diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 0000000..a4bc2db
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,96 @@
+built/*
+tests/cases/rwc/*
+tests/cases/perf/*
+!tests/cases/webharness/compilerToString.js
+test-args.txt
+~*.docx
+\#*\#
+.\#*
+tests/baselines/local/*
+tests/baselines/local.old/*
+tests/services/baselines/local/*
+tests/baselines/prototyping/local/*
+tests/baselines/rwc/*
+tests/baselines/reference/projectOutput/*
+tests/baselines/local/projectOutput/*
+tests/baselines/reference/testresults.tap
+tests/baselines/symlinks/*
+tests/services/baselines/prototyping/local/*
+tests/services/browser/typescriptServices.js
+src/harness/*.js
+src/compiler/diagnosticInformationMap.generated.ts
+src/compiler/diagnosticMessages.generated.json
+src/parser/diagnosticInformationMap.generated.ts
+src/parser/diagnosticMessages.generated.json
+rwc-report.html
+*.swp
+build.json
+*.actual
+tests/webTestServer.js
+tests/webTestServer.js.map
+tests/webhost/*.d.ts
+tests/webhost/webtsc.js
+tests/cases/**/*.js
+tests/cases/**/*.js.map
+*.config
+scripts/eslint/built/
+scripts/debug.bat
+scripts/run.bat
+scripts/**/*.js
+scripts/**/*.js.map
+coverage/
+internal/
+**/.DS_Store
+.settings
+**/.vs
+**/.vscode/*
+!**/.vscode/tasks.json
+!**/.vscode/settings.template.json
+!**/.vscode/launch.template.json
+!**/.vscode/extensions.json
+!tests/cases/projects/projectOption/**/node_modules
+!tests/cases/projects/NodeModulesSearch/**/*
+!tests/baselines/reference/project/nodeModules*/**/*
+yarn.lock
+yarn-error.log
+.parallelperf.*
+tests/baselines/reference/dt
+.failed-tests
+TEST-results.xml
+package-lock.json
+.eslintcache
+*v8.log
+
+# dotenv environment variable files
+.env
+.env.development.local
+.env.test.local
+.env.production.local
+.env.local
+
+# npm dependencies
+node_modules/
+
+# project specific
+logs/
+__pycache__
+ml/filter/runs
+ml/pred/runs
+ml/pred/checkpoints
+ml/pred/observed
+ml/data/
+ml/filter/checkpoints
+scripts
+model/
+
+
+.astro
+
+# Database
+*.dump
+*.db
+*.sqlite
+*.sqlite3
+data/
+
+docker-compose.yml
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
index 1a69400..e2ff74a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,72 +1,14 @@
-built/*
-tests/cases/rwc/*
-tests/cases/perf/*
-!tests/cases/webharness/compilerToString.js
-test-args.txt
-~*.docx
-\#*\#
-.\#*
-tests/baselines/local/*
-tests/baselines/local.old/*
-tests/services/baselines/local/*
-tests/baselines/prototyping/local/*
-tests/baselines/rwc/*
-tests/baselines/reference/projectOutput/*
-tests/baselines/local/projectOutput/*
-tests/baselines/reference/testresults.tap
-tests/baselines/symlinks/*
-tests/services/baselines/prototyping/local/*
-tests/services/browser/typescriptServices.js
-src/harness/*.js
-src/compiler/diagnosticInformationMap.generated.ts
-src/compiler/diagnosticMessages.generated.json
-src/parser/diagnosticInformationMap.generated.ts
-src/parser/diagnosticMessages.generated.json
-rwc-report.html
-*.swp
-build.json
-*.actual
-tests/webTestServer.js
-tests/webTestServer.js.map
-tests/webhost/*.d.ts
-tests/webhost/webtsc.js
-tests/cases/**/*.js
-tests/cases/**/*.js.map
-*.config
-scripts/eslint/built/
-scripts/debug.bat
-scripts/run.bat
-scripts/**/*.js
-scripts/**/*.js.map
-coverage/
-internal/
 **/.DS_Store
 .settings
 **/.vs
 **/.vscode/*
-!**/.vscode/tasks.json
-!**/.vscode/settings.template.json
-!**/.vscode/launch.template.json
-!**/.vscode/extensions.json
-!tests/cases/projects/projectOption/**/node_modules
-!tests/cases/projects/NodeModulesSearch/**/*
-!tests/baselines/reference/project/nodeModules*/**/*
-yarn.lock
-yarn-error.log
-.parallelperf.*
-tests/baselines/reference/dt
-.failed-tests
-TEST-results.xml
-package-lock.json
+
 .eslintcache
 *v8.log
 
 # dotenv environment variable files
 .env
-.env.development.local
-.env.test.local
-.env.production.local
-.env.local
+.env.*
 
