diff --git a/backend/go.mod b/backend/go.mod
index f50223c..746c56f 100644
--- a/backend/go.mod
+++ b/backend/go.mod
@@ -3,13 +3,16 @@ module ezops
 go 1.24.0
 
 require (
+	github.com/creack/pty v1.1.24
 	github.com/gin-gonic/gin v1.9.1
+	github.com/glebarez/sqlite v1.11.0
 	github.com/go-ldap/ldap/v3 v3.4.10
 	github.com/golang-jwt/jwt/v5 v5.2.0
 	github.com/google/uuid v1.6.0
 	github.com/gorilla/websocket v1.5.3
 	github.com/gosnmp/gosnmp v1.35.0
 	github.com/nalgeon/redka v0.2.0
+	github.com/pkg/sftp v1.13.10
 	github.com/redis/go-redis/v9 v9.7.0
 	github.com/spf13/viper v1.18.2
 	go.uber.org/zap v1.26.0
@@ -17,7 +20,6 @@ require (
 	gopkg.in/yaml.v3 v3.0.1
 	gorm.io/driver/mysql v1.5.2
 	gorm.io/driver/postgres v1.5.4
-	gorm.io/driver/sqlite v1.6.0
 	gorm.io/gorm v1.30.0
 )
 
@@ -26,11 +28,12 @@ require (
 	github.com/bytedance/sonic v1.9.1 // indirect
 	github.com/cespare/xxhash/v2 v2.2.0 // indirect
 	github.com/chenzhuoyu/base64x v0.0.0-20221115062448-fe3a3abad311 // indirect
-	github.com/creack/pty v1.1.24 // indirect
 	github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f // indirect
+	github.com/dustin/go-humanize v1.0.1 // indirect
 	github.com/fsnotify/fsnotify v1.7.0 // indirect
 	github.com/gabriel-vasile/mimetype v1.4.2 // indirect
 	github.com/gin-contrib/sse v0.1.0 // indirect
+	github.com/glebarez/go-sqlite v1.21.2 // indirect
 	github.com/go-asn1-ber/asn1-ber v1.5.7 // indirect
 	github.com/go-playground/locales v0.14.1 // indirect
 	github.com/go-playground/universal-translator v0.18.1 // indirect
@@ -49,12 +52,11 @@ require (
 	github.com/leodido/go-urn v1.2.4 // indirect
 	github.com/magiconair/properties v1.8.7 // indirect
 	github.com/mattn/go-isatty v0.0.19 // indirect
-	github.com/mattn/go-sqlite3 v1.14.22 // indirect
 	github.com/mitchellh/mapstructure v1.5.0 // indirect
 	github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
 	github.com/modern-go/reflect2 v1.0.2 // indirect
 	github.com/pelletier/go-toml/v2 v2.1.0 // indirect
-	github.com/pkg/sftp v1.13.10 // indirect
+	github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec // indirect
 	github.com/sagikazarmark/locafero v0.4.0 // indirect
 	github.com/sagikazarmark/slog-shim v0.1.0 // indirect
 	github.com/sourcegraph/conc v0.3.0 // indirect
@@ -72,4 +74,8 @@ require (
 	golang.org/x/text v0.32.0 // indirect
 	google.golang.org/protobuf v1.31.0 // indirect
 	gopkg.in/ini.v1 v1.67.0 // indirect
+	modernc.org/libc v1.22.5 // indirect
+	modernc.org/mathutil v1.5.0 // indirect
+	modernc.org/memory v1.5.0 // indirect
+	modernc.org/sqlite v1.23.1 // indirect
 )
diff --git a/backend/go.sum b/backend/go.sum
index bb87560..638df2f 100644
--- a/backend/go.sum
+++ b/backend/go.sum
@@ -22,6 +22,8 @@ github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc h1:U9qPSI2PIWSS1
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f h1:lO4WD4F/rVNCu3HqELle0jiPLLBs70cWOduZpkS1E78=
