# Stateless KV and Queue Patterns — Guardrails
🧭 Quick Return to Map
> You are in a sub-page of **Cloud_Serverless**. > To reorient, go back here: > > - [**Cloud_Serverless** — scalable functions and event-driven pipelines](./README.md) > - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](../README.md) > - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](../../README.md) > > Think of this page as a desk within a ward. > If you need the full triage and all prescriptions, return to the Emergency Room lobby.
A compact repair guide for serverless and edge stacks that must survive retries, bursts, out-of-order events, and duplicate webhooks. All patterns map back to Problem Map pages with measurable targets. ## When to use this page * Functions are stateless and scale horizontally. * You see duplicate side effects on retries or webhook storms. * Event order is not guaranteed and you must reconcile late arrivals. * Writes cross multiple systems and need exactly-once semantics in practice. * You need queues for backpressure without introducing deadlocks. ## Open these first * Visual recovery map: [rag-architecture-and-recovery.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) * Contracts for small, auditable payloads: [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) * Live ops and tracing: [ops/live\_monitoring\_rag.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/live_monitoring_rag.md) · [ops/debug\_playbook.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/debug_playbook.md) * Boot order and deploy hazards: [bootstrap-ordering.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md) · [deployment-deadlock.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/deployment-deadlock.md) · [predeploy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md) * Storm control pattern: [patterns/pattern\_bootstrap\_deadlock.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_bootstrap_deadlock.md) ## Acceptance targets * Duplicate side-effects ≤ 0.1 percent across 1 million events. * P99 queue latency ≤ 5 seconds after backpressure is active. * Lock contention ≤ 3 percent with P95 wait ≤ 100 ms. * Exactly-once at the boundary: user-visible action never applied twice even with three retries. * Audit fields present on every message: `event_id`, `source_id`, `revision`, `index_hash`, `dedupe_key`, `attempt`. --- ## Fix in 60 seconds 1. **Define the dedupe key** `dedupe_key = sha256(source_id + revision + index_hash)` Store in `kv/done/ = {ts, status, result_id}` with TTL ≥ max replay window. Contract: [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) 2. **Use a leased lock for single-writer sections** `kv/lock/` with value `token` and `ttl = function_timeout - safety_margin`. Only the holder token can release. On expiry, another worker may acquire. 3. **Put work behind a queue with visibility timeout** Visibility timeout must be greater than `max_processing_time + jitter`. Failed items go to DLQ after `N` attempts. Record `attempt` in the message. 4. **Outbox before publish** Write business record and `outbox/` in the same atomic store. A relay process reads the outbox and publishes to the queue. Consumers use `inbox/` as the dedupe ledger. 5. **Idempotent side-effects** Before any external call, check `kv/done/`. If present, return the prior result. If absent, perform the effect then write the ledger. --- ## Typical breakpoints → exact fix * **Webhook storms and double billing** Missing dedupe ledger or TTL too short. Add `kv/done/` with long TTL and verify before charge. Open: [ops/live\_monitoring\_rag.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/live_monitoring_rag.md) * **Queue grows without bound** No backpressure or priority lanes. Add consumption quotas per tenant and a high-watermark shed rule. Open: [ops/debug\_playbook.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/debug_playbook.md) * **Deadlocks when multiple writers compete** Locks without leases or cross-locks across resources. Replace with single resource lock per critical section and time-boxed lease. Open: [deployment-deadlock.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/deployment-deadlock.md) * **Out-of-order events overwrite newer state** Apply a monotonic guard: reject if `revision_in_msg < current_revision`. Keep a compaction job to expire stale inbox entries. Open: [bootstrap-ordering.