 # npm dependencies
 node_modules/
@@ -83,7 +25,6 @@ ml/filter/checkpoints
 scripts
 model/
 
-
 .astro
 
 # Database
@@ -91,4 +32,11 @@ model/
 *.db
 *.sqlite
 *.sqlite3
-data/
\ No newline at end of file
+data/
+redis/
+
+# Build 
+dist/
+build/
+
+docker-compose.yml
\ No newline at end of file
diff --git a/.idea/bun.xml b/.idea/bun.xml
new file mode 100644
index 0000000..56b40f0
--- /dev/null
+++ b/.idea/bun.xml
@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="BunSettings">
+    <option name="bunPath" value="$USER_HOME$/.bun/bin/bun" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/.idea/codeStyles/Project.xml b/.idea/codeStyles/Project.xml
new file mode 100644
index 0000000..78b0220
--- /dev/null
+++ b/.idea/codeStyles/Project.xml
@@ -0,0 +1,55 @@
+<component name="ProjectCodeStyleConfiguration">
+  <code_scheme name="Project" version="173">
+    <option name="LINE_SEPARATOR" value="&#10;" />
+    <HTMLCodeStyleSettings>
+      <option name="HTML_SPACE_INSIDE_EMPTY_TAG" value="true" />
+    </HTMLCodeStyleSettings>
+    <JSCodeStyleSettings version="0">
+      <option name="FORCE_SEMICOLON_STYLE" value="true" />
+      <option name="SPACE_BEFORE_FUNCTION_LEFT_PARENTH" value="false" />
+      <option name="FORCE_QUOTE_STYlE" value="true" />
+      <option name="ENFORCE_TRAILING_COMMA" value="Remove" />
+      <option name="SPACES_WITHIN_OBJECT_LITERAL_BRACES" value="true" />
+      <option name="SPACES_WITHIN_IMPORTS" value="true" />
+    </JSCodeStyleSettings>
+    <TypeScriptCodeStyleSettings version="0">
+      <option name="FORCE_SEMICOLON_STYLE" value="true" />
+      <option name="SPACE_BEFORE_FUNCTION_LEFT_PARENTH" value="false" />
+      <option name="FORCE_QUOTE_STYlE" value="true" />
+      <option name="ENFORCE_TRAILING_COMMA" value="Remove" />
+      <option name="SPACES_WITHIN_OBJECT_LITERAL_BRACES" value="true" />
+      <option name="SPACES_WITHIN_IMPORTS" value="true" />
+    </TypeScriptCodeStyleSettings>
+    <VueCodeStyleSettings>
+      <option name="INTERPOLATION_NEW_LINE_AFTER_START_DELIMITER" value="false" />
+      <option name="INTERPOLATION_NEW_LINE_BEFORE_END_DELIMITER" value="false" />
+    </VueCodeStyleSettings>
+    <codeStyleSettings language="HTML">
+      <option name="SOFT_MARGINS" value="120" />
+      <indentOptions>
+        <option name="CONTINUATION_INDENT_SIZE" value="4" />
+        <option name="USE_TAB_CHARACTER" value="true" />
+      </indentOptions>
+    </codeStyleSettings>
+    <codeStyleSettings language="JavaScript">
+      <option name="SOFT_MARGINS" value="120" />
+      <indentOptions>
+        <option name="USE_TAB_CHARACTER" value="true" />
+      </indentOptions>
+    </codeStyleSettings>
+    <codeStyleSettings language="TypeScript">
+      <option name="SOFT_MARGINS" value="120" />
+      <indentOptions>
+        <option name="USE_TAB_CHARACTER" value="true" />
+      </indentOptions>
+    </codeStyleSettings>
+    <codeStyleSettings language="Vue">
+      <option name="SOFT_MARGINS" value="120" />
+      <indentOptions>
+        <option name="INDENT_SIZE" value="4" />
+        <option name="TAB_SIZE" value="4" />
+        <option name="USE_TAB_CHARACTER" value="true" />
+      </indentOptions>
+    </codeStyleSettings>
+  </code_scheme>
+</component>
\ No newline at end of file
diff --git a/.idea/codeStyles/codeStyleConfig.xml b/.idea/codeStyles/codeStyleConfig.xml
new file mode 100644
index 0000000..79ee123
--- /dev/null
+++ b/.idea/codeStyles/codeStyleConfig.xml
@@ -0,0 +1,5 @@
+<component name="ProjectCodeStyleConfiguration">
+  <state>
+    <option name="USE_PER_PROJECT_SETTINGS" value="true" />
+  </state>
+</component>
\ No newline at end of file
diff --git a/.idea/compiler.xml b/.idea/compiler.xml
new file mode 100644
index 0000000..8ca546d
--- /dev/null
+++ b/.idea/compiler.xml
@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="TypeScriptCompiler">
+    <option name="useTypesFromServer" value="true" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/.idea/cvsa.iml b/.idea/cvsa.iml
index 78a2917..7bfcf20 100644
--- a/.idea/cvsa.iml
+++ b/.idea/cvsa.iml
@@ -26,6 +26,8 @@
       <excludeFolder url="file://$MODULE_DIR$/packages/backend/logs" />
       <excludeFolder url="file://$MODULE_DIR$/packages/core/net/logs" />
       <excludeFolder url="file://$MODULE_DIR$/packages/crawler/logs" />
+      <excludeFolder url="file://$MODULE_DIR$/data" />
+      <excludeFolder url="file://$MODULE_DIR$/redis" />
     </content>
     <orderEntry type="inheritedJdk" />
     <orderEntry type="sourceFolder" forTests="false" />
diff --git a/.idea/deno.xml b/.idea/deno.xml
index decfd9a..7d42ca2 100644
--- a/.idea/deno.xml
+++ b/.idea/deno.xml
@@ -2,5 +2,6 @@
 <project version="4">
   <component name="DenoSettings">
     <option name="denoInit" value="{&#10;  &quot;enable&quot;: true,&#10;  &quot;lint&quot;: true,&#10;  &quot;unstable&quot;: true,&#10;  &quot;importMap&quot;: &quot;import_map.json&quot;,&#10;  &quot;config&quot;: &quot;deno.json&quot;,&#10;  &quot;fmt&quot;: {&#10;    &quot;useTabs&quot;: true,&#10;    &quot;lineWidth&quot;: 120,&#10;    &quot;indentWidth&quot;: 4,&#10;    &quot;semiColons&quot;: true,&#10;    &quot;proseWrap&quot;: &quot;always&quot;&#10;  }&#10;}" />
+    <option name="useDenoValue" value="DISABLE" />
   </component>
 </project>
\ No newline at end of file
diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml
index 3aa665f..35a47b4 100644
--- a/.idea/inspectionProfiles/Project_Default.xml
+++ b/.idea/inspectionProfiles/Project_Default.xml
@@ -31,5 +31,6 @@
       <option name="processLiterals" value="true" />
       <option name="processComments" value="true" />
     </inspection_tool>
+    <inspection_tool class="TsLint" enabled="true" level="WARNING" enabled_by_default="true" />
   </profile>
 </component>
\ No newline at end of file
diff --git a/.prettierrc b/.prettierrc
new file mode 100644
index 0000000..0961adb
--- /dev/null
+++ b/.prettierrc
@@ -0,0 +1,8 @@
+{
+	"useTabs": true,
+	"tabWidth": 4,
+	"trailingComma": "none",
+	"singleQuote": false,
+	"printWidth": 120,
+	"endOfLine": "lf"
+}
diff --git a/.vscode/extensions.json b/.vscode/extensions.json
deleted file mode 100644
index ec71323..0000000
--- a/.vscode/extensions.json
+++ /dev/null
@@ -1,6 +0,0 @@
-{
-	"recommendations": [
-		"denoland.vscode-deno",
-		"bradlc.vscode-tailwindcss"
-	]
-}
diff --git a/.zed/settings.json b/.zed/settings.json
deleted file mode 100644
index 97f9ab8..0000000
--- a/.zed/settings.json
+++ /dev/null
@@ -1,35 +0,0 @@
-// Folder-specific settings
-//
-// For a full list of overridable settings, and general information on folder-specific settings,
-// see the documentation: https://zed.dev/docs/configuring-zed#settings-files
-{
-    "lsp": {
-        "deno": {
-            "settings": {
-                "deno": {
-                    "enable": true
-                }
-            }
-        }
-    },
-    "languages": {
-        "TypeScript": {
-            "language_servers": [
-                "deno",
-                "!typescript-language-server",
-                "!vtsls",
-                "!eslint"
-            ],
-            "formatter": "language_server"
-        },
-        "TSX": {
-            "language_servers": [
-                "deno",
-                "!typescript-language-server",
-                "!vtsls",
-                "!eslint"
-            ],
-            "formatter": "language_server"
-        }
-    }
-}
diff --git a/Dockerfile.backend b/Dockerfile.backend
new file mode 100644
index 0000000..244d0b3
--- /dev/null
+++ b/Dockerfile.backend
@@ -0,0 +1,17 @@
+FROM oven/bun
+
+WORKDIR /app
+
+COPY ./packages/core ./core
+
+COPY ./packages/backend/package.json ./packages/backend/bun.lock ./backend/
+
+WORKDIR backend
+
+RUN bun install
+
+COPY ./packages/backend/ .
+
+RUN mkdir -p /app/logs
+
+CMD ["bun", "start"]
\ No newline at end of file
diff --git a/Dockerfile.crawler b/Dockerfile.crawler
new file mode 100644
index 0000000..aeb8230
--- /dev/null
+++ b/Dockerfile.crawler
@@ -0,0 +1,19 @@
+FROM oven/bun:1.2.8-debian
+
+WORKDIR /app
+
+COPY . .
+
+RUN bun i
+
+RUN mkdir -p /app/logs
+
+RUN apt update && apt install -y curl
+
+RUN ln -s /bin/uname /usr/bin/uname
+
+RUN /bin/bash -c "$(curl -fsSL https://aliyuncli.alicdn.com/install.sh)"
+
+WORKDIR packages/crawler
+
+CMD ["bun", "all"]
\ No newline at end of file
diff --git a/Dockerfile.frontend b/Dockerfile.frontend
new file mode 100644
index 0000000..8e824ab
--- /dev/null
+++ b/Dockerfile.frontend
@@ -0,0 +1,20 @@
+FROM oven/bun
+
+WORKDIR /app
+
+COPY . .
+
+RUN bun install
+
+WORKDIR packages/frontend
+
+RUN bun run build
+
+ENV HOST=0.0.0.0
+ENV PORT=4321
+
+EXPOSE 4321
+
+RUN mkdir -p /app/logs
+
+CMD ["bun", "/app/packages/frontend/dist/server/entry.mjs"]
diff --git a/bun.lock b/bun.lock
new file mode 100644
index 0000000..5dee910
--- /dev/null
+++ b/bun.lock
@@ -0,0 +1,1620 @@
+{
+  "lockfileVersion": 1,
+  "workspaces": {
+    "": {
+      "name": "cvsa",
+      "dependencies": {
+        "postgres": "^3.4.5",
+      },
+      "devDependencies": {
+        "vite-tsconfig-paths": "^5.1.4",
+        "vitest": "^3.1.2",
+        "vitest-tsconfig-paths": "^3.4.1",
+      },
+    },
+    "packages/backend": {
+      "name": "backend",
+      "dependencies": {
+        "@rabbit-company/argon2id": "^2.1.0",
+        "hono": "^4.7.8",
+        "hono-rate-limiter": "^0.4.2",
+        "ioredis": "^5.6.1",
+        "postgres": "^3.4.5",
+        "rate-limit-redis": "^4.2.0",
+        "yup": "^1.6.1",
+        "zod": "^3.24.3",
+      },
+      "devDependencies": {
+        "@types/bun": "^1.2.11",
+        "prettier": "^3.5.3",
+      },
+    },
+    "packages/core": {
+      "name": "core",
+      "dependencies": {
+        "chalk": "^5.4.1",
+        "ioredis": "^5.6.1",
+        "logform": "^2.7.0",
+        "postgres": "^3.4.5",
+        "winston": "^3.17.0",
+      },
+      "devDependencies": {
+        "@types/ioredis": "^5.0.0",
+      },
+    },
+    "packages/crawler": {
+      "name": "crawler",
+      "dependencies": {
+        "@bull-board/api": "^6.9.5",
+        "@bull-board/express": "^6.9.5",
+        "@huggingface/transformers": "^3.5.1",
+        "bullmq": "^5.52.1",
+        "express": "^5.1.0",
+        "ioredis": "^5.6.1",
+        "onnxruntime-node": "1.19.2",
+      },
+      "devDependencies": {
+        "concurrently": "^9.1.2",
+      },
+    },
+    "packages/frontend": {
+      "name": "frontend",
+      "version": "0.0.1",
+      "dependencies": {
+        "@astrojs/node": "^9.1.3",
+        "@astrojs/svelte": "^7.0.9",
+        "@tailwindcss/vite": "^4.1.4",
+        "argon2id": "^1.0.1",
+        "astro": "^5.5.5",
+        "autoprefixer": "^10.4.21",
+        "date-fns": "^4.1.0",
+        "pg": "^8.11.11",
+        "postcss": "^8.5.3",
+        "postgres": "^3.4.5",
+        "svelte": "^5.25.7",
+        "tailwindcss": "^4.1.4",
+        "ua-parser-js": "^2.0.3",
+        "vite-tsconfig-paths": "^5.1.4",
+      },
+      "devDependencies": {
+        "@rollup/plugin-wasm": "^6.2.2",
+        "@types/pg": "^8.11.11",
+      },
+    },
+  },
+  "packages": {
+    "@ampproject/remapping": ["@ampproject/remapping@2.3.0", "", { "dependencies": { "@jridgewell/gen-mapping": "^0.3.5", "@jridgewell/trace-mapping": "^0.3.24" } }, "sha512-30iZtAPgz+LTIYoeivqYo853f02jBYSd5uGnGpkFV0M3xOt9aN73erkgYAmZU43x4VfqcnLxW9Kpg3R5LC4YYw=="],
+
+    "@astrojs/compiler": ["@astrojs/compiler@2.11.0", "", {}, "sha512-zZOO7i+JhojO8qmlyR/URui6LyfHJY6m+L9nwyX5GiKD78YoRaZ5tzz6X0fkl+5bD3uwlDHayf6Oe8Fu36RKNg=="],
+
+    "@astrojs/internal-helpers": ["@astrojs/internal-helpers@0.6.1", "", {}, "sha512-l5Pqf6uZu31aG+3Lv8nl/3s4DbUzdlxTWDof4pEpto6GUJNhhCbelVi9dEyurOVyqaelwmS9oSyOWOENSfgo9A=="],
+
+    "@astrojs/markdown-remark": ["@astrojs/markdown-remark@6.3.1", "", { "dependencies": { "@astrojs/internal-helpers": "0.6.1", "@astrojs/prism": "3.2.0", "github-slugger": "^2.0.0", "hast-util-from-html": "^2.0.3", "hast-util-to-text": "^4.0.2", "import-meta-resolve": "^4.1.0", "js-yaml": "^4.1.0", "mdast-util-definitions": "^6.0.0", "rehype-raw": "^7.0.0", "rehype-stringify": "^10.0.1", "remark-gfm": "^4.0.1", "remark-parse": "^11.0.0", "remark-rehype": "^11.1.1", "remark-smartypants": "^3.0.2", "shiki": "^3.0.0", "smol-toml": "^1.3.1", "unified": "^11.0.5", "unist-util-remove-position": "^5.0.0", "unist-util-visit": "^5.0.0", "unist-util-visit-parents": "^6.0.1", "vfile": "^6.0.3" } }, "sha512-c5F5gGrkczUaTVgmMW9g1YMJGzOtRvjjhw6IfGuxarM6ct09MpwysP10US729dy07gg8y+ofVifezvP3BNsWZg=="],
+
+    "@astrojs/node": ["@astrojs/node@9.2.1", "", { "dependencies": { "@astrojs/internal-helpers": "0.6.1", "send": "^1.1.0", "server-destroy": "^1.0.1" }, "peerDependencies": { "astro": "^5.3.0" } }, "sha512-kEHLB37ooW91p7FLGalqa3jVQRIafntfKiZgCnjN1lEYw+j8NP6VJHQbLHmzzbtKUI0J+srGiTnGZmaHErHE5w=="],
+
+    "@astrojs/prism": ["@astrojs/prism@3.2.0", "", { "dependencies": { "prismjs": "^1.29.0" } }, "sha512-GilTHKGCW6HMq7y3BUv9Ac7GMe/MO9gi9GW62GzKtth0SwukCu/qp2wLiGpEujhY+VVhaG9v7kv/5vFzvf4NYw=="],
+
+    "@astrojs/svelte": ["@astrojs/svelte@7.0.11", "", { "dependencies": { "@sveltejs/vite-plugin-svelte": "^5.0.3", "svelte2tsx": "^0.7.35", "vite": "^6.2.6" }, "peerDependencies": { "astro": "^5.0.0", "svelte": "^5.1.16", "typescript": "^5.3.3" } }, "sha512-+hn43pBQBLOMXrVYnxqP8b6JNLVhMVXzK3nEgqBfhXfAYdZxJkUUcnbpE8GL1OddTYUnUDFuk2E5hE2kA35LqA=="],
+
+    "@astrojs/telemetry": ["@astrojs/telemetry@3.2.1", "", { "dependencies": { "ci-info": "^4.2.0", "debug": "^4.4.0", "dlv": "^1.1.3", "dset": "^3.1.4", "is-docker": "^3.0.0", "is-wsl": "^3.1.0", "which-pm-runs": "^1.1.0" } }, "sha512-SSVM820Jqc6wjsn7qYfV9qfeQvePtVc1nSofhyap7l0/iakUKywj3hfy3UJAOV4sGV4Q/u450RD4AaCaFvNPlg=="],
+
+    "@babel/helper-string-parser": ["@babel/helper-string-parser@7.25.9", "", {}, "sha512-4A/SCr/2KLd5jrtOMFzaKjVtAei3+2r/NChoBNoZ3EyP/+GlhoaEGoWOZUmFmoITP7zOJyHIMm+DYRd8o3PvHA=="],
+
+    "@babel/helper-validator-identifier": ["@babel/helper-validator-identifier@7.25.9", "", {}, "sha512-Ed61U6XJc3CVRfkERJWDz4dJwKe7iLmmJsbOGu9wSloNSFttHV0I8g6UAgb7qnK5ly5bGLPd4oXZlxCdANBOWQ=="],
+
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+    "colorspace/color/color-convert": ["color-convert@1.9.3", "", { "dependencies": { "color-name": "1.1.3" } }, "sha512-QfAUtd+vFdAtFQcC8CCyYt1fYWxSqAiK2cSD6zDB8N3cpsEBAvRxp9zOGg6G/SHHJYAT88/az/IuDGALsNVbGg=="],
+
+    "concurrently/chalk/supports-color": ["supports-color@7.2.0", "", { "dependencies": { "has-flag": "^4.0.0" } }, "sha512-qpCAvRl9stuOHveKsn7HncJRvv501qIacKzQlO/+Lwxc9+0q2wLyv4Dfvt80/DPn2pqOBsJdDiogXGR9+OvwRw=="],
+
+    "filelist/minimatch/brace-expansion": ["brace-expansion@2.0.1", "", { "dependencies": { "balanced-match": "^1.0.0" } }, "sha512-XnAIvQ8eM+kC6aULx6wuQiwVsnzsi9d3WxzV3FpWTGA19F621kwdbsAcFKXgKUHZWsy+mY6iL1sHTxWEFCytDA=="],
+
+    "form-data/mime-types/mime-db": ["mime-db@1.52.0", "", {}, "sha512-sPU4uV7dYlvtWJxwwxHD0PuihVNiE7TyAbQ5SWxDCB9mUYvOgroQOwYQQOKPJ8CIbE+1ETVlOoK1UC2nU3gYvg=="],
+
+    "glob/minimatch/brace-expansion": ["brace-expansion@2.0.1", "", { "dependencies": { "balanced-match": "^1.0.0" } }, "sha512-XnAIvQ8eM+kC6aULx6wuQiwVsnzsi9d3WxzV3FpWTGA19F621kwdbsAcFKXgKUHZWsy+mY6iL1sHTxWEFCytDA=="],
+
+    "jake/chalk/supports-color": ["supports-color@7.2.0", "", { "dependencies": { "has-flag": "^4.0.0" } }, "sha512-qpCAvRl9stuOHveKsn7HncJRvv501qIacKzQlO/+Lwxc9+0q2wLyv4Dfvt80/DPn2pqOBsJdDiogXGR9+OvwRw=="],
+
+    "pg/pg-types/postgres-array": ["postgres-array@2.0.0", "", {}, "sha512-VpZrUqU5A69eQyW2c5CA1jtLecCsN2U/bD6VilrFDWq5+5UIEVO7nazS3TEcHf1zuPYO/sqGvUvW62g86RXZuA=="],
+
+    "pg/pg-types/postgres-bytea": ["postgres-bytea@1.0.0", "", {}, "sha512-xy3pmLuQqRBZBXDULy7KbaitYqLcmxigw14Q5sj8QBVLqEwXfeybIKVWiqAXTlcvdvb0+xkOtDbfQMOf4lST1w=="],
+
+    "pg/pg-types/postgres-date": ["postgres-date@1.0.7", "", {}, "sha512-suDmjLVQg78nMK2UZ454hAG+OAW+HQPZ6n++TNDUX+L0+uUlLywnoxJKDou51Zm+zTCjrCl0Nq6J9C5hP9vK/Q=="],
+
+    "pg/pg-types/postgres-interval": ["postgres-interval@1.2.0", "", { "dependencies": { "xtend": "^4.0.0" } }, "sha512-9ZhXKM/rw350N1ovuWHbGxnGh/SNJ4cnxHiM0rxE4VN41wsg8P8zWn9hv/buK00RP4WvlOyr/RBDiptyxVbkZQ=="],
+
+    "widest-line/string-width/emoji-regex": ["emoji-regex@10.4.0", "", {}, "sha512-EC+0oUMY1Rqm4O6LLrgjtYDvcVYTy7chDnM4Q7030tP4Kwj3u/pR6gP9ygnp2CJMK5Gq+9Q2oqmrFJAz01DXjw=="],
+
+    "widest-line/string-width/strip-ansi": ["strip-ansi@7.1.0", "", { "dependencies": { "ansi-regex": "^6.0.1" } }, "sha512-iq6eVVI64nQQTRYq2KtEg2d2uU7LElhTJwsH4YzIHZshxlgZms/wIc4VoDQTlG/IvVIrBKG06CrZnp0qv7hkcQ=="],
+
+    "wrap-ansi/string-width/emoji-regex": ["emoji-regex@10.4.0", "", {}, "sha512-EC+0oUMY1Rqm4O6LLrgjtYDvcVYTy7chDnM4Q7030tP4Kwj3u/pR6gP9ygnp2CJMK5Gq+9Q2oqmrFJAz01DXjw=="],
+
+    "wrap-ansi/strip-ansi/ansi-regex": ["ansi-regex@6.1.0", "", {}, "sha512-7HSX4QQb4CspciLpVFwyRe79O3xsIZDDLER21kERQ71oaPodF8jL725AgJMFAYbooIqolJoRLuM81SpeUkpkvA=="],
+
+    "boxen/string-width/strip-ansi/ansi-regex": ["ansi-regex@6.1.0", "", {}, "sha512-7HSX4QQb4CspciLpVFwyRe79O3xsIZDDLER21kERQ71oaPodF8jL725AgJMFAYbooIqolJoRLuM81SpeUkpkvA=="],
+
+    "colorspace/color/color-convert/color-name": ["color-name@1.1.3", "", {}, "sha512-72fSenhMw2HZMTVHeCA9KCmpEIbzWiQsjN+BHcBbS9vr1mtt+vJjPdksIBNUmKAW8TFUDPJK5SUU3QhE9NEXDw=="],
+
+    "widest-line/string-width/strip-ansi/ansi-regex": ["ansi-regex@6.1.0", "", {}, "sha512-7HSX4QQb4CspciLpVFwyRe79O3xsIZDDLER21kERQ71oaPodF8jL725AgJMFAYbooIqolJoRLuM81SpeUkpkvA=="],
+  }
+}
diff --git a/deno.json b/deno.json
index 9104dd2..20c75ba 100644
--- a/deno.json
+++ b/deno.json
@@ -1,6 +1,6 @@
 {
 	"lock": false,
-	"workspace": ["./packages/crawler", "./packages/frontend", "./packages/backend", "./packages/core"],
+	"workspace": ["./packages/crawler", "./packages/core"],
 	"nodeModulesDir": "auto",
 	"tasks": {
 		"crawler": "deno task --filter 'crawler' all",
@@ -12,10 +12,5 @@
 		"indentWidth": 4,
 		"semiColons": true,
 		"proseWrap": "always"
-	},
-	"imports": {
-		"@astrojs/node": "npm:@astrojs/node@^9.1.3",
-		"@astrojs/svelte": "npm:@astrojs/svelte@^7.0.8",
-		"date-fns": "npm:date-fns@^4.1.0"
 	}
 }
diff --git a/docker-compose.example.yml b/docker-compose.example.yml
new file mode 100644
index 0000000..f01d5b6
--- /dev/null
+++ b/docker-compose.example.yml
@@ -0,0 +1,71 @@
+version: '3.8'
+
+services:
+  db:
+    image: postgres:17
+    ports:
+      - "5431:5432"
+    environment:
+      POSTGRES_USER: cvsa
+      POSTGRES_PASSWORD: ""
+      POSTGRES_DB: cvsa_main
+    volumes:
+      - ./data:/var/lib/postgresql/data
+  
+  redis:
+    image: redis:latest
+    ports:
+      - "6378:6379"
+    volumes:
+      - ./redis/data:/data
+      - ./redis/redis.conf:/usr/local/etc/redis/redis.conf
+      - ./redis/logs:/logs
+
+  frontend:
+    build:
+      context: .
+      dockerfile: Dockerfile.frontend
+    ports:
+      - "4321:4321"
+    environment:
+      - HOST=0.0.0.0
+      - PORT=4321
+      - DB_HOST=db
+      - DB_NAME=cvsa_main
+      - DB_NAME_CRED=cvsa_cred
+      - DB_USER=cvsa
+      - DB_PORT=5432
+      - DB_PASSWORD=""
+      - LOG_VERBOSE=/app/logs/verbose.log
+      - LOG_WARN=/app/logs/warn.log
+      - LOG_ERR=/app/logs/error.log
+    depends_on:
+      - db
+    volumes:
+      - /path/to/your/logs:/app/logs
+  backend:
+    build:
+      context: .
+      dockerfile: Dockerfile.backend
+    ports:
+      - "8000:8000"
+    environment:
+      - HOST=0.0.0.0
+      - DB_HOST=db
+      - DB_NAME=cvsa_main
+      - DB_NAME_CRED=cvsa_cred
+      - DB_USER=cvsa
+      - DB_PORT=5432
+      - DB_PASSWORD=""
+      - LOG_VERBOSE=/app/logs/verbose.log
+      - LOG_WARN=/app/logs/warn.log
+      - LOG_ERR=/app/logs/error.log
+      - REDIS_HOST=redis
+      - REDIS_PORT=6379
+    depends_on:
+      - db
+    volumes:
+      - /path/to/your/logs:/app/logs
+
+volumes:
+  db_data:
\ No newline at end of file
diff --git a/package.json b/package.json
new file mode 100644
index 0000000..2afb5de
--- /dev/null
+++ b/package.json
@@ -0,0 +1,20 @@
+{
+    "name": "cvsa",
+    "version": "2.13.22",
+    "private": false,
+    "type": "module",
+    "workspaces": [
+        "packages/frontend",
+        "packages/core",
+        "packages/backend",
+        "packages/crawler"
+    ],
+    "dependencies": {
+        "postgres": "^3.4.5"
+    },
+    "devDependencies": {
+        "vite-tsconfig-paths": "^5.1.4",
+        "vitest": "^3.1.2",
+        "vitest-tsconfig-paths": "^3.4.1"
+    }
+}
diff --git a/packages/backend/.prettierrc b/packages/backend/.prettierrc
new file mode 100644
index 0000000..0961adb
--- /dev/null
+++ b/packages/backend/.prettierrc
@@ -0,0 +1,8 @@
+{
+	"useTabs": true,
+	"tabWidth": 4,
+	"trailingComma": "none",
+	"singleQuote": false,
+	"printWidth": 120,
+	"endOfLine": "lf"
+}
diff --git a/packages/backend/bun.lock b/packages/backend/bun.lock
new file mode 100644
index 0000000..567a9b9
--- /dev/null
+++ b/packages/backend/bun.lock
@@ -0,0 +1,208 @@
+{
+  "lockfileVersion": 1,
+  "workspaces": {
+    "": {
+      "dependencies": {
+        "@rabbit-company/argon2id": "^2.1.0",
+        "hono": "^4.7.8",
+        "hono-rate-limiter": "^0.4.2",
+        "ioredis": "^5.6.1",
+        "postgres": "^3.4.5",
+        "rate-limit-redis": "^4.2.0",
+        "yup": "^1.6.1",
+        "zod": "^3.24.3",
+      },
+      "devDependencies": {
+        "@types/bun": "^1.2.11",
+        "prettier": "^3.5.3",
+      },
+    },
+  },
+  "packages": {
+    "@ioredis/commands": ["@ioredis/commands@1.2.0", "", {}, "sha512-Sx1pU8EM64o2BrqNpEO1CNLtKQwyhuXuqyfH7oGKCk+1a33d2r5saW8zNwm3j6BTExtjrv2BxTgzzkMwts6vGg=="],
+
+    "@rabbit-company/argon2id": ["@rabbit-company/argon2id@2.1.0", "", { "peerDependencies": { "typescript": "^5.6.2" } }, "sha512-X/kt89qjmS9+Zh+DYCGcWeTwHa4C8vY8T3EnSma+vWj7spMzAYX4F8vmGUkny9hygpTOeC/yXwAUdJAfJ52H+w=="],
+
+    "@types/bun": ["@types/bun@1.2.11", "", { "dependencies": { "bun-types": "1.2.11" } }, "sha512-ZLbbI91EmmGwlWTRWuV6J19IUiUC5YQ3TCEuSHI3usIP75kuoA8/0PVF+LTrbEnVc8JIhpElWOxv1ocI1fJBbw=="],