 github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f/go.mod h1:cuUVRXasLTGF7a8hSLbxyZXjz+1KgoB3wDUb6vlszIc=
+github.com/dustin/go-humanize v1.0.1 h1:GzkhY7T5VNhEkwH0PVJgjz+fX1rhBrR7pRT3mDkpeCY=
+github.com/dustin/go-humanize v1.0.1/go.mod h1:Mu1zIs6XwVuF/gI1OepvI0qD18qycQx+mFykh5fBlto=
 github.com/frankban/quicktest v1.14.6 h1:7Xjx+VpznH+oBnejlPUj8oUpdxnVs4f8XU8WnHkI4W8=
 github.com/frankban/quicktest v1.14.6/go.mod h1:4ptaffx2x8+WTWXmUCuVU6aPUX1/Mz7zb5vbUoiM6w0=
 github.com/fsnotify/fsnotify v1.7.0 h1:8JEhPFa5W2WU7YfeZzPNqzMP6Lwt7L2715Ggo0nosvA=
@@ -32,6 +34,10 @@ github.com/gin-contrib/sse v0.1.0 h1:Y/yl/+YNO8GZSjAhjMsSuLt29uWRFHdHYUb5lYOV9qE
 github.com/gin-contrib/sse v0.1.0/go.mod h1:RHrZQHXnP2xjPF+u1gW/2HnVO7nvIa9PG3Gm+fLHvGI=
 github.com/gin-gonic/gin v1.9.1 h1:4idEAncQnU5cB7BeOkPtxjfCSye0AAm1R0RVIqJ+Jmg=
 github.com/gin-gonic/gin v1.9.1/go.mod h1:hPrL7YrpYKXt5YId3A/Tnip5kqbEAP+KLuI3SUcPTeU=
+github.com/glebarez/go-sqlite v1.21.2 h1:3a6LFC4sKahUunAmynQKLZceZCOzUthkRkEAl9gAXWo=
+github.com/glebarez/go-sqlite v1.21.2/go.mod h1:sfxdZyhQjTM2Wry3gVYWaW072Ri1WMdWJi0k6+3382k=
+github.com/glebarez/sqlite v1.11.0 h1:wSG0irqzP6VurnMEpFGer5Li19RpIRi2qvQz++w0GMw=
+github.com/glebarez/sqlite v1.11.0/go.mod h1:h8/o8j5wiAsqSPoWELDUdJXhjAhsVliSn7bWZjOhrgQ=
 github.com/go-asn1-ber/asn1-ber v1.5.7 h1:DTX+lbVTWaTw1hQ+PbZPlnDZPEIs0SS/GCZAl535dDk=
 github.com/go-asn1-ber/asn1-ber v1.5.7/go.mod h1:hEBeB/ic+5LoWskz+yKT7vGhhPYkProFKoKdwZRWMe0=
 github.com/go-ldap/ldap/v3 v3.4.10 h1:ot/iwPOhfpNVgB1o+AVXljizWZ9JTp7YF5oeyONmcJU=
@@ -55,6 +61,8 @@ github.com/google/go-cmp v0.5.5/go.mod h1:v8dTdLbMG2kIc/vJvl+f65V22dbkXbowE6jgT/
 github.com/google/go-cmp v0.6.0 h1:ofyhxvXcZhMsU5ulbFiLKl/XBFqE1GSq7atu8tAmTRI=
 github.com/google/go-cmp v0.6.0/go.mod h1:17dUlkBOakJ0+DkrSSNjCkIjxS6bF9zb3elmeNGIjoY=
 github.com/google/gofuzz v1.0.0/go.mod h1:dBl0BpW6vV/+mYPU4Po3pmUjxk6FQPldtuIdl/M65Eg=
+github.com/google/pprof v0.0.0-20221118152302-e6195bd50e26 h1:Xim43kblpZXfIBQsbuBVKCudVG457BR2GZFIz3uw3hQ=
+github.com/google/pprof v0.0.0-20221118152302-e6195bd50e26/go.mod h1:dDKJzRmX4S37WGHujM7tX//fmj1uioxKzKxz3lo4HJo=
 github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
 github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
 github.com/gorilla/securecookie v1.1.1/go.mod h1:ra0sb63/xPlUeL+yeDciTfxMRAA+MP+HVt/4epWDjd4=
@@ -127,6 +135,9 @@ github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 h1:Jamvg5psRI
 github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
 github.com/redis/go-redis/v9 v9.7.0 h1:HhLSs+B6O021gwzl+locl0zEDnyNkxMtf/Z3NNBMa9E=
 github.com/redis/go-redis/v9 v9.7.0/go.mod h1:f6zhXITC7JUJIlPEiBOTXxJgPLdZcA93GewI7inzyWw=
+github.com/remyoudompheng/bigfft v0.0.0-20200410134404-eec4a21b6bb0/go.mod h1:qqbHyh8v60DhA7CoWK5oRCqLrMHRGoxYCSS9EjAz6Eo=
+github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec h1:W09IVJc94icq4NjY3clb7Lk8O1qJ8BdBEF8z0ibU0rE=
+github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec/go.mod h1:qqbHyh8v60DhA7CoWK5oRCqLrMHRGoxYCSS9EjAz6Eo=
