||||
return RunOutcome::completed();
|
||||
}
|
||||
// Fail loudly, first batch or not.
|
||||
//
|
||||
// A first-batch failure used to degrade to
|
||||
// `probe_each_row` instead. That was written for
|
||||
// backends which genuinely cannot enumerate, and none
|
||||
// ship today — see the module docs for why the two it
|
||||
// named do not apply. What was left reaching it was a
|
||||
// transient error relabelled as a capability limit, on
|
||||
// a run that then looked clean while having lost orphan
|
||||
// coverage entirely.
|
||||
//
|
||||
// Whether the enumeration died on page 1 or page 900,
|
||||
// the audit did not complete, and the operator needs to
|
||||
// know that rather than read a green run.
|
||||
return RunOutcome::Failed {
|
||||
message: format!("backend list failed mid-scan: {e}"),
|
||||
message: format!(
|
||||
"backend enumeration failed on {}: {e}",
|
||||
backend.backend_type()
|
||||
),
|
||||
};
|
||||
}
|
||||
};
|
||||
|
||||
Reference in New Issue
Block a user