+
+    "@types/node": ["@types/node@22.15.3", "", { "dependencies": { "undici-types": "~6.21.0" } }, "sha512-lX7HFZeHf4QG/J7tBZqrCAXwz9J5RD56Y6MpP0eJkka8p+K0RY/yBTW7CYFJ4VGCclxqOLKmiGP5juQc6MKgcw=="],
+
+    "accepts": ["accepts@2.0.0", "", { "dependencies": { "mime-types": "^3.0.0", "negotiator": "^1.0.0" } }, "sha512-5cvg6CtKwfgdmVqY1WIiXKc3Q1bkRqGLi+2W/6ao+6Y7gu/RCwRuAhGEzh5B4KlszSuTLgZYuqFqo5bImjNKng=="],
+
+    "body-parser": ["body-parser@2.2.0", "", { "dependencies": { "bytes": "^3.1.2", "content-type": "^1.0.5", "debug": "^4.4.0", "http-errors": "^2.0.0", "iconv-lite": "^0.6.3", "on-finished": "^2.4.1", "qs": "^6.14.0", "raw-body": "^3.0.0", "type-is": "^2.0.0" } }, "sha512-02qvAaxv8tp7fBa/mw1ga98OGm+eCbqzJOKoRt70sLmfEEi+jyBYVTDGfCL/k06/4EMk/z01gCe7HoCH/f2LTg=="],
+
+    "bun-types": ["bun-types@1.2.11", "", { "dependencies": { "@types/node": "*" } }, "sha512-dbkp5Lo8HDrXkLrONm6bk+yiiYQSntvFUzQp0v3pzTAsXk6FtgVMjdQ+lzFNVAmQFUkPQZ3WMZqH5tTo+Dp/IA=="],
+
+    "bytes": ["bytes@3.1.2", "", {}, "sha512-/Nf7TyzTx6S3yRJObOAV7956r8cr2+Oj8AC5dt8wSP3BQAoeX58NoHyCU8P8zGkNXStjTSi6fzO6F0pBdcYbEg=="],
+
+    "call-bind-apply-helpers": ["call-bind-apply-helpers@1.0.2", "", { "dependencies": { "es-errors": "^1.3.0", "function-bind": "^1.1.2" } }, "sha512-Sp1ablJ0ivDkSzjcaJdxEunN5/XvksFJ2sMBFfq6x0ryhQV/2b/KwFe21cMpmHtPOSij8K99/wSfoEuTObmuMQ=="],
+
+    "call-bound": ["call-bound@1.0.4", "", { "dependencies": { "call-bind-apply-helpers": "^1.0.2", "get-intrinsic": "^1.3.0" } }, "sha512-+ys997U96po4Kx/ABpBCqhA9EuxJaQWDQg7295H4hBphv3IZg0boBKuwYpt4YXp6MZ5AmZQnU/tyMTlRpaSejg=="],
+
+    "cluster-key-slot": ["cluster-key-slot@1.1.2", "", {}, "sha512-RMr0FhtfXemyinomL4hrWcYJxmX6deFdCxpJzhDttxgO1+bcCnkk+9drydLVDmAMG7NE6aN/fl4F7ucU/90gAA=="],
+
+    "content-disposition": ["content-disposition@1.0.0", "", { "dependencies": { "safe-buffer": "5.2.1" } }, "sha512-Au9nRL8VNUut/XSzbQA38+M78dzP4D+eqg3gfJHMIHHYa3bg067xj1KxMUWj+VULbiZMowKngFFbKczUrNJ1mg=="],
+
+    "content-type": ["content-type@1.0.5", "", {}, "sha512-nTjqfcBFEipKdXCv4YDQWCfmcLZKm81ldF0pAopTvyrFGVbcR6P/VAAd5G7N+0tTr8QqiU0tFadD6FK4NtJwOA=="],
+
+    "cookie": ["cookie@0.7.2", "", {}, "sha512-yki5XnKuf750l50uGTllt6kKILY4nQ1eNIQatoXEByZ5dWgnKqbnqmTrBE5B4N7lrMJKQ2ytWMiTO2o0v6Ew/w=="],
+
+    "cookie-signature": ["cookie-signature@1.2.2", "", {}, "sha512-D76uU73ulSXrD1UXF4KE2TMxVVwhsnCgfAyTg9k8P6KGZjlXKrOLe4dJQKI3Bxi5wjesZoFXJWElNWBjPZMbhg=="],
+
+    "debug": ["debug@4.4.0", "", { "dependencies": { "ms": "^2.1.3" } }, "sha512-6WTZ/IxCY/T6BALoZHaE4ctp9xm+Z5kY/pzYaCHRFeyVhojxlrm+46y68HA6hr0TcwEssoxNiDEUJQjfPZ/RYA=="],
+
+    "denque": ["denque@2.1.0", "", {}, "sha512-HVQE3AAb/pxF8fQAoiqpvg9i3evqug3hoiwakOyZAwJm+6vZehbkYXZ0l4JxS+I3QxM97v5aaRNhj8v5oBhekw=="],
+
+    "depd": ["depd@2.0.0", "", {}, "sha512-g7nH6P6dyDioJogAAGprGpCtVImJhpPk/roCzdb3fIh61/s/nPsfR6onyMwkCAR/OlC3yBC0lESvUoQEAssIrw=="],
+
+    "dunder-proto": ["dunder-proto@1.0.1", "", { "dependencies": { "call-bind-apply-helpers": "^1.0.1", "es-errors": "^1.3.0", "gopd": "^1.2.0" } }, "sha512-KIN/nDJBQRcXw0MLVhZE9iQHmG68qAVIBg9CqmUYjmQIhgij9U5MFvrqkUL5FbtyyzZuOeOt0zdeRe4UY7ct+A=="],
+
+    "ee-first": ["ee-first@1.1.1", "", {}, "sha512-WMwm9LhRUo+WUaRN+vRuETqG89IgZphVSNkdFgeb6sS/E4OrDIN7t48CAewSHXc6C8lefD8KKfr5vY61brQlow=="],
+
+    "encodeurl": ["encodeurl@2.0.0", "", {}, "sha512-Q0n9HRi4m6JuGIV1eFlmvJB7ZEVxu93IrMyiMsGC0lrMJMWzRgx6WGquyfQgZVb31vhGgXnfmPNNXmxnOkRBrg=="],
+
+    "es-define-property": ["es-define-property@1.0.1", "", {}, "sha512-e3nRfgfUZ4rNGL232gUgX06QNyyez04KdjFrF+LTRoOXmrOgFKDg4BCdsjW8EnT69eqdYGmRpJwiPVYNrCaW3g=="],
+
+    "es-errors": ["es-errors@1.3.0", "", {}, "sha512-Zf5H2Kxt2xjTvbJvP2ZWLEICxA6j+hAmMzIlypy4xcBg1vKVnx89Wy0GbS+kf5cwCVFFzdCFh2XSCFNULS6csw=="],
+
+    "es-object-atoms": ["es-object-atoms@1.1.1", "", { "dependencies": { "es-errors": "^1.3.0" } }, "sha512-FGgH2h8zKNim9ljj7dankFPcICIK9Cp5bm+c2gQSYePhpaG5+esrLODihIorn+Pe6FGJzWhXQotPv73jTaldXA=="],
+
+    "escape-html": ["escape-html@1.0.3", "", {}, "sha512-NiSupZ4OeuGwr68lGIeym/ksIZMJodUGOSCZ/FSnTxcrekbvqrgdUxlJOMpijaKZVjAJrWrGs/6Jy8OMuyj9ow=="],
+
+    "etag": ["etag@1.8.1", "", {}, "sha512-aIL5Fx7mawVa300al2BnEE4iNvo1qETxLrPI/o05L7z6go7fCw1J6EQmbK4FmJ2AS7kgVF/KEZWufBfdClMcPg=="],
+
+    "express": ["express@5.1.0", "", { "dependencies": { "accepts": "^2.0.0", "body-parser": "^2.2.0", "content-disposition": "^1.0.0", "content-type": "^1.0.5", "cookie": "^0.7.1", "cookie-signature": "^1.2.1", "debug": "^4.4.0", "encodeurl": "^2.0.0", "escape-html": "^1.0.3", "etag": "^1.8.1", "finalhandler": "^2.1.0", "fresh": "^2.0.0", "http-errors": "^2.0.0", "merge-descriptors": "^2.0.0", "mime-types": "^3.0.0", "on-finished": "^2.4.1", "once": "^1.4.0", "parseurl": "^1.3.3", "proxy-addr": "^2.0.7", "qs": "^6.14.0", "range-parser": "^1.2.1", "router": "^2.2.0", "send": "^1.1.0", "serve-static": "^2.2.0", "statuses": "^2.0.1", "type-is": "^2.0.1", "vary": "^1.1.2" } }, "sha512-DT9ck5YIRU+8GYzzU5kT3eHGA5iL+1Zd0EutOmTE9Dtk+Tvuzd23VBU+ec7HPNSTxXYO55gPV/hq4pSBJDjFpA=="],
+
+    "express-rate-limit": ["express-rate-limit@7.5.0", "", { "peerDependencies": { "express": "^4.11 || 5 || ^5.0.0-beta.1" } }, "sha512-eB5zbQh5h+VenMPM3fh+nw1YExi5nMr6HUCR62ELSP11huvxm/Uir1H1QEyTkk5QX6A58pX6NmaTMceKZ0Eodg=="],
+
+    "finalhandler": ["finalhandler@2.1.0", "", { "dependencies": { "debug": "^4.4.0", "encodeurl": "^2.0.0", "escape-html": "^1.0.3", "on-finished": "^2.4.1", "parseurl": "^1.3.3", "statuses": "^2.0.1" } }, "sha512-/t88Ty3d5JWQbWYgaOGCCYfXRwV1+be02WqYYlL6h0lEiUAMPM8o8qKGO01YIkOHzka2up08wvgYD0mDiI+q3Q=="],
+
+    "forwarded": ["forwarded@0.2.0", "", {}, "sha512-buRG0fpBtRHSTCOASe6hD258tEubFoRLb4ZNA6NxMVHNw2gOcwHo9wyablzMzOA5z9xA9L1KNjk/Nt6MT9aYow=="],
+
+    "fresh": ["fresh@2.0.0", "", {}, "sha512-Rx/WycZ60HOaqLKAi6cHRKKI7zxWbJ31MhntmtwMoaTeF7XFH9hhBp8vITaMidfljRQ6eYWCKkaTK+ykVJHP2A=="],
+
+    "function-bind": ["function-bind@1.1.2", "", {}, "sha512-7XHNxH7qX9xG5mIwxkhumTox/MIRNcOgDrxWsMt2pAr23WHp6MrRlN7FBSFpCpr+oVO0F744iUgR82nJMfG2SA=="],
+
+    "get-intrinsic": ["get-intrinsic@1.3.0", "", { "dependencies": { "call-bind-apply-helpers": "^1.0.2", "es-define-property": "^1.0.1", "es-errors": "^1.3.0", "es-object-atoms": "^1.1.1", "function-bind": "^1.1.2", "get-proto": "^1.0.1", "gopd": "^1.2.0", "has-symbols": "^1.1.0", "hasown": "^2.0.2", "math-intrinsics": "^1.1.0" } }, "sha512-9fSjSaos/fRIVIp+xSJlE6lfwhES7LNtKaCBIamHsjr2na1BiABJPo0mOjjz8GJDURarmCPGqaiVg5mfjb98CQ=="],
+
+    "get-proto": ["get-proto@1.0.1", "", { "dependencies": { "dunder-proto": "^1.0.1", "es-object-atoms": "^1.0.0" } }, "sha512-sTSfBjoXBp89JvIKIefqw7U2CCebsc74kiY6awiGogKtoSGbgjYE/G/+l9sF3MWFPNc9IcoOC4ODfKHfxFmp0g=="],
+
+    "gopd": ["gopd@1.2.0", "", {}, "sha512-ZUKRh6/kUFoAiTAtTYPZJ3hw9wNxx+BIBOijnlG9PnrJsCcSjs1wyyD6vJpaYtgnzDrKYRSqf3OO6Rfa93xsRg=="],
+
+    "has-symbols": ["has-symbols@1.1.0", "", {}, "sha512-1cDNdwJ2Jaohmb3sg4OmKaMBwuC48sYni5HUw2DvsC8LjGTLK9h+eb1X6RyuOHe4hT0ULCW68iomhjUoKUqlPQ=="],
+
+    "hasown": ["hasown@2.0.2", "", { "dependencies": { "function-bind": "^1.1.2" } }, "sha512-0hJU9SCPvmMzIBdZFqNPXWa6dqh7WdH0cII9y+CyS8rG3nL48Bclra9HmKhVVUHyPWNH5Y7xDwAB7bfgSjkUMQ=="],
+
+    "hono": ["hono@4.7.8", "", {}, "sha512-PCibtFdxa7/Ldud9yddl1G81GjYaeMYYTq4ywSaNsYbB1Lug4mwtOMJf2WXykL0pntYwmpRJeOI3NmoDgD+Jxw=="],
+
+    "hono-rate-limiter": ["hono-rate-limiter@0.4.2", "", { "peerDependencies": { "hono": "^4.1.1" } }, "sha512-AAtFqgADyrmbDijcRTT/HJfwqfvhalya2Zo+MgfdrMPas3zSMD8SU03cv+ZsYwRU1swv7zgVt0shwN059yzhjw=="],
+
+    "http-errors": ["http-errors@2.0.0", "", { "dependencies": { "depd": "2.0.0", "inherits": "2.0.4", "setprototypeof": "1.2.0", "statuses": "2.0.1", "toidentifier": "1.0.1" } }, "sha512-FtwrG/euBzaEjYeRqOgly7G0qviiXoJWnvEH2Z1plBdXgbyjv34pHTSb9zoeHMyDy33+DWy5Wt9Wo+TURtOYSQ=="],
+
+    "iconv-lite": ["iconv-lite@0.6.3", "", { "dependencies": { "safer-buffer": ">= 2.1.2 < 3.0.0" } }, "sha512-4fCk79wshMdzMp2rH06qWrJE4iolqLhCUH+OiuIgU++RB0+94NlDL81atO7GX55uUKueo0txHNtvEyI6D7WdMw=="],
+
+    "inherits": ["inherits@2.0.4", "", {}, "sha512-k/vGaX4/Yla3WzyMCvTQOXYeIHvqOKtnqBduzTHpzpQZzAskKMhZ2K+EnBiSM9zGSoIFeMpXKxa4dYeZIQqewQ=="],
+
+    "ioredis": ["ioredis@5.6.1", "", { "dependencies": { "@ioredis/commands": "^1.1.1", "cluster-key-slot": "^1.1.0", "debug": "^4.3.4", "denque": "^2.1.0", "lodash.defaults": "^4.2.0", "lodash.isarguments": "^3.1.0", "redis-errors": "^1.2.0", "redis-parser": "^3.0.0", "standard-as-callback": "^2.1.0" } }, "sha512-UxC0Yv1Y4WRJiGQxQkP0hfdL0/5/6YvdfOOClRgJ0qppSarkhneSa6UvkMkms0AkdGimSH3Ikqm+6mkMmX7vGA=="],
+
+    "ipaddr.js": ["ipaddr.js@1.9.1", "", {}, "sha512-0KI/607xoxSToH7GjN1FfSbLoU0+btTicjsQSWQlh/hZykN8KpmMf7uYwPW3R+akZ6R/w18ZlXSHBYXiYUPO3g=="],
+
+    "is-promise": ["is-promise@4.0.0", "", {}, "sha512-hvpoI6korhJMnej285dSg6nu1+e6uxs7zG3BYAm5byqDsgJNWwxzM6z6iZiAgQR4TJ30JmBTOwqZUw3WlyH3AQ=="],
+
+    "lodash.defaults": ["lodash.defaults@4.2.0", "", {}, "sha512-qjxPLHd3r5DnsdGacqOMU6pb/avJzdh9tFX2ymgoZE27BmjXrNy/y4LoaiTeAb+O3gL8AfpJGtqfX/ae2leYYQ=="],
+
+    "lodash.isarguments": ["lodash.isarguments@3.1.0", "", {}, "sha512-chi4NHZlZqZD18a0imDHnZPrDeBbTtVN7GXMwuGdRH9qotxAjYs3aVLKc7zNOG9eddR5Ksd8rvFEBc9SsggPpg=="],
+
+    "math-intrinsics": ["math-intrinsics@1.1.0", "", {}, "sha512-/IXtbwEk5HTPyEwyKX6hGkYXxM9nbj64B+ilVJnC/R6B0pH5G4V3b0pVbL7DBj4tkhBAppbQUlf6F6Xl9LHu1g=="],
+
+    "media-typer": ["media-typer@1.1.0", "", {}, "sha512-aisnrDP4GNe06UcKFnV5bfMNPBUw4jsLGaWwWfnH3v02GnBuXX2MCVn5RbrWo0j3pczUilYblq7fQ7Nw2t5XKw=="],
+
+    "merge-descriptors": ["merge-descriptors@2.0.0", "", {}, "sha512-Snk314V5ayFLhp3fkUREub6WtjBfPdCPY1Ln8/8munuLuiYhsABgBVWsozAG+MWMbVEvcdcpbi9R7ww22l9Q3g=="],
+
+    "mime-db": ["mime-db@1.54.0", "", {}, "sha512-aU5EJuIN2WDemCcAp2vFBfp/m4EAhWJnUNSSw0ixs7/kXbd6Pg64EmwJkNdFhB8aWt1sH2CTXrLxo/iAGV3oPQ=="],
+
+    "mime-types": ["mime-types@3.0.1", "", { "dependencies": { "mime-db": "^1.54.0" } }, "sha512-xRc4oEhT6eaBpU1XF7AjpOFD+xQmXNB5OVKwp4tqCuBpHLS/ZbBDrc07mYTDqVMg6PfxUjjNp85O6Cd2Z/5HWA=="],
+
+    "ms": ["ms@2.1.3", "", {}, "sha512-6FlzubTLZG3J2a/NVCAleEhjzq5oxgHyaCU9yYXvcLsvoVaHJq/s5xXI6/XXP6tz7R9xAOtHnSO/tXtF3WRTlA=="],
+
+    "negotiator": ["negotiator@1.0.0", "", {}, "sha512-8Ofs/AUQh8MaEcrlq5xOX0CQ9ypTF5dl78mjlMNfOK08fzpgTHQRQPBxcPlEtIw0yRpws+Zo/3r+5WRby7u3Gg=="],
+
+    "object-inspect": ["object-inspect@1.13.4", "", {}, "sha512-W67iLl4J2EXEGTbfeHCffrjDfitvLANg0UlX3wFUUSTx92KXRFegMHUVgSqE+wvhAbi4WqjGg9czysTV2Epbew=="],
+
+    "on-finished": ["on-finished@2.4.1", "", { "dependencies": { "ee-first": "1.1.1" } }, "sha512-oVlzkg3ENAhCk2zdv7IJwd/QUD4z2RxRwpkcGY8psCVcCYZNq4wYnVWALHM+brtuJjePWiYF/ClmuDr8Ch5+kg=="],
+
+    "once": ["once@1.4.0", "", { "dependencies": { "wrappy": "1" } }, "sha512-lNaJgI+2Q5URQBkccEKHTQOPaXdUxnZZElQTZY0MFUAuaEqe1E+Nyvgdz/aIyNi6Z9MzO5dv1H8n58/GELp3+w=="],
+
+    "parseurl": ["parseurl@1.3.3", "", {}, "sha512-CiyeOxFT/JZyN5m0z9PfXw4SCBJ6Sygz1Dpl0wqjlhDEGGBP1GnsUVEL0p63hoG1fcj3fHynXi9NYO4nWOL+qQ=="],
+
+    "path-to-regexp": ["path-to-regexp@8.2.0", "", {}, "sha512-TdrF7fW9Rphjq4RjrW0Kp2AW0Ahwu9sRGTkS6bvDi0SCwZlEZYmcfDbEsTz8RVk0EHIS/Vd1bv3JhG+1xZuAyQ=="],
+
+    "postgres": ["postgres@3.4.5", "", {}, "sha512-cDWgoah1Gez9rN3H4165peY9qfpEo+SA61oQv65O3cRUE1pOEoJWwddwcqKE8XZYjbblOJlYDlLV4h67HrEVDg=="],
+
+    "prettier": ["prettier@3.5.3", "", { "bin": { "prettier": "bin/prettier.cjs" } }, "sha512-QQtaxnoDJeAkDvDKWCLiwIXkTgRhwYDEQCghU9Z6q03iyek/rxRh/2lC3HB7P8sWT2xC/y5JDctPLBIGzHKbhw=="],
+
+    "property-expr": ["property-expr@2.0.6", "", {}, "sha512-SVtmxhRE/CGkn3eZY1T6pC8Nln6Fr/lu1mKSgRud0eC73whjGfoAogbn78LkD8aFL0zz3bAFerKSnOl7NlErBA=="],
+
+    "proxy-addr": ["proxy-addr@2.0.7", "", { "dependencies": { "forwarded": "0.2.0", "ipaddr.js": "1.9.1" } }, "sha512-llQsMLSUDUPT44jdrU/O37qlnifitDP+ZwrmmZcoSKyLKvtZxpyV0n2/bD/N4tBAAZ/gJEdZU7KMraoK1+XYAg=="],
+
+    "qs": ["qs@6.14.0", "", { "dependencies": { "side-channel": "^1.1.0" } }, "sha512-YWWTjgABSKcvs/nWBi9PycY/JiPJqOD4JA6o9Sej2AtvSGarXxKC3OQSk4pAarbdQlKAh5D4FCQkJNkW+GAn3w=="],
+
+    "range-parser": ["range-parser@1.2.1", "", {}, "sha512-Hrgsx+orqoygnmhFbKaHE6c296J+HTAQXoxEF6gNupROmmGJRoyzfG3ccAveqCBrwr/2yxQ5BVd/GTl5agOwSg=="],
+
+    "rate-limit-redis": ["rate-limit-redis@4.2.0", "", { "peerDependencies": { "express-rate-limit": ">= 6" } }, "sha512-wV450NQyKC24NmPosJb2131RoczLdfIJdKCReNwtVpm5998U8SgKrAZrIHaN/NfQgqOHaan8Uq++B4sa5REwjA=="],
+
+    "raw-body": ["raw-body@3.0.0", "", { "dependencies": { "bytes": "3.1.2", "http-errors": "2.0.0", "iconv-lite": "0.6.3", "unpipe": "1.0.0" } }, "sha512-RmkhL8CAyCRPXCE28MMH0z2PNWQBNk2Q09ZdxM9IOOXwxwZbN+qbWaatPkdkWIKL2ZVDImrN/pK5HTRz2PcS4g=="],
+
+    "redis-errors": ["redis-errors@1.2.0", "", {}, "sha512-1qny3OExCf0UvUV/5wpYKf2YwPcOqXzkwKKSmKHiE6ZMQs5heeE/c8eXK+PNllPvmjgAbfnsbpkGZWy8cBpn9w=="],
+
+    "redis-parser": ["redis-parser@3.0.0", "", { "dependencies": { "redis-errors": "^1.0.0" } }, "sha512-DJnGAeenTdpMEH6uAJRK/uiyEIH9WVsUmoLwzudwGJUwZPp80PDBWPHXSAGNPwNvIXAbe7MSUB1zQFugFml66A=="],
+
+    "router": ["router@2.2.0", "", { "dependencies": { "debug": "^4.4.0", "depd": "^2.0.0", "is-promise": "^4.0.0", "parseurl": "^1.3.3", "path-to-regexp": "^8.0.0" } }, "sha512-nLTrUKm2UyiL7rlhapu/Zl45FwNgkZGaCpZbIHajDYgwlJCOzLSk+cIPAnsEqV955GjILJnKbdQC1nVPz+gAYQ=="],
+
+    "safe-buffer": ["safe-buffer@5.2.1", "", {}, "sha512-rp3So07KcdmmKbGvgaNxQSJr7bGVSVk5S9Eq1F+ppbRo70+YeaDxkw5Dd8NPN+GD6bjnYm2VuPuCXmpuYvmCXQ=="],
+
+    "safer-buffer": ["safer-buffer@2.1.2", "", {}, "sha512-YZo3K82SD7Riyi0E1EQPojLz7kpepnSQI9IyPbHHg1XXXevb5dJI7tpyN2ADxGcQbHG7vcyRHk0cbwqcQriUtg=="],
+
+    "send": ["send@1.2.0", "", { "dependencies": { "debug": "^4.3.5", "encodeurl": "^2.0.0", "escape-html": "^1.0.3", "etag": "^1.8.1", "fresh": "^2.0.0", "http-errors": "^2.0.0", "mime-types": "^3.0.1", "ms": "^2.1.3", "on-finished": "^2.4.1", "range-parser": "^1.2.1", "statuses": "^2.0.1" } }, "sha512-uaW0WwXKpL9blXE2o0bRhoL2EGXIrZxQ2ZQ4mgcfoBxdFmQold+qWsD2jLrfZ0trjKL6vOw0j//eAwcALFjKSw=="],
+
+    "serve-static": ["serve-static@2.2.0", "", { "dependencies": { "encodeurl": "^2.0.0", "escape-html": "^1.0.3", "parseurl": "^1.3.3", "send": "^1.2.0" } }, "sha512-61g9pCh0Vnh7IutZjtLGGpTA355+OPn2TyDv/6ivP2h/AdAVX9azsoxmg2/M6nZeQZNYBEwIcsne1mJd9oQItQ=="],
+
+    "setprototypeof": ["setprototypeof@1.2.0", "", {}, "sha512-E5LDX7Wrp85Kil5bhZv46j8jOeboKq5JMmYM3gVGdGH8xFpPWXUMsNrlODCrkoxMEeNi/XZIwuRvY4XNwYMJpw=="],
+
+    "side-channel": ["side-channel@1.1.0", "", { "dependencies": { "es-errors": "^1.3.0", "object-inspect": "^1.13.3", "side-channel-list": "^1.0.0", "side-channel-map": "^1.0.1", "side-channel-weakmap": "^1.0.2" } }, "sha512-ZX99e6tRweoUXqR+VBrslhda51Nh5MTQwou5tnUDgbtyM0dBgmhEDtWGP/xbKn6hqfPRHujUNwz5fy/wbbhnpw=="],
+
+    "side-channel-list": ["side-channel-list@1.0.0", "", { "dependencies": { "es-errors": "^1.3.0", "object-inspect": "^1.13.3" } }, "sha512-FCLHtRD/gnpCiCHEiJLOwdmFP+wzCmDEkc9y7NsYxeF4u7Btsn1ZuwgwJGxImImHicJArLP4R0yX4c2KCrMrTA=="],
+
+    "side-channel-map": ["side-channel-map@1.0.1", "", { "dependencies": { "call-bound": "^1.0.2", "es-errors": "^1.3.0", "get-intrinsic": "^1.2.5", "object-inspect": "^1.13.3" } }, "sha512-VCjCNfgMsby3tTdo02nbjtM/ewra6jPHmpThenkTYh8pG9ucZ/1P8So4u4FGBek/BjpOVsDCMoLA/iuBKIFXRA=="],
+
+    "side-channel-weakmap": ["side-channel-weakmap@1.0.2", "", { "dependencies": { "call-bound": "^1.0.2", "es-errors": "^1.3.0", "get-intrinsic": "^1.2.5", "object-inspect": "^1.13.3", "side-channel-map": "^1.0.1" } }, "sha512-WPS/HvHQTYnHisLo9McqBHOJk2FkHO/tlpvldyrnem4aeQp4hai3gythswg6p01oSoTl58rcpiFAjF2br2Ak2A=="],
+
+    "standard-as-callback": ["standard-as-callback@2.1.0", "", {}, "sha512-qoRRSyROncaz1z0mvYqIE4lCd9p2R90i6GxW3uZv5ucSu8tU7B5HXUP1gG8pVZsYNVaXjk8ClXHPttLyxAL48A=="],
+
+    "statuses": ["statuses@2.0.1", "", {}, "sha512-RwNA9Z/7PrK06rYLIzFMlaF+l73iwpzsqRIFgbMLbTcLD6cOao82TaWefPXQvB2fOC4AjuYSEndS7N/mTCbkdQ=="],
+
+    "tiny-case": ["tiny-case@1.0.3", "", {}, "sha512-Eet/eeMhkO6TX8mnUteS9zgPbUMQa4I6Kkp5ORiBD5476/m+PIRiumP5tmh5ioJpH7k51Kehawy2UDfsnxxY8Q=="],
+
+    "toidentifier": ["toidentifier@1.0.1", "", {}, "sha512-o5sSPKEkg/DIQNmH43V0/uerLrpzVedkUh8tGNvaeXpfpuwjKenlSox/2O/BTlZUtEe+JG7s5YhEz608PlAHRA=="],
+
+    "toposort": ["toposort@2.0.2", "", {}, "sha512-0a5EOkAUp8D4moMi2W8ZF8jcga7BgZd91O/yabJCFY8az+XSzeGyTKs0Aoo897iV1Nj6guFq8orWDS96z91oGg=="],
+
+    "type-fest": ["type-fest@2.19.0", "", {}, "sha512-RAH822pAdBgcNMAfWnCBU3CFZcfZ/i1eZjwFU/dsLKumyuuP3niueg2UAukXYF0E2AAoc82ZSSf9J0WQBinzHA=="],
+
+    "type-is": ["type-is@2.0.1", "", { "dependencies": { "content-type": "^1.0.5", "media-typer": "^1.1.0", "mime-types": "^3.0.0" } }, "sha512-OZs6gsjF4vMp32qrCbiVSkrFmXtG/AZhY3t0iAMrMBiAZyV9oALtXO8hsrHbMXF9x6L3grlFuwW2oAz7cav+Gw=="],
+
+    "typescript": ["typescript@5.8.3", "", { "bin": { "tsc": "bin/tsc", "tsserver": "bin/tsserver" } }, "sha512-p1diW6TqL9L07nNxvRMM7hMMw4c5XOo/1ibL4aAIGmSAt9slTE1Xgw5KWuof2uTOvCg9BY7ZRi+GaF+7sfgPeQ=="],
+
+    "undici-types": ["undici-types@6.21.0", "", {}, "sha512-iwDZqg0QAGrg9Rav5H4n0M64c3mkR59cJ6wQp+7C4nI0gsmExaedaYLNO44eT4AtBBwjbTiGPMlt2Md0T9H9JQ=="],
+
+    "unpipe": ["unpipe@1.0.0", "", {}, "sha512-pjy2bYhSsufwWlKwPc+l3cN7+wuJlK6uz0YdJEOlQDbl6jo/YlPi4mb8agUkVC8BF7V8NuzeyPNqRksA3hztKQ=="],
+
+    "vary": ["vary@1.1.2", "", {}, "sha512-BNGbWLfd0eUPabhkXUVm0j8uuvREyTh5ovRa/dyow/BqAbZJyC+5fU+IzQOzmAKzYqYRAISoRhdQr3eIZ/PXqg=="],
+
+    "wrappy": ["wrappy@1.0.2", "", {}, "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ=="],
+
+    "yup": ["yup@1.6.1", "", { "dependencies": { "property-expr": "^2.0.5", "tiny-case": "^1.0.3", "toposort": "^2.0.2", "type-fest": "^2.19.0" } }, "sha512-JED8pB50qbA4FOkDol0bYF/p60qSEDQqBD0/qeIrUCG1KbPBIQ776fCUNb9ldbPcSTxA69g/47XTo4TqWiuXOA=="],
+
+    "zod": ["zod@3.24.3", "", {}, "sha512-HhY1oqzWCQWuUqvBFnsyrtZRhyPeR7SUGv+C4+MsisMuVfSPx8HpwWqH8tRahSlt6M3PiFAcoeFhZAqIXTxoSg=="],
+  }
+}
diff --git a/packages/backend/database.ts b/packages/backend/database.ts
deleted file mode 100644
index fdd67ec..0000000
--- a/packages/backend/database.ts
+++ /dev/null
@@ -1,30 +0,0 @@
-import { type Client, Pool } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-import { postgresConfig, postgresConfigCred } from "@core/db/pgConfig.ts";
-import { createMiddleware } from "hono/factory";
-
-const pool = new Pool(postgresConfig, 4);
-const poolCred = new Pool(postgresConfigCred, 2);
-
-export const db = pool;
-export const dbCred = poolCred;
-
-export const dbMiddleware = createMiddleware(async (c, next) => {
-	const connection = await pool.connect();
-	c.set("db", connection);
-	await next();
-	connection.release();
-});
-
-export const dbCredMiddleware = createMiddleware(async (c, next) => {
-	const connection = await poolCred.connect();
-	c.set("dbCred", connection);
-	await next();
-	connection.release();
-});
-
-declare module "hono" {
-	interface ContextVariableMap {
-		db: Client;
-		dbCred: Client;
-	}
-}
diff --git a/packages/backend/db/config.ts b/packages/backend/db/config.ts
new file mode 100644
index 0000000..59ab5fa
--- /dev/null
+++ b/packages/backend/db/config.ts
@@ -0,0 +1,46 @@
+const requiredEnvVars = ["DB_HOST", "DB_NAME", "DB_USER", "DB_PASSWORD", "DB_PORT", "DB_NAME_CRED"];
+
+const unsetVars = requiredEnvVars.filter((key) => process.env[key] === undefined);
+
+if (unsetVars.length > 0) {
+	throw new Error(`Missing required environment variables: ${unsetVars.join(", ")}`);
+}
+
+const databaseHost = process.env["DB_HOST"]!;
+const databaseName = process.env["DB_NAME"];
+const databaseNameCred = process.env["DB_NAME_CRED"]!;
+const databaseUser = process.env["DB_USER"]!;
+const databasePassword = process.env["DB_PASSWORD"]!;
+const databasePort = process.env["DB_PORT"]!;
+
+export const postgresConfig = {
+	hostname: databaseHost,
+	port: parseInt(databasePort),
+	database: databaseName,
+	user: databaseUser,
+	password: databasePassword
+};
+
+export const postgresConfigNpm = {
+	host: databaseHost,
+	port: parseInt(databasePort),
+	database: databaseName,
+	username: databaseUser,
+	password: databasePassword
+};
+
+export const postgresCredConfigNpm = {
+	host: databaseHost,
+	port: parseInt(databasePort),
+	database: databaseNameCred,
+	username: databaseUser,
+	password: databasePassword
+}
+
+export const postgresConfigCred = {
+	hostname: databaseHost,
+	port: parseInt(databasePort),
+	database: databaseNameCred,
+	user: databaseUser,
+	password: databasePassword
+};
diff --git a/packages/backend/db/db.ts b/packages/backend/db/db.ts
new file mode 100644
index 0000000..9643fa5
--- /dev/null
+++ b/packages/backend/db/db.ts
@@ -0,0 +1,5 @@
+import postgres from "postgres";
+import { postgresConfigNpm, postgresCredConfigNpm } from "./config";
+
+export const sql = postgres(postgresConfigNpm);
+export const sqlCred = postgres(postgresCredConfigNpm)
\ No newline at end of file
diff --git a/packages/backend/videoInfo.ts b/packages/backend/db/videoInfo.ts
similarity index 72%
rename from packages/backend/videoInfo.ts
rename to packages/backend/db/videoInfo.ts
index fd8bf89..e9fee88 100644
--- a/packages/backend/videoInfo.ts
+++ b/packages/backend/db/videoInfo.ts
@@ -1,21 +1,21 @@
-import logger from "log/logger.ts";
-import { Redis } from "ioredis";
+import logger from "@core/log/logger.ts";
+import { redis } from "@core/db/redis.ts";
+import { sql } from "./db.ts";
 import { number, ValidationError } from "yup";
-import { createHandlers } from "./utils.ts";
-import { getVideoInfo, getVideoInfoByBV } from "@crawler/net/videoInfo";
-import { idSchema } from "./snapshots.ts";
+import { createHandlers } from "../src/utils.ts";
+import { getVideoInfo, getVideoInfoByBV } from "@core/net/getVideoInfo.ts";
+import { idSchema } from "../routes/snapshots.ts";
 import { NetSchedulerError } from "@core/net/delegate.ts";
 import type { Context } from "hono";
-import type { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
 import type { BlankEnv, BlankInput } from "hono/types";
 import type { VideoInfoData } from "@core/net/bilibili.d.ts";
+import { startTime, endTime } from 'hono/timing'
 