 github.com/rogpeppe/go-internal v1.9.0 h1:73kH8U+JUqXU8lRuOHeVHaa/SZPifC7BkcraZVejAe8=
 github.com/rogpeppe/go-internal v1.9.0/go.mod h1:WtVeX8xhTBvf0smdhujwtBcq4Qrzq/fJaraNFVN+nFs=
 github.com/sagikazarmark/locafero v0.4.0 h1:HApY1R9zGo4DBgr7dqsTH/JJxLTTsOt7u6keLGt6kNQ=
@@ -153,9 +164,9 @@ github.com/stretchr/testify v1.7.1/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/
 github.com/stretchr/testify v1.8.0/go.mod h1:yNjHg4UonilssWZ8iaSj1OCr/vHnekPRkoO+kdMU+MU=
 github.com/stretchr/testify v1.8.1/go.mod h1:w2LPCIKwWwSfY2zedu0+kehJoqGctiVI29o6fzry7u4=
 github.com/stretchr/testify v1.8.2/go.mod h1:w2LPCIKwWwSfY2zedu0+kehJoqGctiVI29o6fzry7u4=
-github.com/stretchr/testify v1.8.4 h1:CcVxjf3Q8PM0mHUKJCdn+eZZtm5yQwehR5yeSVQQcUk=
 github.com/stretchr/testify v1.8.4/go.mod h1:sz/lmYIOXD/1dqDmKjjqLyZ2RngseejIcXlSw2iwfAo=
 github.com/stretchr/testify v1.10.0 h1:Xv5erBjTwe/5IxqUQTdXv5kgmIvbHo3QQyRwhJsOfJA=
+github.com/stretchr/testify v1.10.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
 github.com/subosito/gotenv v1.6.0 h1:9NlTDc1FTs4qu0DDq7AEtTPNw6SVm7uBMsUCUjABIf8=
 github.com/subosito/gotenv v1.6.0/go.mod h1:Dk4QP5c2W3ibzajGcXpNraDfq2IrhjMIvMSWPKKo0FU=
 github.com/twitchyliquid64/golang-asm v0.15.1 h1:SU5vSMR7hnwNxj24w34ZyCi/FmDZTkS4MhqMhdFk5YI=
@@ -269,9 +280,15 @@ gorm.io/driver/mysql v1.5.2 h1:QC2HRskSE75wBuOxe0+iCkyJZ+RqpudsQtqkp+IMuXs=
 gorm.io/driver/mysql v1.5.2/go.mod h1:pQLhh1Ut/WUAySdTHwBpBv6+JKcj+ua4ZFx1QQTBzb8=
 gorm.io/driver/postgres v1.5.4 h1:Iyrp9Meh3GmbSuyIAGyjkN+n9K+GHX9b9MqsTL4EJCo=
 gorm.io/driver/postgres v1.5.4/go.mod h1:Bgo89+h0CRcdA33Y6frlaHHVuTdOf87pmyzwW9C/BH0=
-gorm.io/driver/sqlite v1.6.0 h1:WHRRrIiulaPiPFmDcod6prc4l2VGVWHz80KspNsxSfQ=
-gorm.io/driver/sqlite v1.6.0/go.mod h1:AO9V1qIQddBESngQUKWL9yoH93HIeA1X6V633rBwyT8=
 gorm.io/gorm v1.25.2-0.20230530020048-26663ab9bf55/go.mod h1:L4uxeKpfBml98NYqVqwAdmV1a2nBtAec/cf3fpucW/k=
 gorm.io/gorm v1.30.0 h1:qbT5aPv1UH8gI99OsRlvDToLxW5zR7FzS9acZDOZcgs=
 gorm.io/gorm v1.30.0/go.mod h1:8Z33v652h4//uMA76KjeDH8mJXPm1QNCYrMeatR0DOE=
+modernc.org/libc v1.22.5 h1:91BNch/e5B0uPbJFgqbxXuOnxBQjlS//icfQEGmvyjE=
+modernc.org/libc v1.22.5/go.mod h1:jj+Z7dTNX8fBScMVNRAYZ/jF91K8fdT2hYMThc3YjBY=
+modernc.org/mathutil v1.5.0 h1:rV0Ko/6SfM+8G+yKiyI830l3Wuz1zRutdslNoQ0kfiQ=
+modernc.org/mathutil v1.5.0/go.mod h1:mZW8CKdRPY1v87qxC/wUdX5O1qDzXMP5TH3wjfpga6E=
+modernc.org/memory v1.5.0 h1:N+/8c5rE6EqugZwHii4IFsaJ7MUhoWX07J5tC/iI5Ds=
+modernc.org/memory v1.5.0/go.mod h1:PkUhL0Mugw21sHPeskwZW4D6VscE/GQJOnIpCnW6pSU=
+modernc.org/sqlite v1.23.1 h1:nrSBg4aRQQwq59JpvGEQ15tNxoO5pX/kUjcRNwSAGQM=
+modernc.org/sqlite v1.23.1/go.mod h1:OrDj17Mggn6MhE+iPbBNf7RGKODDE9NFT0f3EwDzJqk=
 rsc.io/pdf v0.1.1/go.mod h1:n8OzWcQ6Sp37PL01nO98y4iUCRdTGarVfzxY20ICaU4=
diff --git a/backend/main.go b/backend/main.go
index b6aa1ae..cb59104 100644
--- a/backend/main.go
+++ b/backend/main.go
@@ -265,6 +265,21 @@ func loadConfig() *config.Config {
 	// CLI flags 覆盖（最高优先级）// Logan.Li
 	applyFlags()
 