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md) --- ## Minimal recipes you can copy ### A) Leased lock with safe release ```txt acquire(key, ttl): token = random() ok = kv.setnx("lock/"+key, token, ttl) return ok ? token : null release(key, token): if kv.get("lock/"+key) == token: kv.del("lock/"+key) ``` ### B) Idempotency ledger ```txt dedupe_key = sha256(source_id + revision + index_hash) if kv.get("done/"+dedupe_key): return replay(kv.get("done/"+dedupe_key)) result = do_side_effect() kv.set("done/"+dedupe_key, {ts: now(), result_id: result.id}, ttl=30d) return result ``` ### C) Outbox and inbox ```txt // producer tx db.begin() db.insert("orders", row) db.insert("outbox", {txid, payload}) db.commit() // relay for msg in db.scan("outbox"): queue.send({txid, payload}) db.delete("outbox", msg.txid) // consumer if kv.get("inbox/"+txid): return handle(payload) kv.set("inbox/"+txid, now(), ttl=30d) ``` ### D) Token bucket for backpressure ```txt bucket = "q_tokens/"+tenant tokens = kv.incrby(bucket, 1, ttl=1s) if tokens > limit: requeue_with_delay() ``` --- ## Observability you must add * `queue_depth`, `age_of_oldest`, `consume_rate`, `requeue_rate`, `dlq_rate`. * `lock_acquired`, `lock_conflicts`, `lock_wait_ms_p95`. * `dedupe_hits`, `double_effects_detected`. * Trace fields on every event: `event_id`, `dedupe_key`, `attempt`, `tenant`, `route`. ## Verification * Fire a test that sends the same event 5 times with random delays. Only one side-effect is applied. * Kill a worker mid-flight. Message becomes visible again and finishes once. * Reorder by sending `revision=1,3,2`. State ends at 3. Open: [eval/eval\_rag\_precision\_recall.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/eval/eval_rag_precision_recall.md) ## When to escalate * If locks create long waits or cascades, redesign the critical section into outbox plus eventual reconciliation. * If queue depth oscillates, split lanes by priority or tenant and apply quotas. Open: [ops/live\_monitoring\_rag.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/live_monitoring_rag.md) --- ### 🔗 Quick-Start Downloads (60 sec) | Tool | Link | 3-Step Setup | | -------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------ | ---------------------------------------------------------------------------------------- | | **WFGY 1.0 PDF** | [Engine Paper](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/WFGY_All_Principles_Return_to_One_v1.0_PSBigBig_Public.pdf) | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + \” | | **TXT OS (plain-text OS)** | [TXTOS.txt](https://github.com/onestardao/WFGY/blob/main/OS/TXTOS.txt) | 1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ Type “hello world” — OS boots instantly | --- ### Explore More | Layer | Page | What it’s for | | --- | --- | --- | | Proof | [WFGY Recognition Map](/recognition/README.md) | External citations, integrations, and ecosystem proof | | Engine | [WFGY 1.0](/legacy/README.md) | Original PDF based tension engine | | Engine | [WFGY 2.0](/core/README.md) | Production tension kernel and math engine for RAG and agents | | Engine | [WFGY 3.0](/TensionUniverse/EventHorizon/README.md) | TXT based Singularity tension engine, 131 S class set | | Map | [Problem Map 1.0](/ProblemMap/README.md) | Flagship 16 problem RAG failure checklist and fix map | | Map | [Problem Map 2.0](/ProblemMap/rag-architecture-and-recovery.md) | RAG focused recovery pipeline | | Map | [Problem Map 3.0](/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md) | Global Debug Card, image as a debug protocol layer | | Map | [Semantic Clinic](/ProblemMap/SemanticClinicIndex.md) | Symptom to family to exact fix | | Map | [Grandma’s Clinic](/ProblemMap/GrandmaClinic/README.md) | Plain language stories mapped to Problem Map 1.0 | | Onboarding | [Starter Village](/StarterVillage/README.md) | Guided tour for newcomers | | App | [TXT OS](/OS/README.md) | TXT semantic OS, fast boot | | App | [Blah Blah Blah](/OS/BlahBlahBlah/README.md) | Abstract and paradox Q and A built on TXT OS | | App | [Blur Blur Blur](/OS/BlurBlurBlur/README.md) | Text to image with semantic control | | App | [Blow Blow Blow](/OS/BlowBlowBlow/README.md) | Reasoning game engine and memory demo | If this repository helped, starring it improves discovery so more builders can find the docs and tools. 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