-const redis = new Redis({ maxRetriesPerRequest: null });
 const CACHE_EXPIRATION_SECONDS = 60;
 
 type ContextType = Context<BlankEnv, "/video/:id/info", BlankInput>;
 
-async function insertVideoSnapshot(client: Client, data: VideoInfoData) {
+async function insertVideoSnapshot(data: VideoInfoData) {
 	const views = data.stat.view;
 	const danmakus = data.stat.danmaku;
 	const replies = data.stat.reply;
@@ -25,21 +25,16 @@ async function insertVideoSnapshot(client: Client, data: VideoInfoData) {
 	const favorites = data.stat.favorite;
 	const aid = data.aid;
 
-	const query: string = `
+	await sql`
         INSERT INTO video_snapshot (aid, views, danmakus, replies, likes, coins, shares, favorites)
-        VALUES ($1, $2, $3, $4, $5, $6, $7, $8)
+        VALUES (${aid}, ${views}, ${danmakus}, ${replies}, ${likes}, ${coins}, ${shares}, ${favorites})
     `;
 
-	await client.queryObject(
-		query,
-		[aid, views, danmakus, replies, likes, coins, shares, favorites],
-	);
-
 	logger.log(`Inserted into snapshot for video ${aid} by videoInfo API.`, "api", "fn:insertVideoSnapshot");
 }
 
 export const videoInfoHandler = createHandlers(async (c: ContextType) => {
-	const client = c.get("db");
+	startTime(c, 'parse', 'Parse the request');
 	try {
 		const id = await idSchema.validate(c.req.param("id"));
 		let videoId: string | number = id as string;
@@ -50,27 +45,33 @@ export const videoInfoHandler = createHandlers(async (c: ContextType) => {
 		}
 
 		const cacheKey = `cvsa:videoInfo:${videoId}`;
+		endTime(c, 'parse');
+		startTime(c, 'cache', 'Check for cached data');
 		const cachedData = await redis.get(cacheKey);
-
+		endTime(c, 'cache');
 		if (cachedData) {
 			return c.json(JSON.parse(cachedData));
 		}
-
+		startTime(c, 'net', 'Fetch data');
 		let result: VideoInfoData | number;
 		if (typeof videoId === "number") {
 			result = await getVideoInfo(videoId, "getVideoInfo");
 		} else {
 			result = await getVideoInfoByBV(videoId, "getVideoInfo");
 		}
+		endTime(c, 'net');
 
 		if (typeof result === "number") {
 			return c.json({ message: "Error fetching video info", code: result }, 500);
 		}
 
+		startTime(c, 'db', 'Write data to database');
+
 		await redis.setex(cacheKey, CACHE_EXPIRATION_SECONDS, JSON.stringify(result));
 
-		await insertVideoSnapshot(client, result);
+		await insertVideoSnapshot(result);
 
+		endTime(c, 'db');
 		return c.json(result);
 	} catch (e) {
 		if (e instanceof ValidationError) {
diff --git a/packages/backend/db/videoSnapshot.ts b/packages/backend/db/videoSnapshot.ts
new file mode 100644
index 0000000..d5b8fa5
--- /dev/null
+++ b/packages/backend/db/videoSnapshot.ts
@@ -0,0 +1,58 @@
+import { sql } from "./db";
+import type { VideoSnapshotType } from "@core/db/schema.d.ts";
+
+export async function getVideoSnapshots(
+	aid: number,
+	limit: number,
+	pageOrOffset: number,
+	reverse: boolean,
+	mode: "page" | "offset" = "page"
+) {
+	const offset = mode === "page" ? (pageOrOffset - 1) * limit : pageOrOffset;
+	if (reverse) {
+		return sql<VideoSnapshotType[]>`
+            SELECT *
+            FROM video_snapshot
+            WHERE aid = ${aid}
+            ORDER BY created_at
+            LIMIT ${limit} OFFSET ${offset}
+		`;
+	} else {
+		return sql<VideoSnapshotType[]>`
+            SELECT *
+            FROM video_snapshot
+            WHERE aid = ${aid}
+            ORDER BY created_at DESC
+            LIMIT ${limit} OFFSET ${offset}
+		`;
+	}
+}
+
+export async function getVideoSnapshotsByBV(
+	bv: string,
+	limit: number,
+	pageOrOffset: number,
+	reverse: boolean,
+	mode: "page" | "offset" = "page"
+) {
+	const offset = mode === "page" ? (pageOrOffset - 1) * limit : pageOrOffset;
+	if (reverse) {
+		return sql<VideoSnapshotType[]>`
+            SELECT vs.*
+            FROM video_snapshot vs
+                     JOIN bilibili_metadata bm ON vs.aid = bm.aid
+            WHERE bm.bvid = ${bv}
+            ORDER BY vs.created_at
+            LIMIT ${limit} OFFSET ${offset}
+		`;
+	} else {
+		return sql<VideoSnapshotType[]>`
+            SELECT vs.*
+            FROM video_snapshot vs
+                     JOIN bilibili_metadata bm ON vs.aid = bm.aid
+            WHERE bm.bvid = ${bv}
+            ORDER BY vs.created_at DESC
+            LIMIT ${limit} OFFSET ${offset}
+		`;
+	}
+}
diff --git a/packages/backend/deno.json b/packages/backend/deno.json
deleted file mode 100644
index 14ce789..0000000
--- a/packages/backend/deno.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-	"name": "@cvsa/backend",
-	"imports": {
-		"@rabbit-company/argon2id": "jsr:@rabbit-company/argon2id@^2.1.0",
-		"hono": "jsr:@hono/hono@^4.7.5",
-		"zod": "npm:zod",
-		"yup": "npm:yup",
-		"@core/": "../core/",
-		"log/": "../core/log/",
-		"@crawler/net/videoInfo": "../crawler/net/getVideoInfo.ts",
-		"ioredis": "npm:ioredis"
-	},
-	"tasks": {
-		"dev": "deno serve --env-file=.env --allow-env --allow-net --allow-read --allow-write --allow-run --watch main.ts",
-		"start": "deno serve --env-file=.env --allow-env --allow-net --allow-read --allow-write --allow-run --host 127.0.0.1 main.ts"
-	},
-	"compilerOptions": {
-		"jsx": "precompile",
-		"jsxImportSource": "hono/jsx"
-	},
-	"exports": "./main.ts"
-}
diff --git a/packages/backend/main.ts b/packages/backend/main.ts
deleted file mode 100644
index 5cbf42f..0000000
--- a/packages/backend/main.ts
+++ /dev/null
@@ -1,26 +0,0 @@
-import { Hono } from "hono";
-import { dbCredMiddleware, dbMiddleware } from "./database.ts";
-import { rootHandler } from "./root.ts";
-import { getSnapshotsHanlder } from "./snapshots.ts";
-import { registerHandler } from "./register.ts";
-import { videoInfoHandler } from "./videoInfo.ts";
-
-export const app = new Hono();
-
-app.use("/video/*", dbMiddleware);
-app.use("/user", dbCredMiddleware);
-
-app.get("/", ...rootHandler);
-
-app.get("/video/:id/snapshots", ...getSnapshotsHanlder);
-app.post("/user", ...registerHandler);
-
-app.get("/video/:id/info", ...videoInfoHandler);
-
-const fetch = app.fetch;
-
-export default {
-	fetch,
-} satisfies Deno.ServeDefaultExport;
-
-export const VERSION = "0.4.2";
diff --git a/packages/backend/middleware/bodyLimits.ts b/packages/backend/middleware/bodyLimits.ts
new file mode 100644
index 0000000..4b3b34e
--- /dev/null
+++ b/packages/backend/middleware/bodyLimits.ts
@@ -0,0 +1,14 @@
+import { bodyLimit } from "hono/body-limit";
+import { ErrorResponse } from "../src/schema";
+
+export const bodyLimitForPing = bodyLimit({
+	maxSize: 14000,
+	onError: (c) => {
+		const res: ErrorResponse<string> = {
+			message: "Body too large",
+			errors: ["Body should not be larger than 14kB."],
+			code: "BODY_TOO_LARGE"
+		};
+		return c.json(res, 413);
+	}
+});
diff --git a/packages/backend/middleware/contentType.ts b/packages/backend/middleware/contentType.ts
new file mode 100644
index 0000000..7e47d75
--- /dev/null
+++ b/packages/backend/middleware/contentType.ts
@@ -0,0 +1,6 @@
+import { Context, Next } from "hono";
+
+export const contentType = async (c: Context, next: Next) => {
+	await next();
+	c.header("Content-Type", "application/json; charset=utf-8");
+};
\ No newline at end of file
diff --git a/packages/backend/middleware/index.ts b/packages/backend/middleware/index.ts
new file mode 100644
index 0000000..a43357e
--- /dev/null
+++ b/packages/backend/middleware/index.ts
@@ -0,0 +1,19 @@
+import { Hono } from "hono";
+import { Variables } from "hono/types";
+import { bodyLimitForPing } from "./bodyLimits.ts";
+import { pingHandler } from "../routes/ping.ts";
+import { registerRateLimiter } from "./rateLimiters.ts";
+import { preetifyResponse } from "./preetifyResponse.ts";
+import { logger } from "./logger.ts";
+import { timing } from "hono/timing";
+import { contentType } from "./contentType.ts";
+
+export function configureMiddleWares(app: Hono<{Variables: Variables }>) {
+	app.use("*", contentType);
+	app.use(timing());
+	app.use("*", preetifyResponse);
+	app.use("*", logger({}));
+
+	app.post("/user", registerRateLimiter);
+	app.all("/ping", bodyLimitForPing, ...pingHandler);
+}
\ No newline at end of file
diff --git a/packages/backend/middleware/logger.ts b/packages/backend/middleware/logger.ts
new file mode 100644
index 0000000..0625157
--- /dev/null
+++ b/packages/backend/middleware/logger.ts
@@ -0,0 +1,160 @@
+// Color constants
+import { Context, Next } from "hono";
+import { TimingVariables } from "hono/timing";
+import { getConnInfo } from "hono/bun";
+
+const green = "\x1b[97;42m";
+const white = "\x1b[90;47m";
+const yellow = "\x1b[90;43m";
+const red = "\x1b[97;41m";
+const blue = "\x1b[97;44m";
+const magenta = "\x1b[97;45m";
+const cyan = "\x1b[97;46m";
+const reset = "\x1b[0m";
+
+let consoleColorMode = "auto";
+
+function formatCurrentTime() {
+	const now = new Date();
+	const year = now.getFullYear();
+	const month = String(now.getMonth() + 1).padStart(2, "0"); // Month is 0-indexed
+	const day = String(now.getDate()).padStart(2, "0");
+	const hours = String(now.getHours()).padStart(2, "0");
+	const minutes = String(now.getMinutes()).padStart(2, "0");
+	const seconds = String(now.getSeconds()).padStart(2, "0");
+	const milliseconds = String(now.getMilliseconds()).padStart(3, "0");
+
+	return `${year}-${month}-${day} ${hours}:${minutes}:${seconds}.${milliseconds}`;
+}
+
+export const DisableConsoleColor = () => {
+	consoleColorMode = "disable";
+};
+
+export const ForceConsoleColor = () => {
+	consoleColorMode = "force";
+};
+
+const defaultFormatter = (params) => {
+	const latency = params.latency > 60000 ? `${Math.round(params.latency / 1000)}s` : `${params.latency}ms`;
+
+	let statusColor = white;
+	if (params.isOutputColor) {
+		if (params.status >= 100 && params.status < 300) statusColor = green;
+		else if (params.status >= 300 && params.status < 400) statusColor = white;
+		else if (params.status >= 400 && params.status < 500) statusColor = yellow;
+		else statusColor = red;
+	}
+
+	let methodColor = reset;
+	switch (params.method) {
+		case "GET":
+			methodColor = blue;
+			break;
+		case "POST":
+			methodColor = cyan;
+			break;
+		case "PUT":
+			methodColor = yellow;
+			break;
+		case "DELETE":
+			methodColor = red;
+			break;
+		case "PATCH":
+			methodColor = green;
+			break;
+		case "HEAD":
+			methodColor = magenta;
+			break;
+		case "OPTIONS":
+			methodColor = white;
+			break;
+	}
+
+	return (
+		`${params.timestamp} |${statusColor} ${params.status} ${reset}| ` +
+		`${latency.padStart(7)} | ${params.ip.padStart(16)} |` +
+		`${methodColor} ${params.method.padEnd(6)}${reset} ${params.path}`
+	);
+};
+type Ctx = Context
+export const logger = (config) => {
+	const { formatter = defaultFormatter, output = console, skipPaths = [], skip = null } = config;
+
+	// Convert skipPaths to Set for faster lookups
+	const skipPathsSet = new Set(skipPaths);
+
+	return async (c: Ctx, next: Next) => {
+		const start = Date.now();
+		const url = new URL(c.req.url);
+		const path = url.pathname;
+
+		// Check if we should skip logging
+		if (skipPathsSet.has(path) || (typeof skip === "function" && skip(c))) {
+			return next();
+		}
+
+		try {
+			await next();
+		} catch (error) {
+			// Handle errors
+			const errorParams = {
+				timestamp: formatCurrentTime(),
+				latency: Date.now() - start,
+				status: 500,
+				ip: getClientIP(c),
+				method: c.req.method,
+				path,
+				error: error.message,
+				isOutputColor: shouldColorize(c)
+			};
+
+			output.error(
+				formatter({
+					...errorParams,
+					errorMessage: error.message
+				})
+			);
+
+			throw error;
+		}
+
+		const status = c.res.status;
+		const latency = Date.now() - start;
+
+		const params = {
+			timestamp: formatCurrentTime(),
+			latency,
+			status,
+			ip: getClientIP(c),
+			method: c.req.method,
+			path,
+			bodySize: c.res.headers.get("content-length") || 0,
+			isOutputColor: shouldColorize(c)
+		};
+
+		// Format and output the log
+		const logMessage = formatter(params);
+
+		if (status >= 400 && status < 500) {
+			output.warn?.(logMessage) || output.log(logMessage);
+		} else if (status >= 500) {
+			output.error?.(logMessage) || output.log(logMessage);
+		} else {
+			output.log(logMessage);
+		}
+	};
+};
+
+function shouldColorize(c) {
+	if (consoleColorMode === "disable") return false;
+	if (consoleColorMode === "force") return true;
+
+	// In development environment with TTY
+	return process.stdout.isTTY;
+}
+
+export function getClientIP(c: Ctx) {
+	const info = getConnInfo(c);
+	return info.remote.address;
+}
diff --git a/packages/backend/middleware/preetifyResponse.ts b/packages/backend/middleware/preetifyResponse.ts
new file mode 100644
index 0000000..5cf289b
--- /dev/null
+++ b/packages/backend/middleware/preetifyResponse.ts
@@ -0,0 +1,18 @@
+import { startTime, endTime } from "hono/timing";
+import { Context, Next } from "hono";
+
+export const preetifyResponse = async (c: Context, next: Next) => {
+	await next();
+	const contentType = c.res.headers.get("Content-Type") || "";
+	if (!contentType.includes("application/json")) return;
+	const accept = c.req.header("Accept") || "";
+	const secFetchMode = c.req.header("Sec-Fetch-Mode");
+	const isBrowser = accept.includes("text/html") || secFetchMode === "navigate";
+	if (isBrowser) {
+		const json = await c.res.json();
+		startTime(c, "seralize", "Prettify the response");
+		const prettyJson = JSON.stringify(json, null, 2);
+		endTime(c, "seralize");
+		c.res = new Response(prettyJson, { headers: { "Content-Type": "text/plain; charset=utf-8" } });
+	}
+};
\ No newline at end of file
diff --git a/packages/backend/middleware/rateLimiters.ts b/packages/backend/middleware/rateLimiters.ts
new file mode 100644
index 0000000..3c62d7f
--- /dev/null
+++ b/packages/backend/middleware/rateLimiters.ts
@@ -0,0 +1,27 @@
+import { rateLimiter, Store } from "hono-rate-limiter";
+import type { BlankEnv } from "hono/types";
+import { MINUTE } from "@core/const/time.ts";
+import { getConnInfo } from "hono/bun";
+import type { Context } from "hono";
+import { redis } from "@core/db/redis.ts";
+import { RedisStore } from "rate-limit-redis";
+
+export const registerRateLimiter = rateLimiter<BlankEnv, "/user", {}>({
+	windowMs: 60 * MINUTE,
+	limit: 10,
+	standardHeaders: "draft-6",
+	keyGenerator: (c) => {
+		const info = getConnInfo(c as unknown as Context<BlankEnv, "/user", {}>);
+		if (!info.remote || !info.remote.address) {
+			return crypto.randomUUID();
+		}
+		const addr = info.remote.address;
+		const path = new URL(c.req.url).pathname;
+		const method = c.req.method;
+		return `${method}-${path}@${addr}`;
+	},
+	store: new RedisStore({
+		// @ts-expect-error - Known issue: the `c`all` function is not present in @types/ioredis
+		sendCommand: (...args: string[]) => redis.call(...args)
+	}) as unknown as Store
+});
\ No newline at end of file
diff --git a/packages/backend/package.json b/packages/backend/package.json
new file mode 100644
index 0000000..16bbc0a
--- /dev/null
+++ b/packages/backend/package.json
@@ -0,0 +1,22 @@
+{
+	"name": "backend",
+	"scripts": {
+		"format": "prettier --write .",
+		"dev": "NODE_ENV=development bun run --hot src/main.ts",
+		"start": "NODE_ENV=production bun run src/main.ts"
+	},
+	"dependencies": {
+		"@rabbit-company/argon2id": "^2.1.0",
+		"hono": "^4.7.8",
+		"hono-rate-limiter": "^0.4.2",
+		"ioredis": "^5.6.1",
+		"postgres": "^3.4.5",
+		"rate-limit-redis": "^4.2.0",
+		"yup": "^1.6.1",
+		"zod": "^3.24.3"
+	},
+	"devDependencies": {
+		"@types/bun": "^1.2.11",
+		"prettier": "^3.5.3"
+	}
+}
diff --git a/packages/backend/register.ts b/packages/backend/register.ts
deleted file mode 100644
index 7964668..0000000
--- a/packages/backend/register.ts
+++ /dev/null
@@ -1,65 +0,0 @@
-import { createHandlers } from "./utils.ts";
-import Argon2id from "@rabbit-company/argon2id";
-import { object, string, ValidationError } from "yup";
-import type { Context } from "hono";
-import type { Bindings, BlankEnv, BlankInput } from "hono/types";
-import type { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-
-const RegistrationBodySchema = object({
-	username: string().trim().required("Username is required").max(50, "Username cannot exceed 50 characters"),
-	password: string().required("Password is required"),
-	nickname: string().optional(),
-});
-
-type ContextType = Context<BlankEnv & { Bindings: Bindings }, "/user", BlankInput>;
-
-export const userExists = async (username: string, client: Client) => {
-	const query = `
-        SELECT * FROM users WHERE username = $1
-    `;
-	const result = await client.queryObject(query, [username]);
-	return result.rows.length > 0;
-};
-
-export const registerHandler = createHandlers(async (c: ContextType) => {
-	const client = c.get("dbCred");
-
-	try {
-		const body = await RegistrationBodySchema.validate(await c.req.json());
-		const { username, password, nickname } = body;
-
-		if (await userExists(username, client)) {
-			return c.json({
-				message: `User "${username}" already exists.`,
-			}, 400);
-		}
-
-		const hash = await Argon2id.hashEncoded(password);
-
-		const query = `
-            INSERT INTO users (username, password, nickname) VALUES ($1, $2, $3)
-        `;
-		await client.queryObject(query, [username, hash, nickname || null]);
-
-		return c.json({
-			message: `User "${username}" registered successfully.`,
-		}, 201);
-	} catch (e) {
-		if (e instanceof ValidationError) {
-			return c.json({
-				message: "Invalid registration data.",
-				errors: e.errors,
-			}, 400);
-		} else if (e instanceof SyntaxError) {
-			return c.json({
-				message: "Invalid JSON in request body.",
-			}, 400);
-		} else {
-			console.error("Registration error:", e);
-			return c.json({
-				message: "An unexpected error occurred during registration.",
-				error: (e as Error).message,
-			}, 500);
-		}
-	}
-});
diff --git a/packages/backend/routes/404.ts b/packages/backend/routes/404.ts
new file mode 100644
index 0000000..910b9f9
--- /dev/null
+++ b/packages/backend/routes/404.ts
@@ -0,0 +1,10 @@
+import { Context } from "hono";
+
+export const notFoundRoute = (c: Context) => {
+	return c.json(
+		{
+			message: "Not Found"
+		},
+		404
+	);
+};
\ No newline at end of file
diff --git a/packages/backend/routes/index.ts b/packages/backend/routes/index.ts
new file mode 100644
index 0000000..86ebf07
--- /dev/null
+++ b/packages/backend/routes/index.ts
@@ -0,0 +1,17 @@
+import { rootHandler } from "./root/root.ts";
+import { pingHandler } from "./ping.ts";
+import { getSnapshotsHanlder } from "./snapshots.ts";
+import { registerHandler } from "./user.ts";
+import { videoInfoHandler } from "db/videoInfo.ts";
+import { Hono } from "hono";
+import { Variables } from "hono/types";
+
+export function configureRoutes(app: Hono<{Variables: Variables }>) {
+	app.get("/", ...rootHandler);
+	app.all("/ping", ...pingHandler);
+
+	app.get("/video/:id/snapshots", ...getSnapshotsHanlder);
+	app.post("/user", ...registerHandler);
+
+	app.get("/video/:id/info", ...videoInfoHandler);
+}
\ No newline at end of file
diff --git a/packages/backend/routes/ping.ts b/packages/backend/routes/ping.ts
new file mode 100644
index 0000000..a84b588
--- /dev/null
+++ b/packages/backend/routes/ping.ts
@@ -0,0 +1,24 @@
+import { getClientIP } from "middleware/logger.ts";
+import { createHandlers } from "../src/utils.ts";
+import { VERSION } from "../src/main.ts";
+
+export const pingHandler = createHandlers(async (c) => {
+	const requestHeaders = c.req.raw.headers;
+	return c.json({
+		"message": "pong",
+		"request": {
+			"headers": requestHeaders,
+			"ip": getClientIP(c),
+			"mode": c.req.raw.mode,
+			"method": c.req.method,
+			"query": new URL(c.req.url).searchParams,
+			"body": await c.req.text(),
+			"url": c.req.raw.url
+		},
+		"response": {
+			"time": new Date().getTime(),
+			"status": 200,
+			"version": VERSION,
+		}
+	});
+});
\ No newline at end of file
diff --git a/packages/backend/root.ts b/packages/backend/routes/root/root.ts
similarity index 70%
rename from packages/backend/root.ts
rename to packages/backend/routes/root/root.ts
index aa2a1e9..d570bce 100644
--- a/packages/backend/root.ts
+++ b/packages/backend/routes/root/root.ts
@@ -1,6 +1,6 @@
 import { getSingerForBirthday, pickSinger, pickSpecialSinger, type Singer } from "./singers.ts";
-import { VERSION } from "./main.ts";
-import { createHandlers } from "./utils.ts";
+import { VERSION } from "../../src/main.ts";
+import { createHandlers } from "../../src/utils.ts";
 