+	// --mode local 快捷模式：自动配置 SQLite + redka 本地缓存 // Logan.Li
+	if *flagMode == "local" || viper.GetString("mode") == "local" {
+		// 数据库：SQLite，文件名 sqlite3.db
+		if *flagDBDriver == "" {
+			viper.Set("database.driver", "sqlite")
+		}
+		if *flagDBName == "" {
+			viper.Set("database.dbname", "data/sqlite3.db")
+		}
+		// 缓存：redka 本地内嵌（无需外部 Redis）
+		if *flagRedisDriver == "" {
+			viper.Set("redis.driver", "redka")
+		}
+	}
+
 	// 解析配置 // Logan.Li
 	var cfg config.Config
 	if err := viper.Unmarshal(&cfg); err != nil {
diff --git a/backend/pkg/database/database.go b/backend/pkg/database/database.go
index 9b999d9..a2a0a5e 100644
--- a/backend/pkg/database/database.go
+++ b/backend/pkg/database/database.go
@@ -9,7 +9,7 @@ import (
 
 	"gorm.io/driver/mysql"
 	"gorm.io/driver/postgres"
-	"gorm.io/driver/sqlite"
+	"github.com/glebarez/sqlite"
 	"gorm.io/gorm"
 	"gorm.io/gorm/logger"
 )
diff --git a/deploy/kubernetes/quick-deploy.yaml b/deploy/kubernetes/quick-deploy.yaml
index 6132404..8c6a3a4 100644
--- a/deploy/kubernetes/quick-deploy.yaml
+++ b/deploy/kubernetes/quick-deploy.yaml
@@ -1,6 +1,10 @@
-# quick-deploy.yaml — AIOps 快速部署 (ConfigMap + Deployment, 含 Service)
+# quick-deploy.yaml — AIOps 单容器快速部署
 # 部署: kubectl apply -f quick-deploy.yaml
-# 注意: 此文件自包含, 不依赖其他 YAML
+# 此文件自包含 (ConfigMap + Deployment + Service), 不依赖其他 YAML
+#
+# 两种模式:
+#   远程模式 (默认): MODE=release, 连接外部 MySQL + Redis
+#   本地模式: MODE=local, 自动 SQLite (data/sqlite3.db) + redka 本地缓存
 ---
 apiVersion: v1
 kind: ConfigMap
@@ -13,24 +17,6 @@ data:
     port: "8080"
     log_level: info
 
