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Used the existing key-value store to add a per-identifier index for active holds, with add on reserve, remove on release, and pruning of expired entries on read. Enabled single-key lookup without scanning all holds.
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Implemented bounded key-pattern scanning over existing stock and hold keys with literal escaping, case handling, result caps, and a separate replica reader. Verified only with an in-memory fake and unit tests, not against a live cluster.
Used as durable backing for the SMS queue, with persistence and a dedicated volume in the compose setup and a real server process for end-to-end checks. Health checks and queued jobs behaved as expected.
Relied on the existing key-value store abstraction for idempotency keys and per-item timestamps behind the webhook replay and staleness guards. Duplicate deliveries applied once in tests.
Reviewed the existing point-lookup reservation and counter usage to confirm it should remain the source of truth while staff search moved to an inverted index. New search routes deliberately avoided scanning keyspace.
Relied on the existing counter and key-expiry model for stock levels and for deduplicating webhook events by event identifier. Tests exercised the same atomic claim behavior used in production logic.
Relied on the existing key-value store semantics through the storage wrapper for absolute stock levels with expiration, so retried deliveries converge without separate dedupe logic.
Relied on as the storage plane for current stock values and webhook idempotency records. Handler logic matched existing key conventions, with verification done through fakes rather than a live instance.
Reviewed existing per-key reservation and counter usage to confirm point lookups are healthy but full scans would risk the reservation latency budget. Kept it as system of record and kept search traffic off it.
Used via a Redis client for send-once semantics with a claim key and expiry, released on send failure to allow retry. Logic was verified with test doubles; no live cache was exercised.
Used existing counters and key expiry plus new sorted-set secondary indexes to support prefix SKU lookup and per-item hold listing with lazy expiry reclaim. No new infrastructure was added.
Used the existing in-memory store cluster with its query and search module for catalog and reservation search, avoiding a new datastore. Defined two sharded indexes, idempotent creation, and prefix search with validated queries and a degraded mode when the module is absent.
Inspected the existing Redis broker configuration and treated it as ephemeral transport rather than durable storage. Kept it for queue delivery while moving accepted-work durability into the relational database and isolating long exports on a separate queue.
Checked only as part of environment discovery alongside database checks. No queues, caching behavior, or failures were evaluated in the record.
Used as the app-level cache-aside store for generated descriptions with hashed keys and stale-serve fallback during gateway outages. Existing client wiring was reused and extended with single-flight behavior for repeated inputs.
Used cache client behavior for summary caching, invalidation, and expiry checks, including a small local stub server for end-to-end verification. Needed extra inspection of client handshake behavior before the stub worked.
Used as the durable broker for background export jobs with a named queue, Python client enqueue and dequeue, persistence enabled, and queue-depth checks. No server binary was preinstalled, so built from source and ran a local instance for live accept, progress, download, retry, and failure verification.
Used the command line ping to check broker availability while diagnosing background-task behavior during local verification.
Relied on the existing counter and hold store as the source of truth for inventory sync. Added a pinned local instance to the compose plane and kept search isolated from it to protect purchase-path latency.
Targeted datastore for idempotency claims and inventory counters accessed through the client library. Design and tests assumed its semantics, but the record shows no connection to a live instance.
Relied on as the backing store semantics for idempotency keys and numeric counters. The implementation checks for a prior delivery before applying an update, and duplicate handling was covered by tests.
Used the existing in-memory store as the system of record for search by maintaining secondary sorted-set indexes alongside counters and expiring holds, with cursor pagination and lazy pruning of expired entries. Verified with an in-memory double and the full service suite passing.
Implemented searchable SKU and reservation indexes on top of the existing simple key-value cache surface without adding new server commands. The limited get, set, and delete operations kept the change small but required storing catalog and per-item lists as serialized values with read-modify-write updates.
Relied on the existing in-memory key store for exact stock and hold lookups while evaluating partial-match staff search. Decided against scan-style queries after reviewing latency and saturation risks on the purchase hot path.