 export const rootHandler = createHandlers((c) => {
 	let singer: Singer | Singer[];
@@ -17,13 +17,13 @@ export const rootHandler = createHandlers((c) => {
 		singer = pickSinger();
 	}
 	return c.json({
-		"project": {
-			"name": "中V档案馆",
-			"motto": "一起唱吧，心中的歌！",
+		project: {
+			name: "中V档案馆",
+			motto: "一起唱吧，心中的歌！"
 		},
-		"status": 200,
-		"version": VERSION,
-		"time": Date.now(),
-		"singer": singer,
+		status: 200,
+		version: VERSION,
+		time: Date.now(),
+		singer: singer
 	});
 });
diff --git a/packages/backend/routes/root/singers.ts b/packages/backend/routes/root/singers.ts
new file mode 100644
index 0000000..063cc12
--- /dev/null
+++ b/packages/backend/routes/root/singers.ts
@@ -0,0 +1,103 @@
+export const singers = [
+	{
+		name: "洛天依",
+		color: "#66CCFF",
+		birthday: "0712"
+	},
+	{
+		name: "言和",
+		color: "#00FFCC",
+		birthday: "0711"
+	},
+	{
+		name: "乐正绫",
+		color: "#EE0000",
+		birthday: "0412"
+	},
+	{
+		name: "乐正龙牙",
+		color: "#006666",
+		birthday: "1002"
+	},
+	{
+		name: "徵羽摩柯",
+		color: "#0080FF",
+		birthday: "1210"
+	},
+	{
+		name: "墨清弦",
+		color: "#FFFF00",
+		birthday: "0520"
+	},
+	{
+		name: "星尘",
+		color: "#9999FF",
+		birthday: "0812"
+	},
+	{
+		name: "心华",
+		color: "#EE82EE",
+		birthday: "0210"
+	},
+	{
+		name: "海伊",
+		color: "#3399FF",
+		birthday: "0722"
+	},
+	{
+		name: "苍穹",
+		color: "#8BC0B5",
+		birthday: "0520"
+	},
+	{
+		name: "赤羽",
+		color: "#FF4004",
+		birthday: "1126"
+	},
+	{
+		name: "诗岸",
+		color: "#F6BE72",
+		birthday: "0119"
+	},
+	{
+		name: "牧心",
+		color: "#2A2859",
+		birthday: "0807"
+	}
+];
+
+export interface Singer {
+	name: string;
+	color?: string;
+	birthday?: string;
+	message?: string;
+}
+
+export const specialSingers = [
+	{
+		name: "雅音宫羽",
+		message: "你是我最真模样，从来不曾遗忘。"
+	},
+	{
+		name: "初音未来",
+		message: "初始之音，响彻未来!"
+	}
+];
+
+export const pickSinger = () => {
+	const index = Math.floor(Math.random() * singers.length);
+	return singers[index];
+};
+
+export const pickSpecialSinger = () => {
+	const index = Math.floor(Math.random() * specialSingers.length);
+	return specialSingers[index];
+};
+
+export const getSingerForBirthday = (): Singer[] => {
+	const today = new Date();
+	const month = String(today.getMonth() + 1).padStart(2, "0");
+	const day = String(today.getDate()).padStart(2, "0");
+	const datestring = `${month}${day}`;
+	return singers.filter((singer) => singer.birthday === datestring);
+};
diff --git a/packages/backend/snapshots.ts b/packages/backend/routes/snapshots.ts
similarity index 66%
rename from packages/backend/snapshots.ts
rename to packages/backend/routes/snapshots.ts
index 7d191d5..956a452 100644
--- a/packages/backend/snapshots.ts
+++ b/packages/backend/routes/snapshots.ts
@@ -1,22 +1,24 @@
 import type { Context } from "hono";
-import { createHandlers } from "./utils.ts";
+import { createHandlers } from "../src/utils.ts";
 import type { BlankEnv, BlankInput } from "hono/types";
-import { getVideoSnapshots, getVideoSnapshotsByBV } from "@core/db/videoSnapshot.ts";
+import { getVideoSnapshots, getVideoSnapshotsByBV } from "../db/videoSnapshot.ts";
 import type { VideoSnapshotType } from "@core/db/schema.d.ts";
 import { boolean, mixed, number, object, ValidationError } from "yup";
+import { ErrorResponse } from "../src/schema";
+import { startTime, endTime } from "hono/timing";
 
 const SnapshotQueryParamsSchema = object({
 	ps: number().integer().optional().positive(),
 	pn: number().integer().optional().positive(),
 	offset: number().integer().optional().positive(),
-	reverse: boolean().optional(),
+	reverse: boolean().optional()
 });
 
 export const idSchema = mixed().test(
 	"is-valid-id",
 	'id must be a string starting with "av" followed by digits, or "BV" followed by 10 alphanumeric characters, or a positive integer',
 	async (value) => {
-		if (value && await number().integer().isValid(value)) {
+		if (value && (await number().integer().isValid(value))) {
 			const v = parseInt(value as string);
 			return Number.isInteger(v) && v > 0;
 		}
@@ -34,13 +36,12 @@ export const idSchema = mixed().test(
 		}
 
 		return false;
-	},
+	}
 );
 
 type ContextType = Context<BlankEnv, "/video/:id/snapshots", BlankInput>;
 export const getSnapshotsHanlder = createHandlers(async (c: ContextType) => {
-	const client = c.get("db");
-
+	startTime(c, "parse", "Parse the request");
 	try {
 		const idParam = await idSchema.validate(c.req.param("id"));
 		let videoId: string | number = idParam as string;
@@ -70,23 +71,36 @@ export const getSnapshotsHanlder = createHandlers(async (c: ContextType) => {
 
 		let result: VideoSnapshotType[];
 
+		endTime(c, "parse");
+		startTime(c, "db", "Query the database");
 		if (typeof videoId === "number") {
-			result = await getVideoSnapshots(client, videoId, limit, pageOrOffset, reverse, mode);
+			result = await getVideoSnapshots(videoId, limit, pageOrOffset, reverse, mode);
 		} else {
-			result = await getVideoSnapshotsByBV(client, videoId, limit, pageOrOffset, reverse, mode);
+			result = await getVideoSnapshotsByBV(videoId, limit, pageOrOffset, reverse, mode);
 		}
+		endTime(c, "db");
 
 		const rows = result.map((row) => ({
 			...row,
-			aid: Number(row.aid),
+			aid: Number(row.aid)
 		}));
 