-    database:
-      driver: mysql
-      host: 10.10.10.75
-      port: 3306
-      user: root
-      password: aiops_root_2026
-      dbname: aiops
-      charset: utf8mb4
-      max_conn: 100
-      max_idle: 10
-
-    redis:
-      driver: redis
-      host: 10.10.10.75
-      port: 6379
-      password: ""
-      db: 0
-
     jwt:
       secret: "aiops-jwt-secret-key-2026"
       expire_hour: 24
@@ -68,24 +54,33 @@ spec:
           imagePullPolicy: IfNotPresent
           ports:
             - containerPort: 8080
-          # ── 环境变量 (仅覆盖代码默认值) ──
           env:
+            # 运行模式: local=SQLite+redka, release=需配置外部DB/Redis
+            - name: MODE
+              value: "local"
             - name: TZ
               value: Asia/Shanghai
+            # 远程数据库 (MODE=release 时生效)
             - name: DATABASE_DRIVER
               value: "mysql"
             - name: DATABASE_HOST
               value: "10.10.10.75"
+            - name: DATABASE_PORT
+              value: "3306"
             - name: DATABASE_USER
               value: "root"
             - name: DATABASE_PASSWORD
               value: "aiops_root_2026"
             - name: DATABASE_DBNAME
               value: "aiops"
+            # 远程 Redis (MODE=release 时生效)
             - name: REDIS_DRIVER
               value: "redis"
             - name: REDIS_HOST
               value: "10.10.10.75"
+            - name: REDIS_PORT
+              value: "6379"
+            # JWT
             - name: JWT_SECRET
               value: "aiops-jwt-secret-key-2026"
           volumeMounts:
@@ -93,8 +88,6 @@ spec:
               mountPath: /app/config.yaml
               subPath: config.yaml
               readOnly: true
-            - name: uploads
-              mountPath: /app/uploads
             - name: data
               mountPath: /app/data
           resources:
@@ -108,8 +101,6 @@ spec:
         - name: config
           configMap:
             name: aiops-config
-        - name: uploads
-          emptyDir: {}
         - name: data
           emptyDir: {}
 ---
diff --git a/docker-compose.yml b/docker-compose.yml
index c0b503e..5faefd1 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -60,8 +60,11 @@ services:
     restart: unless-stopped
     ports:
       - "8080:8080"
+    environment:
+      - MODE=${MODE:-release}
     volumes:
       - ./backend/config.yaml:/app/config.yaml
+      - ./backend/data:/app/data
       - /var/run/docker.sock:/var/run/docker.sock
     depends_on:
       mysql:
diff --git a/run.sh b/run.sh
index 90da7ae..8d1f71c 100755
--- a/run.sh
+++ b/run.sh
@@ -379,9 +379,9 @@ ensure_binary_config() {
     if [ -f "$cfg" ]; then
         return 0
     fi
-    info "生成默认 config.yaml (SQLite + 无Redis)..."
+    info "生成默认 config.yaml (local 模式: SQLite + redka 本地缓存)..."
     cat > "$cfg" << 'YAML'
-mode: "release"
+mode: "local"
 port: "8080"
 log_level: "info"
 
@@ -391,7 +391,7 @@ database:
   port: 3306
   user: ""
   password: ""
-  dbname: "data/aiops.db"
+  dbname: "data/sqlite3.db"
   charset: "utf8mb4"
   max_conn: 100
   max_idle: 10
@@ -399,11 +399,12 @@ database:
 redis:
   host: "localhost"
   port: 6379
+  driver: "redka"
   password: ""
   db: 0
 
 jwt:
-  secret: "CHANGE_ME_JWT_SECRET"  # ⚠️ 生产环境必须替换
+  secret: "aiops-local-dev-secret-change-in-production"
   expire_hour: 24
 
 websocket:
@@ -459,7 +460,7 @@ load_binary_args() {
         done < "$BINARY_ARGS_FILE"
     fi
     if [ ${#_out[@]} -eq 0 ]; then
-        _out=(--port 8080 --db-driver sqlite)
+        _out=(--mode local --port 8080)
     fi
 }
 
@@ -645,7 +646,8 @@ cmd_build() {
             info "使用方法:"
             echo "  ./run.sh binary upgrade                               # 停服重编译并后台启动"
             echo "  ./$BACKEND_DIR/$STANDALONE_BIN --port 8080            # 前台启动"
-            echo "  ./$BACKEND_DIR/$STANDALONE_BIN --config config.yaml   # 使用配置文件"
+            echo "  ./$BACKEND_DIR/$STANDALONE_BIN --mode local             # 本地模式 (SQLite + redka)"
+            echo "  ./$BACKEND_DIR/$STANDALONE_BIN --config config.yaml     # 使用配置文件"
             ;;
         agent)
             banner "========== 编译 Agent =========="
@@ -759,11 +761,11 @@ cmd_binary() {
             ;;
         help|--help|-h)
             echo "独立二进制命令:"
-            echo "  ./run.sh binary upgrade [--port 8080 --db-driver sqlite]  停服→清旧→重编译→启动"
+            echo "  ./run.sh binary upgrade [--port 8080]                  停服→清旧→重编译→启动 (默认 --mode local)"
             echo "  ./run.sh binary start   [args...]                           后台启动（参数会持久化）"
             echo "  ./run.sh binary stop    [port]                            停止进程"
             echo "  ./run.sh binary status                                    查看状态"
-            echo "  ./run.sh binary [--port 8080 ...]                         前台运行（开发调试）"
+            echo "  ./run.sh binary [--mode local --port 8080 ...]         前台运行 (SQLite + redka)"
             ;;
         run|*)
             cd "$SCRIPT_DIR/$BACKEND_DIR"