refactor(api): TOML 配置 SSOT、统一错误契约、Auth/事务加固与可观测性 (#33)
配置 SSOT(TOML + .env) 统一错误契约 Auth 与事务边界 Redis / Celery 可靠性:业务 Redis(DB/0)与 Celery broker/backend(DB/1)显式拆分;连接池、sync client 可观测性(OpenTelemetry + LGTM)
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api/.agents/skills/redis-development/rules/json-vs-hash.md
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api/.agents/skills/redis-development/rules/json-vs-hash.md
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---
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title: Choose JSON vs Hash vs String Appropriately
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impact: MEDIUM
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impactDescription: Optimal data model for your use case
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tags: json, hash, string, data-structures, documents
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description: Choose JSON vs Hash vs String Appropriately
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alwaysApply: true
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---
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## Choose JSON vs Hash vs String Appropriately
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Redis offers three ways to store structured data: JSON, Hash, and serialized strings. Each has distinct trade-offs around atomic partial operations and indexability.
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| Feature | JSON | Hash | String (serialized JSON) |
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|---------|------|------|--------------------------|
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| **Structure** | Nested objects and arrays | Flat key-value pairs | Any structure |
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| **Atomic partial reads** | Yes (`$.field`) | Yes (`HGET`) | No (must fetch entire value) |
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| **Atomic partial writes** | Yes (`JSON.SET $.field`) | Yes (`HSET`) | No (must rewrite entire value) |
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| **RQE indexing** | Yes | Yes | No |
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| **Geospatial indexing** | Yes | Yes | No |
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| **Memory efficiency** | Higher overhead | More efficient | Most compact |
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| **Field-level expiration** | No | Yes (HEXPIRE) | No |
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**When to use each:**
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- **JSON**: Nested structures with atomic partial updates and indexing needs
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- **Hash**: Flat objects with atomic field access, field-level expiration, or memory efficiency
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- **String**: Simple caching where you always read/write the entire object and don't need indexing
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**Correct:** Use JSON for nested structures with atomic partial updates.
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**Python** (redis-py):
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```python
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# JSON supports nested structures and atomic deep updates
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redis.json().set("user:1001", "$", {
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"name": "Alice",
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"preferences": {"theme": "dark", "notifications": True}
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})
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# Atomic update of nested field - no read-modify-write needed
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redis.json().set("user:1001", "$.preferences.theme", "light")
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```
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**Java** (Jedis):
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```java
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import redis.clients.jedis.UnifiedJedis;
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import redis.clients.jedis.json.Path2;
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import org.json.JSONObject;
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try (UnifiedJedis jedis = new UnifiedJedis("redis://localhost:6379")) {
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JSONObject user = new JSONObject();
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user.put("name", "Alice");
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user.put("preferences", new JSONObject().put("theme", "dark"));
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jedis.jsonSet("user:1001", new Path2("$"), user);
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// Atomic update of nested field
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jedis.jsonSet("user:1001", new Path2("$.preferences.theme"), "light");
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}
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```
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**Correct:** Use Hash for flat objects with atomic field access.
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**Python** (redis-py):
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```python
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# Hash is efficient for flat data with atomic field operations
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redis.hset("session:abc", mapping={
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"user_id": "1001",
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"created_at": "2024-01-01",
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"ip": "192.168.1.1"
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})
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# Atomic field read and update
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ip = redis.hget("session:abc", "ip")
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redis.hset("session:abc", "ip", "10.0.0.1")
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```
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**Correct:** Use String for simple caching without partial updates.
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**Python** (redis-py):
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```python
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import json
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# String is fine when you always read/write the entire object
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# and don't need indexing or partial updates
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config = {"feature_flags": {"dark_mode": True}, "version": "1.0"}
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redis.set("config:app", json.dumps(config), ex=3600)
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# Must fetch and parse entire object
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config = json.loads(redis.get("config:app"))
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```
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**Incorrect:** Using String when you need atomic partial updates.
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**Python** (redis-py):
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```python
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import json
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# BAD: Must fetch, parse, modify, serialize, and rewrite entire object
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data = json.loads(redis.get("user:1001"))
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data["preferences"]["theme"] = "light" # Not atomic!
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redis.set("user:1001", json.dumps(data))
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# Another client could have modified the object between GET and SET
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```
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Reference: [Data Type Comparison](https://redis.io/docs/latest/develop/data-types/compare-data-types/#documents)
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