 		return c.json(rows);
-	} catch (e) {
+	} catch (e: unknown) {
 		if (e instanceof ValidationError) {
-			return c.json({ message: "Invalid query parameters", errors: e.errors }, 400);
+			const response: ErrorResponse<string> = {
+				code: "INVALID_QUERY_PARAMS",
+				message: "Invalid query parameters",
+				errors: e.errors
+			};
+			return c.json<ErrorResponse<string>>(response, 400);
 		} else {
-			return c.json({ message: "Unhandled error", error: e }, 500);
+			const response: ErrorResponse<unknown> = {
+				code: "UNKNOWN_ERR",
+				message: "Unhandled error",
+				errors: [e]
+			};
+			return c.json<ErrorResponse<unknown>>(response, 500);
 		}
 	}
 });
diff --git a/packages/backend/routes/user.ts b/packages/backend/routes/user.ts
new file mode 100644
index 0000000..15cca30
--- /dev/null
+++ b/packages/backend/routes/user.ts
@@ -0,0 +1,74 @@
+import { createHandlers } from "src/utils.ts";
+import Argon2id from "@rabbit-company/argon2id";
+import { object, string, ValidationError } from "yup";
+import type { Context } from "hono";
+import type { Bindings, BlankEnv, BlankInput } from "hono/types";
+import { sqlCred } from "db/db.ts";
+import { ErrorResponse, StatusResponse } from "src/schema";
+
+const RegistrationBodySchema = object({
+	username: string().trim().required("Username is required").max(50, "Username cannot exceed 50 characters"),
+	password: string().required("Password is required"),
+	nickname: string().optional()
+});
+
+type ContextType = Context<BlankEnv & { Bindings: Bindings }, "/user", BlankInput>;
+
+export const userExists = async (username: string) => {
+	const result = await sqlCred`
+        SELECT 1
+        FROM users
+        WHERE username = ${username}
+	`;
+	return result.length > 0;
+};
+
+export const registerHandler = createHandlers(async (c: ContextType) => {
+	try {
+		const body = await RegistrationBodySchema.validate(await c.req.json());
+		const { username, password, nickname } = body;
+
+		if (await userExists(username)) {
+			const response: StatusResponse = {
+				message: `User "${username}" already exists.`
+			};
+			return c.json<StatusResponse>(response, 400);
+		}
+
+		const hash = await Argon2id.hashEncoded(password);
+
+		await sqlCred`
+            INSERT INTO users (username, password, nickname)
+            VALUES (${username}, ${hash}, ${nickname ? nickname : null})
+		`;
+
+		const response: StatusResponse = {
+			message: `User '${username}' registered successfully.`
+		}
+
+		return c.json<StatusResponse>(response, 201);
+	} catch (e) {
+		if (e instanceof ValidationError) {
+			const response: ErrorResponse<string> = {
+				message: "Invalid registration data.",
+				errors: e.errors,
+				code: "INVALID_PAYLOAD"
+			}
+			return c.json<ErrorResponse<string>>(response, 400);
+		} else if (e instanceof SyntaxError) {
+			const response: ErrorResponse<string> = {
+				message: "Invalid JSON payload.",
+				errors: [e.message],
+				code: "INVALID_FORMAT"
+			}
+			return c.json<ErrorResponse<string>>(response, 400);
+		} else {
+			const response: ErrorResponse<string> = {
+				message: "Invalid JSON payload.",
+				errors: [(e as Error).message],
+				code: "UNKNOWN_ERR"
+			}
+			return c.json<ErrorResponse<string>>(response, 500);
+		}
+	}
+});
diff --git a/packages/backend/singers.ts b/packages/backend/singers.ts
deleted file mode 100644
index a24abb9..0000000
--- a/packages/backend/singers.ts
+++ /dev/null
@@ -1,103 +0,0 @@
-export const singers = [
-	{
-		"name": "洛天依",
-		"color": "#66CCFF",
-		"birthday": "0712",
-	},
-	{
-		"name": "言和",
-		"color": "#00FFCC",
-		"birthday": "0711",
-	},
-	{
-		"name": "乐正绫",
-		"color": "#EE0000",
-		"birthday": "0412",
-	},
-	{
-		"name": "乐正龙牙",
-		"color": "#006666",
-		"birthday": "1002",
-	},
-	{
-		"name": "徵羽摩柯",
-		"color": "#0080FF",
-		"birthday": "1210",
-	},
-	{
-		"name": "墨清弦",
-		"color": "#FFFF00",
-		"birthday": "0520",
-	},
-	{
-		"name": "星尘",
-		"color": "#9999FF",
-		"birthday": "0812",
-	},
-	{
-		"name": "心华",
-		"color": "#EE82EE",
-		"birthday": "0210",
-	},
-	{
-		"name": "海伊",
-		"color": "#3399FF",
-		"birthday": "0722",
-	},
-	{
-		"name": "苍穹",
-		"color": "#8BC0B5",
-		"birthday": "0520",
-	},
-	{
-		"name": "赤羽",
-		"color": "#FF4004",
-		"birthday": "1126",
-	},
-	{
-		"name": "诗岸",
-		"color": "#F6BE72",
-		"birthday": "0119",
-	},
-	{
-		"name": "牧心",
-		"color": "#2A2859",
-		"birthday": "0807",
-	},
-];
-
-export interface Singer {
-	name: string;
-	color?: string;
-	birthday?: string;
-	message?: string;
-}
-
-export const specialSingers = [
-	{
-		"name": "雅音宫羽",
-		"message": "你是我最真模样，从来不曾遗忘。",
-	},
-	{
-		"name": "初音未来",
-		"message": "初始之音，响彻未来!",
-	},
-];
-
-export const pickSinger = () => {
-	const index = Math.floor(Math.random() * singers.length);
-	return singers[index];
-};
-
-export const pickSpecialSinger = () => {
-	const index = Math.floor(Math.random() * specialSingers.length);
-	return specialSingers[index];
-};
-
-export const getSingerForBirthday = (): Singer[] => {
-	const today = new Date();
-	const month = String(today.getMonth() + 1).padStart(2, "0");
-	const day = String(today.getDate()).padStart(2, "0");
-	const datestring = `${month}${day}`;
-	return singers.filter((singer) => singer.birthday === datestring);
-};
diff --git a/packages/backend/src/main.ts b/packages/backend/src/main.ts
new file mode 100644
index 0000000..06285a7
--- /dev/null
+++ b/packages/backend/src/main.ts
@@ -0,0 +1,18 @@
+import { Hono } from "hono";
+import type { TimingVariables } from "hono/timing";
+import { startServer } from "./startServer.ts";
+import { configureRoutes } from "routes";
+import { configureMiddleWares } from "middleware";
+import { notFoundRoute } from "routes/404.ts";
+
+type Variables = TimingVariables;
+const app = new Hono<{ Variables: Variables }>();
+
+app.notFound(notFoundRoute);
+
+configureMiddleWares(app);
+configureRoutes(app);
+
+await startServer(app);
+
+export const VERSION = "0.4.6";
diff --git a/packages/backend/src/schema.d.ts b/packages/backend/src/schema.d.ts
new file mode 100644
index 0000000..279a83d
--- /dev/null
+++ b/packages/backend/src/schema.d.ts
@@ -0,0 +1,11 @@
+type ErrorCode = "INVALID_QUERY_PARAMS" | "UNKNOWN_ERR" | "INVALID_PAYLOAD" | "INVALID_FORMAT" | "BODY_TOO_LARGE";
+
+export interface ErrorResponse<E> {
+	code: ErrorCode
+	message: string;
+	errors: E[];
+}
+
+export interface StatusResponse {
+	message: string;
+}
\ No newline at end of file
diff --git a/packages/backend/src/startServer.ts b/packages/backend/src/startServer.ts
new file mode 100644
index 0000000..1719393
--- /dev/null
+++ b/packages/backend/src/startServer.ts
@@ -0,0 +1,91 @@
+import { serve } from "bun";
+import { Hono } from "hono";
+import os from "os";
+import { BlankSchema, Variables } from "hono/types";
+
+function getLocalIpAddress(): string {
+	const interfaces = os.networkInterfaces();
+	for (const name of Object.keys(interfaces)) {
+		for (const iface of interfaces[name]!) {
+			if (iface.family === "IPv4" && !iface.internal) {
+				return iface.address;
+			}
+		}
+	}
+	return "localhost";
+}
+
+function logStartup(hostname: string, port: number, wasAutoIncremented: boolean, originalPort: number) {
+	const localUrl = `http://localhost:${port}`;
+	const networkIp = hostname === "0.0.0.0" ? getLocalIpAddress() : "";
+	const networkUrl = networkIp ? `http://${networkIp}:${port}` : "";
+
+	console.log("\n");
+	console.log("🚀 Server is running at:");
+	console.log(`> Local:   ${localUrl}`);
+	if (networkIp) {
+		console.log(`> Network: ${networkUrl}`);
+	}
+	if (wasAutoIncremented) {
+		console.log(`\n⚠️ Port ${originalPort} is in use, using port ${port} instead.`);
+	}
+	console.log("\nPress Ctrl+C to quit.");
+}
+
+export async function startServer(app: Hono<{Variables: Variables }>) {
+	const NODE_ENV = process.env.NODE_ENV || "production";
+	const HOST = process.env.HOST ?? (NODE_ENV === "development" ? "0.0.0.0" : "127.0.0.1");
+	const PORT = process.env.PORT ? parseInt(process.env.PORT, 10) : undefined;
+
+	const DEFAULT_PORT = 3000;
+	const MAX_ATTEMPTS = 15;
+
+	if (PORT !== undefined) {
+		try {
+			const server = serve({
+				fetch: app.fetch,
+				hostname: HOST,
+				port: PORT
+			});
+			logStartup(HOST, PORT, false, DEFAULT_PORT);
+			return server;
+		} catch (e: any) {
+			console.error(`Failed to start server on port ${PORT}:`, e.message);
+			process.exit(1);
+		}
+	}
+
+	let attemptPort = DEFAULT_PORT;
+	let success = false;
+	let error: unknown = null;
+
+	for (let i = 0; i <= MAX_ATTEMPTS; i++) {
+		try {
+			const server = serve({
+				fetch: app.fetch,
+				hostname: HOST,
+				port: attemptPort
+			});
+
+			const wasAutoIncremented = attemptPort !== DEFAULT_PORT;
+
+			logStartup(HOST, attemptPort, wasAutoIncremented, DEFAULT_PORT);
+			return server;
+		} catch (e: any) {
+			if (e.code === "EADDRINUSE") {
+				attemptPort++;
+			} else {
+				error = e;
+				break;
+			}
+		}
+	}
+
+	if (!success) {
+		console.error(`Could not find an available port after ${MAX_ATTEMPTS + 1} attempts.`);
+		if (error) {
+			console.error("Last error:", (error as Error).message);
+		}
+		process.exit(1);
+	}
+}
diff --git a/packages/backend/utils.ts b/packages/backend/src/utils.ts
similarity index 100%
rename from packages/backend/utils.ts
rename to packages/backend/src/utils.ts
diff --git a/packages/backend/tsconfig.json b/packages/backend/tsconfig.json
new file mode 100644
index 0000000..6cbd96f
--- /dev/null
+++ b/packages/backend/tsconfig.json
@@ -0,0 +1,19 @@
+{
+	"include": ["**/*.ts"],
+	"compilerOptions": {
+		"baseUrl": ".",
+		"target": "ESNext",
+		"module": "ESNext",
+		"useDefineForClassFields": true,
+		"moduleResolution": "bundler",
+		"lib": ["ES2020", "DOM", "DOM.Iterable"],
+		"skipLibCheck": true,
+		"paths": {
+			"@core/*": ["../core/*"],
+			"@crawler/*": ["../crawler/*"]
+		},
+		"allowSyntheticDefaultImports": true,
+		"allowImportingTsExtensions": true,
+		"noEmit": true
+	}
+}
diff --git a/packages/core/bun.lock b/packages/core/bun.lock
new file mode 100644
index 0000000..a609070
--- /dev/null
+++ b/packages/core/bun.lock
@@ -0,0 +1,104 @@
+{
+  "lockfileVersion": 1,
+  "workspaces": {
+    "": {
+      "dependencies": {
+        "chalk": "^5.4.1",
+        "ioredis": "^5.6.1",
+        "logform": "^2.7.0",
+        "postgres": "^3.4.5",
+        "winston": "^3.17.0",
+      },
+      "devDependencies": {
+        "@types/ioredis": "^5.0.0",
+      },
+    },
+  },
+  "packages": {
+    "@colors/colors": ["@colors/colors@1.6.0", "", {}, "sha512-Ir+AOibqzrIsL6ajt3Rz3LskB7OiMVHqltZmspbW/TJuTVuyOMirVqAkjfY6JISiLHgyNqicAC8AyHHGzNd/dA=="],
+
+    "@dabh/diagnostics": ["@dabh/diagnostics@2.0.3", "", { "dependencies": { "colorspace": "1.1.x", "enabled": "2.0.x", "kuler": "^2.0.0" } }, "sha512-hrlQOIi7hAfzsMqlGSFyVucrx38O+j6wiGOf//H2ecvIEqYN4ADBSS2iLMh5UFyDunCNniUIPk/q3riFv45xRA=="],
+
+    "@ioredis/commands": ["@ioredis/commands@1.2.0", "", {}, "sha512-Sx1pU8EM64o2BrqNpEO1CNLtKQwyhuXuqyfH7oGKCk+1a33d2r5saW8zNwm3j6BTExtjrv2BxTgzzkMwts6vGg=="],
+
+    "@types/ioredis": ["@types/ioredis@5.0.0", "", { "dependencies": { "ioredis": "*" } }, "sha512-zJbJ3FVE17CNl5KXzdeSPtdltc4tMT3TzC6fxQS0sQngkbFZ6h+0uTafsRqu+eSLIugf6Yb0Ea0SUuRr42Nk9g=="],
+
+    "@types/triple-beam": ["@types/triple-beam@1.3.5", "", {}, "sha512-6WaYesThRMCl19iryMYP7/x2OVgCtbIVflDGFpWnb9irXI3UjYE4AzmYuiUKY1AJstGijoY+MgUszMgRxIYTYw=="],
+
+    "async": ["async@3.2.6", "", {}, "sha512-htCUDlxyyCLMgaM3xXg0C0LW2xqfuQ6p05pCEIsXuyQ+a1koYKTuBMzRNwmybfLgvJDMd0r1LTn4+E0Ti6C2AA=="],
+
+    "chalk": ["chalk@5.4.1", "", {}, "sha512-zgVZuo2WcZgfUEmsn6eO3kINexW8RAE4maiQ8QNs8CtpPCSyMiYsULR3HQYkm3w8FIA3SberyMJMSldGsW+U3w=="],
+
+    "cluster-key-slot": ["cluster-key-slot@1.1.2", "", {}, "sha512-RMr0FhtfXemyinomL4hrWcYJxmX6deFdCxpJzhDttxgO1+bcCnkk+9drydLVDmAMG7NE6aN/fl4F7ucU/90gAA=="],
+
+    "color": ["color@3.2.1", "", { "dependencies": { "color-convert": "^1.9.3", "color-string": "^1.6.0" } }, "sha512-aBl7dZI9ENN6fUGC7mWpMTPNHmWUSNan9tuWN6ahh5ZLNk9baLJOnSMlrQkHcrfFgz2/RigjUVAjdx36VcemKA=="],
+
+    "color-convert": ["color-convert@1.9.3", "", { "dependencies": { "color-name": "1.1.3" } }, "sha512-QfAUtd+vFdAtFQcC8CCyYt1fYWxSqAiK2cSD6zDB8N3cpsEBAvRxp9zOGg6G/SHHJYAT88/az/IuDGALsNVbGg=="],
+
+    "color-name": ["color-name@1.1.3", "", {}, "sha512-72fSenhMw2HZMTVHeCA9KCmpEIbzWiQsjN+BHcBbS9vr1mtt+vJjPdksIBNUmKAW8TFUDPJK5SUU3QhE9NEXDw=="],
+
+    "color-string": ["color-string@1.9.1", "", { "dependencies": { "color-name": "^1.0.0", "simple-swizzle": "^0.2.2" } }, "sha512-shrVawQFojnZv6xM40anx4CkoDP+fZsw/ZerEMsW/pyzsRbElpsL/DBVW7q3ExxwusdNXI3lXpuhEZkzs8p5Eg=="],
+
+    "colorspace": ["colorspace@1.1.4", "", { "dependencies": { "color": "^3.1.3", "text-hex": "1.0.x" } }, "sha512-BgvKJiuVu1igBUF2kEjRCZXol6wiiGbY5ipL/oVPwm0BL9sIpMIzM8IK7vwuxIIzOXMV3Ey5w+vxhm0rR/TN8w=="],
+
+    "debug": ["debug@4.4.0", "", { "dependencies": { "ms": "^2.1.3" } }, "sha512-6WTZ/IxCY/T6BALoZHaE4ctp9xm+Z5kY/pzYaCHRFeyVhojxlrm+46y68HA6hr0TcwEssoxNiDEUJQjfPZ/RYA=="],
+
+    "denque": ["denque@2.1.0", "", {}, "sha512-HVQE3AAb/pxF8fQAoiqpvg9i3evqug3hoiwakOyZAwJm+6vZehbkYXZ0l4JxS+I3QxM97v5aaRNhj8v5oBhekw=="],
+
+    "enabled": ["enabled@2.0.0", "", {}, "sha512-AKrN98kuwOzMIdAizXGI86UFBoo26CL21UM763y1h/GMSJ4/OHU9k2YlsmBpyScFo/wbLzWQJBMCW4+IO3/+OQ=="],
+
+    "fecha": ["fecha@4.2.3", "", {}, "sha512-OP2IUU6HeYKJi3i0z4A19kHMQoLVs4Hc+DPqqxI2h/DPZHTm/vjsfC6P0b4jCMy14XizLBqvndQ+UilD7707Jw=="],
+
+    "fn.name": ["fn.name@1.1.0", "", {}, "sha512-GRnmB5gPyJpAhTQdSZTSp9uaPSvl09KoYcMQtsB9rQoOmzs9dH6ffeccH+Z+cv6P68Hu5bC6JjRh4Ah/mHSNRw=="],
+
+    "inherits": ["inherits@2.0.4", "", {}, "sha512-k/vGaX4/Yla3WzyMCvTQOXYeIHvqOKtnqBduzTHpzpQZzAskKMhZ2K+EnBiSM9zGSoIFeMpXKxa4dYeZIQqewQ=="],
+
+    "ioredis": ["ioredis@5.6.1", "", { "dependencies": { "@ioredis/commands": "^1.1.1", "cluster-key-slot": "^1.1.0", "debug": "^4.3.4", "denque": "^2.1.0", "lodash.defaults": "^4.2.0", "lodash.isarguments": "^3.1.0", "redis-errors": "^1.2.0", "redis-parser": "^3.0.0", "standard-as-callback": "^2.1.0" } }, "sha512-UxC0Yv1Y4WRJiGQxQkP0hfdL0/5/6YvdfOOClRgJ0qppSarkhneSa6UvkMkms0AkdGimSH3Ikqm+6mkMmX7vGA=="],
+
+    "is-arrayish": ["is-arrayish@0.3.2", "", {}, "sha512-eVRqCvVlZbuw3GrM63ovNSNAeA1K16kaR/LRY/92w0zxQ5/1YzwblUX652i4Xs9RwAGjW9d9y6X88t8OaAJfWQ=="],
+
+    "is-stream": ["is-stream@2.0.1", "", {}, "sha512-hFoiJiTl63nn+kstHGBtewWSKnQLpyb155KHheA1l39uvtO9nWIop1p3udqPcUd/xbF1VLMO4n7OI6p7RbngDg=="],
+
+    "kuler": ["kuler@2.0.0", "", {}, "sha512-Xq9nH7KlWZmXAtodXDDRE7vs6DU1gTU8zYDHDiWLSip45Egwq3plLHzPn27NgvzL2r1LMPC1vdqh98sQxtqj4A=="],
+
+    "lodash.defaults": ["lodash.defaults@4.2.0", "", {}, "sha512-qjxPLHd3r5DnsdGacqOMU6pb/avJzdh9tFX2ymgoZE27BmjXrNy/y4LoaiTeAb+O3gL8AfpJGtqfX/ae2leYYQ=="],
+
+    "lodash.isarguments": ["lodash.isarguments@3.1.0", "", {}, "sha512-chi4NHZlZqZD18a0imDHnZPrDeBbTtVN7GXMwuGdRH9qotxAjYs3aVLKc7zNOG9eddR5Ksd8rvFEBc9SsggPpg=="],
+
+    "logform": ["logform@2.7.0", "", { "dependencies": { "@colors/colors": "1.6.0", "@types/triple-beam": "^1.3.2", "fecha": "^4.2.0", "ms": "^2.1.1", "safe-stable-stringify": "^2.3.1", "triple-beam": "^1.3.0" } }, "sha512-TFYA4jnP7PVbmlBIfhlSe+WKxs9dklXMTEGcBCIvLhE/Tn3H6Gk1norupVW7m5Cnd4bLcr08AytbyV/xj7f/kQ=="],
+
+    "ms": ["ms@2.1.3", "", {}, "sha512-6FlzubTLZG3J2a/NVCAleEhjzq5oxgHyaCU9yYXvcLsvoVaHJq/s5xXI6/XXP6tz7R9xAOtHnSO/tXtF3WRTlA=="],
+
+    "one-time": ["one-time@1.0.0", "", { "dependencies": { "fn.name": "1.x.x" } }, "sha512-5DXOiRKwuSEcQ/l0kGCF6Q3jcADFv5tSmRaJck/OqkVFcOzutB134KRSfF0xDrL39MNnqxbHBbUUcjZIhTgb2g=="],
+
+    "postgres": ["postgres@3.4.5", "", {}, "sha512-cDWgoah1Gez9rN3H4165peY9qfpEo+SA61oQv65O3cRUE1pOEoJWwddwcqKE8XZYjbblOJlYDlLV4h67HrEVDg=="],
+
+    "readable-stream": ["readable-stream@3.6.2", "", { "dependencies": { "inherits": "^2.0.3", "string_decoder": "^1.1.1", "util-deprecate": "^1.0.1" } }, "sha512-9u/sniCrY3D5WdsERHzHE4G2YCXqoG5FTHUiCC4SIbr6XcLZBY05ya9EKjYek9O5xOAwjGq+1JdGBAS7Q9ScoA=="],
+
+    "redis-errors": ["redis-errors@1.2.0", "", {}, "sha512-1qny3OExCf0UvUV/5wpYKf2YwPcOqXzkwKKSmKHiE6ZMQs5heeE/c8eXK+PNllPvmjgAbfnsbpkGZWy8cBpn9w=="],
+
+    "redis-parser": ["redis-parser@3.0.0", "", { "dependencies": { "redis-errors": "^1.0.0" } }, "sha512-DJnGAeenTdpMEH6uAJRK/uiyEIH9WVsUmoLwzudwGJUwZPp80PDBWPHXSAGNPwNvIXAbe7MSUB1zQFugFml66A=="],
+
+    "safe-buffer": ["safe-buffer@5.2.1", "", {}, "sha512-rp3So07KcdmmKbGvgaNxQSJr7bGVSVk5S9Eq1F+ppbRo70+YeaDxkw5Dd8NPN+GD6bjnYm2VuPuCXmpuYvmCXQ=="],
+
+    "safe-stable-stringify": ["safe-stable-stringify@2.5.0", "", {}, "sha512-b3rppTKm9T+PsVCBEOUR46GWI7fdOs00VKZ1+9c1EWDaDMvjQc6tUwuFyIprgGgTcWoVHSKrU8H31ZHA2e0RHA=="],
+
+    "simple-swizzle": ["simple-swizzle@0.2.2", "", { "dependencies": { "is-arrayish": "^0.3.1" } }, "sha512-JA//kQgZtbuY83m+xT+tXJkmJncGMTFT+C+g2h2R9uxkYIrE2yy9sgmcLhCnw57/WSD+Eh3J97FPEDFnbXnDUg=="],
+
+    "stack-trace": ["stack-trace@0.0.10", "", {}, "sha512-KGzahc7puUKkzyMt+IqAep+TVNbKP+k2Lmwhub39m1AsTSkaDutx56aDCo+HLDzf/D26BIHTJWNiTG1KAJiQCg=="],
+
+    "standard-as-callback": ["standard-as-callback@2.1.0", "", {}, "sha512-qoRRSyROncaz1z0mvYqIE4lCd9p2R90i6GxW3uZv5ucSu8tU7B5HXUP1gG8pVZsYNVaXjk8ClXHPttLyxAL48A=="],
+
+    "string_decoder": ["string_decoder@1.3.0", "", { "dependencies": { "safe-buffer": "~5.2.0" } }, "sha512-hkRX8U1WjJFd8LsDJ2yQ/wWWxaopEsABU1XfkM8A+j0+85JAGppt16cr1Whg6KIbb4okU6Mql6BOj+uup/wKeA=="],
+
+    "text-hex": ["text-hex@1.0.0", "", {}, "sha512-uuVGNWzgJ4yhRaNSiubPY7OjISw4sw4E5Uv0wbjp+OzcbmVU/rsT8ujgcXJhn9ypzsgr5vlzpPqP+MBBKcGvbg=="],
+
+    "triple-beam": ["triple-beam@1.4.1", "", {}, "sha512-aZbgViZrg1QNcG+LULa7nhZpJTZSLm/mXnHXnbAbjmN5aSa0y7V+wvv6+4WaBtpISJzThKy+PIPxc1Nq1EJ9mg=="],
+
+    "util-deprecate": ["util-deprecate@1.0.2", "", {}, "sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw=="],
+
+    "winston": ["winston@3.17.0", "", { "dependencies": { "@colors/colors": "^1.6.0", "@dabh/diagnostics": "^2.0.2", "async": "^3.2.3", "is-stream": "^2.0.0", "logform": "^2.7.0", "one-time": "^1.0.0", "readable-stream": "^3.4.0", "safe-stable-stringify": "^2.3.1", "stack-trace": "0.0.x", "triple-beam": "^1.3.0", "winston-transport": "^4.9.0" } }, "sha512-DLiFIXYC5fMPxaRg832S6F5mJYvePtmO5G9v9IgUFPhXm9/GkXarH/TUrBAVzhTCzAj9anE/+GjrgXp/54nOgw=="],
+
+    "winston-transport": ["winston-transport@4.9.0", "", { "dependencies": { "logform": "^2.7.0", "readable-stream": "^3.6.2", "triple-beam": "^1.3.0" } }, "sha512-8drMJ4rkgaPo1Me4zD/3WLfI/zPdA9o2IipKODunnGDcuqbHwjsbB79ylv04LCGGzU0xQ6vTznOMpQGaLhhm6A=="],
+  }
+}
diff --git a/packages/core/const/time.ts b/packages/core/const/time.ts
new file mode 100644
index 0000000..f735c2f
--- /dev/null
+++ b/packages/core/const/time.ts
@@ -0,0 +1,5 @@
+export const SECOND = 1000;
+export const MINUTE = 60 * SECOND;
+export const HOUR = 60 * MINUTE;
+export const DAY = 24 * HOUR;
+export const WEEK = 7 * DAY;
\ No newline at end of file
diff --git a/packages/core/db/dbNew.ts b/packages/core/db/dbNew.ts
new file mode 100644
index 0000000..11088e5
--- /dev/null
+++ b/packages/core/db/dbNew.ts
@@ -0,0 +1,6 @@
+import postgres from "postgres";
+import { postgresConfigNpm } from "./pgConfigNew";
+
+export const sql = postgres(postgresConfigNpm);
+
+export const sqlTest = postgres(postgresConfigNpm);
\ No newline at end of file
diff --git a/packages/core/db/pgConfig.ts b/packages/core/db/pgConfig.ts
deleted file mode 100644
index cebba63..0000000
--- a/packages/core/db/pgConfig.ts
+++ /dev/null
@@ -1,30 +0,0 @@
-const requiredEnvVars = ["DB_HOST", "DB_NAME", "DB_USER", "DB_PASSWORD", "DB_PORT"];
-
-const unsetVars = requiredEnvVars.filter((key) => Deno.env.get(key) === undefined);
-
-if (unsetVars.length > 0) {
-	throw new Error(`Missing required environment variables: ${unsetVars.join(", ")}`);
-}
-
-const databaseHost = Deno.env.get("DB_HOST")!;
-const databaseName = Deno.env.get("DB_NAME")!;
-const databaseNameCred = Deno.env.get("DB_NAME_CRED")!;
-const databaseUser = Deno.env.get("DB_USER")!;
-const databasePassword = Deno.env.get("DB_PASSWORD")!;
-const databasePort = Deno.env.get("DB_PORT")!;
-
-export const postgresConfig = {
-	hostname: databaseHost,
-	port: parseInt(databasePort),
-	database: databaseName,
-	user: databaseUser,
-	password: databasePassword,
-};
-
-export const postgresConfigCred = {
-	hostname: databaseHost,
-	port: parseInt(databasePort),
-	database: databaseNameCred,
-	user: databaseUser,
-	password: databasePassword,
-};
diff --git a/packages/core/db/pgConfigNew.ts b/packages/core/db/pgConfigNew.ts
new file mode 100644
index 0000000..d6cb437
--- /dev/null
+++ b/packages/core/db/pgConfigNew.ts
@@ -0,0 +1,38 @@
+const requiredEnvVars = ["DB_HOST", "DB_NAME", "DB_USER", "DB_PASSWORD", "DB_PORT", "DB_NAME_CRED"];
+
+const unsetVars = requiredEnvVars.filter((key) => process.env[key] === undefined);
+
+if (unsetVars.length > 0) {
+	throw new Error(`Missing required environment variables: ${unsetVars.join(", ")}`);
+}
+
+const databaseHost = process.env["DB_HOST"]!;
+const databaseName = process.env["DB_NAME"];
+const databaseNameCred = process.env["DB_NAME_CRED"]!;
+const databaseUser = process.env["DB_USER"]!;
+const databasePassword = process.env["DB_PASSWORD"]!;
+const databasePort = process.env["DB_PORT"]!;
+
+export const postgresConfig = {
+	hostname: databaseHost,
+	port: parseInt(databasePort),
+	database: databaseName,
+	user: databaseUser,
+	password: databasePassword
+};
+
+export const postgresConfigNpm = {
+	host: databaseHost,
+	port: parseInt(databasePort),
+	database: databaseName,
+	username: databaseUser,
+	password: databasePassword
+};
+
+export const postgresConfigCred = {
+	hostname: databaseHost,
+	port: parseInt(databasePort),
+	database: databaseNameCred,
+	user: databaseUser,
+	password: databasePassword
+};
diff --git a/packages/core/db/redis.ts b/packages/core/db/redis.ts
index 51ac02c..dc4b263 100644
--- a/packages/core/db/redis.ts
+++ b/packages/core/db/redis.ts
@@ -1,3 +1,10 @@
 import { Redis } from "ioredis";
 
-export const redis = new Redis({ maxRetriesPerRequest: null });
+const host = process.env.REDIS_HOST || "localhost";
+const port = parseInt(process.env.REDIS_PORT) || 6379;
+
+export const redis = new Redis({
+    port: port,
+    host: host,
+    maxRetriesPerRequest: null,
+});
diff --git a/packages/core/db/schema.d.ts b/packages/core/db/schema.d.ts
index a9a7296..f10c8bc 100644
--- a/packages/core/db/schema.d.ts
+++ b/packages/core/db/schema.d.ts
@@ -1,6 +1,6 @@
 export interface AllDataType {
 	id: number;
-	aid: bigint;
+	aid: number;
 	bvid: string | null;
 	description: string | null;
 	uid: number | null;
@@ -28,12 +28,12 @@ export interface VideoSnapshotType {
 	favorites: number;
 	shares: number;
 	danmakus: number;
-	aid: bigint;
+	aid: number;
 	replies: number;
 }
 
 export interface LatestSnapshotType {
-	aid: bigint;
+	aid: number;
 	time: number;
 	views: number;
 	danmakus: number;
@@ -46,7 +46,7 @@ export interface LatestSnapshotType {
 
 export interface SnapshotScheduleType {
 	id: number;
-	aid: bigint;
+	aid: number;
 	type?: string;
 	created_at: string;
 	started_at?: string;
diff --git a/packages/core/deno.json b/packages/core/deno.json
index 36044b0..b1027e9 100644
--- a/packages/core/deno.json
+++ b/packages/core/deno.json
@@ -1,12 +1,17 @@
 {
-	"name": "@cvsa/core",
-	"exports": "./main.ts",
-	"imports": {
-		"ioredis": "npm:ioredis",
-		"log/": "./log/",
-		"db/": "./db/",
-		"$std/": "https://deno.land/std@0.216.0/",
-		"mq/": "./mq/",
-		"chalk": "npm:chalk"
-	}
+    "name": "@cvsa/core",
+    "exports": "./main.ts",
+    "imports": {
+        "ioredis": "npm:ioredis",
+        "log/": "./log/",
+        "db/": "./db/",
+        "$std/": "https://deno.land/std@0.216.0/",
+        "mq/": "./mq/",
+        "chalk": "npm:chalk",
+        "winston": "npm:winston",
+        "logform": "npm:logform",
+        "@core/": "./",
+        "child_process": "node:child_process",
+        "util": "node:util"
+    }
 }
diff --git a/packages/core/log/logger.ts b/packages/core/log/logger.ts
index 02d8948..245c082 100644
--- a/packages/core/log/logger.ts
+++ b/packages/core/log/logger.ts
@@ -1,5 +1,5 @@
-import winston, { format, transports } from "npm:winston";
-import type { TransformableInfo } from "npm:logform";
+import winston, { format, transports } from "winston";
+import type { TransformableInfo } from "logform";
 import chalk from "chalk";
 
 const customFormat = format.printf((info: TransformableInfo) => {
@@ -24,13 +24,13 @@ const createTransport = (level: string, filename: string) => {
 	let maxsize = undefined;
 	let maxFiles = undefined;
 	let tailable = undefined;
-	if (level === "verbose") {
-		maxsize = 10 * MB;
-		maxFiles = 10;
+	if (level === "silly") {
+		maxsize = 500 * MB;
+		maxFiles = undefined;
 		tailable = false;
 	} else if (level === "warn") {
 		maxsize = 10 * MB;
-		maxFiles = 1;
+		maxFiles = 5;
 		tailable = false;
 	}
 	function replacer(key: unknown, value: unknown) {
@@ -52,9 +52,9 @@ const createTransport = (level: string, filename: string) => {
 	});
 };
 
-const sillyLogPath = Deno.env.get("LOG_VERBOSE") ?? "logs/verbose.log";
-const warnLogPath = Deno.env.get("LOG_WARN") ?? "logs/warn.log";
-const errorLogPath = Deno.env.get("LOG_ERROR") ?? "logs/error.log";
+const sillyLogPath = process.env["LOG_VERBOSE"] ?? "logs/verbose.log";
+const warnLogPath = process.env["LOG_WARN"] ?? "logs/warn.log";
+const errorLogPath = process.env["LOG_ERROR"] ?? "logs/error.log";
 
 const winstonLogger = winston.createLogger({
 	levels: winston.config.npm.levels,
@@ -62,7 +62,7 @@ const winstonLogger = winston.createLogger({
 		new transports.Console({
 			level: "debug",
 			format: format.combine(
-				format.timestamp({ format: "HH:mm:ss.SSS" }),
+				format.timestamp({ format: "YYYY-MM-DD HH:mm:ss.SSS" }),
 				format.colorize(),
 				format.errors({ stack: true }),
 				customFormat,
diff --git a/packages/core/log/test.ts b/packages/core/log/test.ts
index ee5953c..0c48452 100644
--- a/packages/core/log/test.ts
+++ b/packages/core/log/test.ts
@@ -1,4 +1,4 @@
-import logger from "log/logger.ts";
+import logger from "@core/log/logger.ts";
 
 logger.error(Error("test error"), "test service");
 logger.debug(`some string`);
diff --git a/packages/core/mq/rateLimiter.ts b/packages/core/mq/rateLimiter.ts
index 74359a8..ac42748 100644
--- a/packages/core/mq/rateLimiter.ts
+++ b/packages/core/mq/rateLimiter.ts
@@ -1,4 +1,4 @@
-import { SlidingWindow } from "./slidingWindow.ts";
+import type { SlidingWindow } from "./slidingWindow.ts";
 
 export interface RateLimiterConfig {
 	window: SlidingWindow;
diff --git a/packages/core/mq/slidingWindow.ts b/packages/core/mq/slidingWindow.ts
index 499528f..457303c 100644
--- a/packages/core/mq/slidingWindow.ts
+++ b/packages/core/mq/slidingWindow.ts
@@ -1,4 +1,4 @@
-import { Redis } from "ioredis";
+import type { Redis } from "ioredis";
 
 export class SlidingWindow {
 	private redis: Redis;
diff --git a/packages/core/net/delegate.ts b/packages/core/net/delegate.ts
index 153faed..e7ca3f1 100644
--- a/packages/core/net/delegate.ts
+++ b/packages/core/net/delegate.ts
@@ -1,9 +1,43 @@
-import logger from "log/logger.ts";
+import logger from "@core/log/logger.ts";
 import { RateLimiter, type RateLimiterConfig } from "mq/rateLimiter.ts";
 import { SlidingWindow } from "mq/slidingWindow.ts";
 import { redis } from "db/redis.ts";
-import Redis from "ioredis";
-import { SECOND } from "$std/datetime/constants.ts";
+import { ReplyError } from "ioredis";
+import { SECOND } from "../const/time.ts";
+import { spawn, SpawnOptions } from "child_process";
+
+export function spawnPromise(
+	command: string,
+	args: string[] = [],
+	options?: SpawnOptions,
+): Promise<{ stdout: string; stderr: string }> {
+	return new Promise((resolve, reject) => {
+		const child = spawn(command, args, options);
+
+		let stdout = "";
+		let stderr = "";
+
+		child.stdout?.on("data", (data) => {
+			stdout += data;
+		});
+
+		child.stderr?.on("data", (data) => {
+			stderr += data;
+		});
+
+		child.on("close", (code) => {
+			if (code !== 0) {
+				reject(new Error(`Error code: ${code}\nstderr: ${stderr}`));
+			} else {
+				resolve({ stdout, stderr });
+			}
+		});
+
+		child.on("error", (err) => {
+			reject(err);
+		});
+	});
+}
 
 interface Proxy {
 	type: string;
@@ -99,7 +133,7 @@ class NetworkDelegate {
 			await this.providerLimiters[providerLimiterId]?.trigger();
 		} catch (e) {
 			const error = e as Error;
-			if (e instanceof Redis.ReplyError) {
+			if (e instanceof ReplyError) {
 				logger.error(error, "redis");
 			}
 			logger.warn(`Unhandled error: ${error.message}`, "mq", "proxyRequest");
@@ -209,7 +243,7 @@ class NetworkDelegate {
 			return providerAvailable && proxyAvailable;
 		} catch (e) {
 			const error = e as Error;
-			if (e instanceof Redis.ReplyError) {
+			if (e instanceof ReplyError) {
 				logger.error(error, "redis");
 				return false;
 			}
@@ -230,7 +264,7 @@ class NetworkDelegate {
 
 			clearTimeout(timeout);
 
-			return await response.json() as R;
+			return (await response.json()) as R;
 		} catch (e) {
 			throw new NetSchedulerError("Fetch error", "FETCH_ERROR", e);
 		}
@@ -238,29 +272,26 @@ class NetworkDelegate {
 
 	private async alicloudFcRequest<R>(url: string, region: string): Promise<R> {
 		try {
-			const decoder = new TextDecoder();
-			const output = await new Deno.Command("aliyun", {
-				args: [
-					"fc",
-					"POST",
-					`/2023-03-30/functions/proxy-${region}/invocations`,
-					"--qualifier",
-					"LATEST",
-					"--header",
-					"Content-Type=application/json;x-fc-invocation-type=Sync;x-fc-log-type=None;",
-					"--body",
-					JSON.stringify({ url: url }),
-					"--retry-count",
-					"5",
-					"--read-timeout",
-					"30",
-					"--connect-timeout",
-					"10",
-					"--profile",
-					`CVSA-${region}`,
-				],
-			}).output();
-			const out = decoder.decode(output.stdout);
+			const output = await spawnPromise("aliyun", [
+				"fc",
+				"POST",
+				`/2023-03-30/functions/proxy-${region}/invocations`,
+				"--qualifier",
+				"LATEST",
+				"--header",
+				"Content-Type=application/json;x-fc-invocation-type=Sync;x-fc-log-type=None;",
+				"--body",
+				JSON.stringify({ url: url }),
+				"--retry-count",
+				"5",
+				"--read-timeout",
+				"30",
+				"--connect-timeout",
+				"10",
+				"--profile",
+				`CVSA-${region}`,
+			]);
+			const out = output.stdout;
 			const rawData = JSON.parse(out);
 			if (rawData.statusCode !== 200) {
 				// noinspection ExceptionCaughtLocallyJS
@@ -269,11 +300,15 @@ class NetworkDelegate {
 					"ALICLOUD_PROXY_ERR",
 				);
 			} else {
-				return JSON.parse(JSON.parse(rawData.body)) as R;
+				return JSON.parse(rawData.body) as R;
 			}
 		} catch (e) {
 			logger.error(e as Error, "net", "fn:alicloudFcRequest");
-			throw new NetSchedulerError(`Unhandled error: Cannot proxy ${url} to ali-fc-${region}.`, "ALICLOUD_PROXY_ERR", e);
+			throw new NetSchedulerError(
+				`Unhandled error: Cannot proxy ${url} to ali-fc-${region}.`,
+				"ALICLOUD_PROXY_ERR",
+				e,
+			);
 		}
 	}
 }
@@ -358,7 +393,11 @@ for (const region of regions) {
 }
 networkDelegate.addTask("getVideoInfo", "bilibili", "all");
 networkDelegate.addTask("getLatestVideos", "bilibili", "all");
-networkDelegate.addTask("snapshotMilestoneVideo", "bilibili", regions.map((region) => `alicloud-${region}`));
+networkDelegate.addTask(
+	"snapshotMilestoneVideo",
+	"bilibili",
+	regions.map((region) => `alicloud-${region}`),
+);
 networkDelegate.addTask("snapshotVideo", "bili_test", [
 	"alicloud-qingdao",
 	"alicloud-shanghai",
diff --git a/packages/crawler/net/getVideoInfo.ts b/packages/core/net/getVideoInfo.ts
similarity index 94%
rename from packages/crawler/net/getVideoInfo.ts
rename to packages/core/net/getVideoInfo.ts
index ea87918..e13f599 100644
--- a/packages/crawler/net/getVideoInfo.ts
+++ b/packages/core/net/getVideoInfo.ts
@@ -1,6 +1,6 @@
 import networkDelegate from "@core/net/delegate.ts";
-import { VideoInfoData, VideoInfoResponse } from "@core/net/bilibili.d.ts";
-import logger from "log/logger.ts";
+import type { VideoInfoData, VideoInfoResponse } from "@core/net/bilibili.d.ts";
+import logger from "@core/log/logger.ts";
 
 /*
  * Fetch video metadata from bilibili API
diff --git a/packages/core/package.json b/packages/core/package.json
new file mode 100644
index 0000000..a11ede0
--- /dev/null
+++ b/packages/core/package.json
@@ -0,0 +1,13 @@
+{
+  "name": "core",
+  "dependencies": {
+    "chalk": "^5.4.1",
+    "ioredis": "^5.6.1",
+    "logform": "^2.7.0",
+    "postgres": "^3.4.5",
+    "winston": "^3.17.0"
+  },
+  "devDependencies": {
+    "@types/ioredis": "^5.0.0"
+  }
+}
\ No newline at end of file
diff --git a/packages/core/tsconfig.json b/packages/core/tsconfig.json
new file mode 100644
index 0000000..3b8cd4e
--- /dev/null
+++ b/packages/core/tsconfig.json
@@ -0,0 +1,18 @@
+{
+	"include": ["**/*.ts"],
+	"compilerOptions": {
+		"baseUrl": ".",
+		"target": "ESNext",
+		"module": "ESNext",
+		"useDefineForClassFields": true,
+		"moduleResolution": "bundler",
+		"lib": ["ES2020", "DOM", "DOM.Iterable"],
+		"skipLibCheck": true,
+		"paths": {
+			"@core/*": ["./*"]
+		},
+		"allowSyntheticDefaultImports": true,
+		"allowImportingTsExtensions": true,
+		"noEmit": true
+	}
+}
diff --git a/packages/crawler/.gitignore b/packages/crawler/.gitignore
new file mode 100644
index 0000000..8e12416
--- /dev/null
+++ b/packages/crawler/.gitignore
@@ -0,0 +1,2 @@
+.cache
+build/
\ No newline at end of file
diff --git a/packages/crawler/bun.lock b/packages/crawler/bun.lock
new file mode 100644
index 0000000..e7559ee
--- /dev/null
+++ b/packages/crawler/bun.lock
@@ -0,0 +1,433 @@
+{
+  "lockfileVersion": 1,
+  "workspaces": {
+    "": {
+      "name": "core",
+      "dependencies": {
+        "@bull-board/api": "^6.9.5",
+        "@bull-board/express": "^6.9.5",
+        "@huggingface/transformers": "^3.5.1",
+        "bullmq": "^5.52.1",
+        "express": "^5.1.0",
+        "ioredis": "^5.6.1",
+        "onnxruntime-node": "1.19.2",
+      },
+      "devDependencies": {
+        "concurrently": "^9.1.2",
+      },
+    },
+  },
+  "packages": {
+    "@bull-board/api": ["@bull-board/api@6.9.5", "", { "dependencies": { "redis-info": "^3.1.0" }, "peerDependencies": { "@bull-board/ui": "6.9.5" } }, "sha512-9d03Mu9fuQ3sHAxAwUmlTo8C9KwKHd6Ef2IUOZMG93cAHsQ0oaOpYc5d0roZacYFvfYKr7bTANptKO1f3GLp2g=="],
+
+    "@bull-board/express": ["@bull-board/express@6.9.5", "", { "dependencies": { "@bull-board/api": "6.9.5", "@bull-board/ui": "6.9.5", "ejs": "^3.1.10", "express": "^4.21.1 || ^5.0.0" } }, "sha512-N2B/RSEX/EpIvT/uOJXCACevElv2CUEqrvgoLuwM2n1Fb3VWaatj/S004VLUtHjOCPfODosJ1xoxelelQcV3Dw=="],
+
+    "@bull-board/ui": ["@bull-board/ui@6.9.5", "", { "dependencies": { "@bull-board/api": "6.9.5" } }, "sha512-+4YnDvyuY3MOVkXFxkspRbqawLtIExHzRQ4raQWagOc35KD7v2/ccFGyRPDI/N0bemsiNkOPkcZGf/LFcaOZmA=="],
+
+    "@emnapi/runtime": ["@emnapi/runtime@1.4.3", "", { "dependencies": { "tslib": "^2.4.0" } }, "sha512-pBPWdu6MLKROBX05wSNKcNb++m5Er+KQ9QkB+WVM+pW2Kx9hoSrVTnu3BdkI5eBLZoKu/J6mW/B6i6bJB2ytXQ=="],
+
+    "@huggingface/jinja": ["@huggingface/jinja@0.4.1", "", {}, "sha512-3WXbMFaPkk03LRCM0z0sylmn8ddDm4ubjU7X+Hg4M2GOuMklwoGAFXp9V2keq7vltoB/c7McE5aHUVVddAewsw=="],
+
+    "@huggingface/transformers": ["@huggingface/transformers@3.5.1", "", { "dependencies": { "@huggingface/jinja": "^0.4.1", "onnxruntime-node": "1.21.0", "onnxruntime-web": "1.22.0-dev.20250409-89f8206ba4", "sharp": "^0.34.1" } }, "sha512-qWsPoJMBPYcrGuzRMVL//3dwcLXED9r+j+Hzw+hZpBfrMPdyq57ehNs7lew0D34Paj0DO0E0kZQjOZcIVN17hQ=="],
+
+    "@img/sharp-darwin-arm64": ["@img/sharp-darwin-arm64@0.34.1", "", { "optionalDependencies": { "@img/sharp-libvips-darwin-arm64": "1.1.0" }, "os": "darwin", "cpu": "arm64" }, "sha512-pn44xgBtgpEbZsu+lWf2KNb6OAf70X68k+yk69Ic2Xz11zHR/w24/U49XT7AeRwJ0Px+mhALhU5LPci1Aymk7A=="],
+
+    "@img/sharp-darwin-x64": ["@img/sharp-darwin-x64@0.34.1", "", { "optionalDependencies": { "@img/sharp-libvips-darwin-x64": "1.1.0" }, "os": "darwin", "cpu": "x64" }, "sha512-VfuYgG2r8BpYiOUN+BfYeFo69nP/MIwAtSJ7/Zpxc5QF3KS22z8Pvg3FkrSFJBPNQ7mmcUcYQFBmEQp7eu1F8Q=="],
+
+    "@img/sharp-libvips-darwin-arm64": ["@img/sharp-libvips-darwin-arm64@1.1.0", "", { "os": "darwin", "cpu": "arm64" }, "sha512-HZ/JUmPwrJSoM4DIQPv/BfNh9yrOA8tlBbqbLz4JZ5uew2+o22Ik+tHQJcih7QJuSa0zo5coHTfD5J8inqj9DA=="],
+
+    "@img/sharp-libvips-darwin-x64": ["@img/sharp-libvips-darwin-x64@1.1.0", "", { "os": "darwin", "cpu": "x64" }, "sha512-Xzc2ToEmHN+hfvsl9wja0RlnXEgpKNmftriQp6XzY/RaSfwD9th+MSh0WQKzUreLKKINb3afirxW7A0fz2YWuQ=="],
+
+    "@img/sharp-libvips-linux-arm": ["@img/sharp-libvips-linux-arm@1.1.0", "", { "os": "linux", "cpu": "arm" }, "sha512-s8BAd0lwUIvYCJyRdFqvsj+BJIpDBSxs6ivrOPm/R7piTs5UIwY5OjXrP2bqXC9/moGsyRa37eYWYCOGVXxVrA=="],
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+    "@img/sharp-libvips-linux-arm64": ["@img/sharp-libvips-linux-arm64@1.1.0", "", { "os": "linux", "cpu": "arm64" }, "sha512-IVfGJa7gjChDET1dK9SekxFFdflarnUB8PwW8aGwEoF3oAsSDuNUTYS+SKDOyOJxQyDC1aPFMuRYLoDInyV9Ew=="],
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+    "@img/sharp-libvips-linux-ppc64": ["@img/sharp-libvips-linux-ppc64@1.1.0", "", { "os": "linux", "cpu": "ppc64" }, "sha512-tiXxFZFbhnkWE2LA8oQj7KYR+bWBkiV2nilRldT7bqoEZ4HiDOcePr9wVDAZPi/Id5fT1oY9iGnDq20cwUz8lQ=="],
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+    "@img/sharp-libvips-linux-s390x": ["@img/sharp-libvips-linux-s390x@1.1.0", "", { "os": "linux", "cpu": "s390x" }, "sha512-xukSwvhguw7COyzvmjydRb3x/09+21HykyapcZchiCUkTThEQEOMtBj9UhkaBRLuBrgLFzQ2wbxdeCCJW/jgJA=="],
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+    "@img/sharp-libvips-linux-x64": ["@img/sharp-libvips-linux-x64@1.1.0", "", { "os": "linux", "cpu": "x64" }, "sha512-yRj2+reB8iMg9W5sULM3S74jVS7zqSzHG3Ol/twnAAkAhnGQnpjj6e4ayUz7V+FpKypwgs82xbRdYtchTTUB+Q=="],
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+    "@img/sharp-libvips-linuxmusl-arm64": ["@img/sharp-libvips-linuxmusl-arm64@1.1.0", "", { "os": "linux", "cpu": "arm64" }, "sha512-jYZdG+whg0MDK+q2COKbYidaqW/WTz0cc1E+tMAusiDygrM4ypmSCjOJPmFTvHHJ8j/6cAGyeDWZOsK06tP33w=="],
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+    "@img/sharp-libvips-linuxmusl-x64": ["@img/sharp-libvips-linuxmusl-x64@1.1.0", "", { "os": "linux", "cpu": "x64" }, "sha512-wK7SBdwrAiycjXdkPnGCPLjYb9lD4l6Ze2gSdAGVZrEL05AOUJESWU2lhlC+Ffn5/G+VKuSm6zzbQSzFX/P65A=="],
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+    "@img/sharp-linux-arm": ["@img/sharp-linux-arm@0.34.1", "", { "optionalDependencies": { "@img/sharp-libvips-linux-arm": "1.1.0" }, "os": "linux", "cpu": "arm" }, "sha512-anKiszvACti2sGy9CirTlNyk7BjjZPiML1jt2ZkTdcvpLU1YH6CXwRAZCA2UmRXnhiIftXQ7+Oh62Ji25W72jA=="],
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+    "@img/sharp-linux-arm64": ["@img/sharp-linux-arm64@0.34.1", "", { "optionalDependencies": { "@img/sharp-libvips-linux-arm64": "1.1.0" }, "os": "linux", "cpu": "arm64" }, "sha512-kX2c+vbvaXC6vly1RDf/IWNXxrlxLNpBVWkdpRq5Ka7OOKj6nr66etKy2IENf6FtOgklkg9ZdGpEu9kwdlcwOQ=="],
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+    "@img/sharp-linux-s390x": ["@img/sharp-linux-s390x@0.34.1", "", { "optionalDependencies": { "@img/sharp-libvips-linux-s390x": "1.1.0" }, "os": "linux", "cpu": "s390x" }, "sha512-7s0KX2tI9mZI2buRipKIw2X1ufdTeaRgwmRabt5bi9chYfhur+/C1OXg3TKg/eag1W+6CCWLVmSauV1owmRPxA=="],
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+    "@img/sharp-linux-x64": ["@img/sharp-linux-x64@0.34.1", "", { "optionalDependencies": { "@img/sharp-libvips-linux-x64": "1.1.0" }, "os": "linux", "cpu": "x64" }, "sha512-wExv7SH9nmoBW3Wr2gvQopX1k8q2g5V5Iag8Zk6AVENsjwd+3adjwxtp3Dcu2QhOXr8W9NusBU6XcQUohBZ5MA=="],
+
+    "@img/sharp-linuxmusl-arm64": ["@img/sharp-linuxmusl-arm64@0.34.1", "", { "optionalDependencies": { "@img/sharp-libvips-linuxmusl-arm64": "1.1.0" }, "os": "linux", "cpu": "arm64" }, "sha512-DfvyxzHxw4WGdPiTF0SOHnm11Xv4aQexvqhRDAoD00MzHekAj9a/jADXeXYCDFH/DzYruwHbXU7uz+H+nWmSOQ=="],
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+    "@img/sharp-linuxmusl-x64": ["@img/sharp-linuxmusl-x64@0.34.1", "", { "optionalDependencies": { "@img/sharp-libvips-linuxmusl-x64": "1.1.0" }, "os": "linux", "cpu": "x64" }, "sha512-pax/kTR407vNb9qaSIiWVnQplPcGU8LRIJpDT5o8PdAx5aAA7AS3X9PS8Isw1/WfqgQorPotjrZL3Pqh6C5EBg=="],
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+    "@img/sharp-win32-x64": ["@img/sharp-win32-x64@0.34.1", "", { "os": "win32", "cpu": "x64" }, "sha512-hw1iIAHpNE8q3uMIRCgGOeDoz9KtFNarFLQclLxr/LK1VBkj8nby18RjFvr6aP7USRYAjTZW6yisnBWMX571Tw=="],
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+    "side-channel-map": ["side-channel-map@1.0.1", "", { "dependencies": { "call-bound": "^1.0.2", "es-errors": "^1.3.0", "get-intrinsic": "^1.2.5", "object-inspect": "^1.13.3" } }, "sha512-VCjCNfgMsby3tTdo02nbjtM/ewra6jPHmpThenkTYh8pG9ucZ/1P8So4u4FGBek/BjpOVsDCMoLA/iuBKIFXRA=="],
+
+    "side-channel-weakmap": ["side-channel-weakmap@1.0.2", "", { "dependencies": { "call-bound": "^1.0.2", "es-errors": "^1.3.0", "get-intrinsic": "^1.2.5", "object-inspect": "^1.13.3", "side-channel-map": "^1.0.1" } }, "sha512-WPS/HvHQTYnHisLo9McqBHOJk2FkHO/tlpvldyrnem4aeQp4hai3gythswg6p01oSoTl58rcpiFAjF2br2Ak2A=="],
+
+    "simple-swizzle": ["simple-swizzle@0.2.2", "", { "dependencies": { "is-arrayish": "^0.3.1" } }, "sha512-JA//kQgZtbuY83m+xT+tXJkmJncGMTFT+C+g2h2R9uxkYIrE2yy9sgmcLhCnw57/WSD+Eh3J97FPEDFnbXnDUg=="],
+
+    "sprintf-js": ["sprintf-js@1.1.3", "", {}, "sha512-Oo+0REFV59/rz3gfJNKQiBlwfHaSESl1pcGyABQsnnIfWOFt6JNj5gCog2U6MLZ//IGYD+nA8nI+mTShREReaA=="],
+
+    "standard-as-callback": ["standard-as-callback@2.1.0", "", {}, "sha512-qoRRSyROncaz1z0mvYqIE4lCd9p2R90i6GxW3uZv5ucSu8tU7B5HXUP1gG8pVZsYNVaXjk8ClXHPttLyxAL48A=="],
+
+    "statuses": ["statuses@2.0.1", "", {}, "sha512-RwNA9Z/7PrK06rYLIzFMlaF+l73iwpzsqRIFgbMLbTcLD6cOao82TaWefPXQvB2fOC4AjuYSEndS7N/mTCbkdQ=="],
+
+    "string-width": ["string-width@4.2.3", "", { "dependencies": { "emoji-regex": "^8.0.0", "is-fullwidth-code-point": "^3.0.0", "strip-ansi": "^6.0.1" } }, "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g=="],
+
+    "strip-ansi": ["strip-ansi@6.0.1", "", { "dependencies": { "ansi-regex": "^5.0.1" } }, "sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A=="],
+
+    "supports-color": ["supports-color@8.1.1", "", { "dependencies": { "has-flag": "^4.0.0" } }, "sha512-MpUEN2OodtUzxvKQl72cUF7RQ5EiHsGvSsVG0ia9c5RbWGL2CI4C7EpPS8UTBIplnlzZiNuV56w+FuNxy3ty2Q=="],
+
+    "tar": ["tar@7.4.3", "", { "dependencies": { "@isaacs/fs-minipass": "^4.0.0", "chownr": "^3.0.0", "minipass": "^7.1.2", "minizlib": "^3.0.1", "mkdirp": "^3.0.1", "yallist": "^5.0.0" } }, "sha512-5S7Va8hKfV7W5U6g3aYxXmlPoZVAwUMy9AOKyF2fVuZa2UD3qZjg578OrLRt8PcNN1PleVaL/5/yYATNL0ICUw=="],
+
+    "toidentifier": ["toidentifier@1.0.1", "", {}, "sha512-o5sSPKEkg/DIQNmH43V0/uerLrpzVedkUh8tGNvaeXpfpuwjKenlSox/2O/BTlZUtEe+JG7s5YhEz608PlAHRA=="],
+
+    "tree-kill": ["tree-kill@1.2.2", "", { "bin": { "tree-kill": "cli.js" } }, "sha512-L0Orpi8qGpRG//Nd+H90vFB+3iHnue1zSSGmNOOCh1GLJ7rUKVwV2HvijphGQS2UmhUZewS9VgvxYIdgr+fG1A=="],
+
+    "tslib": ["tslib@2.8.1", "", {}, "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w=="],
+
+    "type-fest": ["type-fest@0.13.1", "", {}, "sha512-34R7HTnG0XIJcBSn5XhDd7nNFPRcXYRZrBB2O2jdKqYODldSzBAqzsWoZYYvduky73toYS/ESqxPvkDf/F0XMg=="],
+
+    "type-is": ["type-is@2.0.1", "", { "dependencies": { "content-type": "^1.0.5", "media-typer": "^1.1.0", "mime-types": "^3.0.0" } }, "sha512-OZs6gsjF4vMp32qrCbiVSkrFmXtG/AZhY3t0iAMrMBiAZyV9oALtXO8hsrHbMXF9x6L3grlFuwW2oAz7cav+Gw=="],
+
+    "undici-types": ["undici-types@6.21.0", "", {}, "sha512-iwDZqg0QAGrg9Rav5H4n0M64c3mkR59cJ6wQp+7C4nI0gsmExaedaYLNO44eT4AtBBwjbTiGPMlt2Md0T9H9JQ=="],
+
+    "unpipe": ["unpipe@1.0.0", "", {}, "sha512-pjy2bYhSsufwWlKwPc+l3cN7+wuJlK6uz0YdJEOlQDbl6jo/YlPi4mb8agUkVC8BF7V8NuzeyPNqRksA3hztKQ=="],
+
+    "uuid": ["uuid@9.0.1", "", { "bin": { "uuid": "dist/bin/uuid" } }, "sha512-b+1eJOlsR9K8HJpow9Ok3fiWOWSIcIzXodvv0rQjVoOVNpWMpxf1wZNpt4y9h10odCNrqnYp1OBzRktckBe3sA=="],
+
+    "vary": ["vary@1.1.2", "", {}, "sha512-BNGbWLfd0eUPabhkXUVm0j8uuvREyTh5ovRa/dyow/BqAbZJyC+5fU+IzQOzmAKzYqYRAISoRhdQr3eIZ/PXqg=="],
+
+    "wrap-ansi": ["wrap-ansi@7.0.0", "", { "dependencies": { "ansi-styles": "^4.0.0", "string-width": "^4.1.0", "strip-ansi": "^6.0.0" } }, "sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q=="],
+
+    "wrappy": ["wrappy@1.0.2", "", {}, "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ=="],
+
+    "y18n": ["y18n@5.0.8", "", {}, "sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA=="],
+
+    "yallist": ["yallist@5.0.0", "", {}, "sha512-YgvUTfwqyc7UXVMrB+SImsVYSmTS8X/tSrtdNZMImM+n7+QTriRXyXim0mBrTXNeqzVF0KWGgHPeiyViFFrNDw=="],
+
+    "yargs": ["yargs@17.7.2", "", { "dependencies": { "cliui": "^8.0.1", "escalade": "^3.1.1", "get-caller-file": "^2.0.5", "require-directory": "^2.1.1", "string-width": "^4.2.3", "y18n": "^5.0.5", "yargs-parser": "^21.1.1" } }, "sha512-7dSzzRQ++CKnNI/krKnYRV7JKKPUXMEh61soaHKg9mrWEhzFWhFnxPxGl+69cD1Ou63C13NUPCnmIcrvqCuM6w=="],
+
+    "yargs-parser": ["yargs-parser@21.1.1", "", {}, "sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw=="],
+
+    "@huggingface/transformers/onnxruntime-node": ["onnxruntime-node@1.21.0", "", { "dependencies": { "global-agent": "^3.0.0", "onnxruntime-common": "1.21.0", "tar": "^7.0.1" }, "os": [ "linux", "win32", "darwin", ] }, "sha512-NeaCX6WW2L8cRCSqy3bInlo5ojjQqu2fD3D+9W5qb5irwxhEyWKXeH2vZ8W9r6VxaMPUan+4/7NDwZMtouZxEw=="],
+
+    "chalk/supports-color": ["supports-color@7.2.0", "", { "dependencies": { "has-flag": "^4.0.0" } }, "sha512-qpCAvRl9stuOHveKsn7HncJRvv501qIacKzQlO/+Lwxc9+0q2wLyv4Dfvt80/DPn2pqOBsJdDiogXGR9+OvwRw=="],
+
+    "filelist/minimatch": ["minimatch@5.1.6", "", { "dependencies": { "brace-expansion": "^2.0.1" } }, "sha512-lKwV/1brpG6mBUFHtb7NUmtABCb2WZZmm2wNiOA5hAb8VdCS4B3dtMWyvcoViccwAW/COERjXLt0zP1zXUN26g=="],
+
+    "onnxruntime-web/onnxruntime-common": ["onnxruntime-common@1.22.0-dev.20250409-89f8206ba4", "", {}, "sha512-vDJMkfCfb0b1A836rgHj+ORuZf4B4+cc2bASQtpeoJLueuFc5DuYwjIZUBrSvx/fO5IrLjLz+oTrB3pcGlhovQ=="],
+
+    "@huggingface/transformers/onnxruntime-node/onnxruntime-common": ["onnxruntime-common@1.21.0", "", {}, "sha512-Q632iLLrtCAVOTO65dh2+mNbQir/QNTVBG3h/QdZBpns7mZ0RYbLRBgGABPbpU9351AgYy7SJf1WaeVwMrBFPQ=="],
+
+    "filelist/minimatch/brace-expansion": ["brace-expansion@2.0.1", "", { "dependencies": { "balanced-match": "^1.0.0" } }, "sha512-XnAIvQ8eM+kC6aULx6wuQiwVsnzsi9d3WxzV3FpWTGA19F621kwdbsAcFKXgKUHZWsy+mY6iL1sHTxWEFCytDA=="],
+  }
+}
diff --git a/packages/crawler/db/bilibili_metadata.ts b/packages/crawler/db/bilibili_metadata.ts
index f2a575a..acc136c 100644
--- a/packages/crawler/db/bilibili_metadata.ts
+++ b/packages/crawler/db/bilibili_metadata.ts
@@ -1,87 +1,77 @@
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
+import type { Psql } from "global.d.ts";
 import { AllDataType, BiliUserType } from "@core/db/schema";
-import Akari from "ml/akari.ts";
+import { AkariModelVersion } from "ml/const";
 
-export async function videoExistsInAllData(client: Client, aid: number) {
-	return await client.queryObject<{ exists: boolean }>(
-		`SELECT EXISTS(SELECT 1 FROM bilibili_metadata WHERE aid = $1)`,
-		[aid],
-	)
-		.then((result) => result.rows[0].exists);
+export async function videoExistsInAllData(sql: Psql, aid: number) {
+    const rows = await sql<{ exists: boolean }[]>`
+        SELECT EXISTS(SELECT 1 FROM bilibili_metadata WHERE aid = ${aid})
+    `;
+    return rows[0].exists;
 }
 
-export async function userExistsInBiliUsers(client: Client, uid: number) {
-	return await client.queryObject<{ exists: boolean }>(`SELECT EXISTS(SELECT 1 FROM bilibili_user WHERE uid = $1)`, [
-		uid,
-	]);
+export async function userExistsInBiliUsers(sql: Psql, uid: number) {
+    const rows = await sql<{ exists: boolean }[]>`
+        SELECT EXISTS(SELECT 1 FROM bilibili_user WHERE uid = ${uid})
+    `;
+    return rows[0].exists;
 }
 
-export async function getUnlabelledVideos(client: Client) {
-	const queryResult = await client.queryObject<{ aid: number }>(
-		`SELECT a.aid FROM bilibili_metadata a LEFT JOIN labelling_result l ON a.aid = l.aid WHERE l.aid IS NULL`,
-	);
-	return queryResult.rows.map((row) => row.aid);
+export async function getUnlabelledVideos(sql: Psql) {
+    const rows = await sql<{ aid: number }[]>`
+        SELECT a.aid FROM bilibili_metadata a LEFT JOIN labelling_result l ON a.aid = l.aid WHERE l.aid IS NULL
+    `;
+    return rows.map((row) => row.aid);
 }
 
-export async function insertVideoLabel(client: Client, aid: number, label: number) {
-	return await client.queryObject(
-		`INSERT INTO labelling_result (aid, label, model_version) VALUES ($1, $2, $3) ON CONFLICT (aid, model_version) DO NOTHING`,
-		[aid, label, Akari.getModelVersion()],
-	);
+export async function insertVideoLabel(sql: Psql, aid: number, label: number) {
+    await sql`
+        INSERT INTO labelling_result (aid, label, model_version) VALUES (${aid}, ${label}, ${AkariModelVersion}) ON CONFLICT (aid, model_version) DO NOTHING
+    `;
 }
 
-export async function getVideoInfoFromAllData(client: Client, aid: number) {
-	const queryResult = await client.queryObject<AllDataType>(
-		`SELECT * FROM bilibili_metadata WHERE aid = $1`,
-		[aid],
-	);
-	const row = queryResult.rows[0];
-	let authorInfo = "";
-	if (row.uid && await userExistsInBiliUsers(client, row.uid)) {
-		const q = await client.queryObject<BiliUserType>(
-			`SELECT * FROM bilibili_user WHERE uid = $1`,
-			[row.uid],
-		);
-		const userRow = q.rows[0];
-		if (userRow) {
-			authorInfo = userRow.desc;
-		}
-	}
-	return {
-		title: row.title,
-		description: row.description,
-		tags: row.tags,
-		author_info: authorInfo,
-	};
+export async function getVideoInfoFromAllData(sql: Psql, aid: number) {
+    const rows = await sql<AllDataType[]>`
+        SELECT * FROM bilibili_metadata WHERE aid = ${aid}
+    `;
+    const row = rows[0];
+    let authorInfo = "";
+    if (row.uid && await userExistsInBiliUsers(sql, row.uid)) {
+        const userRows = await sql<BiliUserType[]>`
+            SELECT * FROM bilibili_user WHERE uid = ${row.uid}
+        `;
+        const userRow = userRows[0];
+        if (userRow) {
+            authorInfo = userRow.desc;
+        }
+    }
+    return {
+        title: row.title,
+        description: row.description,
+        tags: row.tags,
+        author_info: authorInfo,
+    };
 }
 
-export async function getUnArchivedBiliUsers(client: Client) {
-	const queryResult = await client.queryObject<{ uid: number }>(
-		`
-		SELECT ad.uid
-		FROM bilibili_metadata ad
-		LEFT JOIN bilibili_user bu ON ad.uid = bu.uid
-		WHERE bu.uid IS NULL;
-		`,
-		[],
-	);
-	const rows = queryResult.rows;
-	return rows.map((row) => row.uid);
+export async function getUnArchivedBiliUsers(sql: Psql) {
+    const rows = await sql<{ uid: number }[]>`
+        SELECT ad.uid
+        FROM bilibili_metadata ad
+        LEFT JOIN bilibili_user bu ON ad.uid = bu.uid
+        WHERE bu.uid IS NULL;
+    `;
+    return rows.map((row) => row.uid);
 }
 
-export async function setBiliVideoStatus(client: Client, aid: number, status: number) {
-	return await client.queryObject(
-		`UPDATE bilibili_metadata SET status = $1 WHERE aid = $2`,
-		[status, aid],
-	);
+export async function setBiliVideoStatus(sql: Psql, aid: number, status: number) {
+    await sql`
+        UPDATE bilibili_metadata SET status = ${status} WHERE aid = ${aid}
+    `;
 }
 
-export async function getBiliVideoStatus(client: Client, aid: number) {
-	const queryResult = await client.queryObject<{ status: number }>(
-		`SELECT status FROM bilibili_metadata WHERE aid = $1`,
-		[aid],
-	);
-	const rows = queryResult.rows;
-	if (rows.length === 0) return 0;
-	return rows[0].status;
-}
+export async function getBiliVideoStatus(sql: Psql, aid: number) {
+    const rows = await sql<{ status: number }[]>`
+        SELECT status FROM bilibili_metadata WHERE aid = ${aid}
+    `;
+    if (rows.length === 0) return 0;
+    return rows[0].status;
+}
\ No newline at end of file
diff --git a/packages/crawler/db/init.ts b/packages/crawler/db/init.ts
deleted file mode 100644
index 6bd1801..0000000
--- a/packages/crawler/db/init.ts
+++ /dev/null
@@ -1,6 +0,0 @@
-import { Pool } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-import { postgresConfig } from "@core/db/pgConfig";
-
-const pool = new Pool(postgresConfig, 12);
-
-export const db = pool;
diff --git a/packages/crawler/db/snapshot.ts b/packages/crawler/db/snapshot.ts
index 25c582d..b4635ee 100644
--- a/packages/crawler/db/snapshot.ts
+++ b/packages/crawler/db/snapshot.ts
@@ -1,9 +1,9 @@
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
 import { LatestSnapshotType } from "@core/db/schema";
 import { SnapshotNumber } from "mq/task/getVideoStats.ts";
+import type { Psql } from "global.d.ts";
 
-export async function getVideosNearMilestone(client: Client) {
-	const queryResult = await client.queryObject<LatestSnapshotType>(`
+export async function getVideosNearMilestone(sql: Psql) {
+	const queryResult = await sql<LatestSnapshotType[]>`
         SELECT ls.*
         FROM latest_video_snapshot ls
                  RIGHT JOIN songs ON songs.aid = ls.aid
@@ -18,8 +18,8 @@ export async function getVideosNearMilestone(client: Client) {
             (views >= 90000 AND views < 100000) OR
             (views >= 900000 AND views < 1000000) OR
             (views >= 9900000 AND views < 10000000)
-    `);
-	return queryResult.rows.map((row) => {
+    `;
+	return queryResult.map((row) => {
 		return {
 			...row,
 			aid: Number(row.aid),
@@ -27,19 +27,16 @@ export async function getVideosNearMilestone(client: Client) {
 	});
 }
 
-export async function getLatestVideoSnapshot(client: Client, aid: number): Promise<null | SnapshotNumber> {
-	const queryResult = await client.queryObject<LatestSnapshotType>(
-		`
+export async function getLatestVideoSnapshot(sql: Psql, aid: number): Promise<null | SnapshotNumber> {
+	const queryResult = await sql<LatestSnapshotType[]>`
 	    SELECT *
 	    FROM latest_video_snapshot
-	    WHERE aid = $1
-	`,
-		[aid],
-	);
-	if (queryResult.rows.length === 0) {
+	    WHERE aid = ${aid}
+	`;
+	if (queryResult.length === 0) {
 		return null;
 	}
-	return queryResult.rows.map((row) => {
+	return queryResult.map((row) => {
 		return {
 			...row,
 			aid: Number(row.aid),
diff --git a/packages/crawler/db/snapshotSchedule.ts b/packages/crawler/db/snapshotSchedule.ts
index 33afb26..9937a2d 100644
--- a/packages/crawler/db/snapshotSchedule.ts
+++ b/packages/crawler/db/snapshotSchedule.ts
@@ -1,10 +1,10 @@
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-import { SnapshotScheduleType } from "@core/db/schema";
-import logger from "log/logger.ts";
-import { MINUTE } from "$std/datetime/constants.ts";
+import type { SnapshotScheduleType } from "@core/db/schema.d.ts";
+import logger from "@core/log/logger.ts";
+import { MINUTE } from "@core/const/time.ts";
 import { redis } from "@core/db/redis.ts";
 import { Redis } from "ioredis";
-import {parseTimestampFromPsql} from "../utils/formatTimestampToPostgre.ts";
+import { parseTimestampFromPsql } from "../utils/formatTimestampToPostgre.ts";
+import type { Psql } from "global.d.ts";
 
 const REDIS_KEY = "cvsa:snapshot_window_counts";
 
@@ -14,11 +14,11 @@ function getCurrentWindowIndex(): number {
 	return Math.floor(minutesSinceMidnight / 5);
 }
 
-export async function refreshSnapshotWindowCounts(client: Client, redisClient: Redis) {
+export async function refreshSnapshotWindowCounts(sql: Psql, redisClient: Redis) {
 	const now = new Date();
 	const startTime = now.getTime();
 
-	const result = await client.queryObject<{ window_start: Date; count: number }>`
+	const result = await sql<{ window_start: Date; count: number }[]>`
 		SELECT 
 		date_trunc('hour', started_at) + 
 		(EXTRACT(minute FROM started_at)::int / 5 * INTERVAL '5 minutes') AS window_start,
@@ -33,7 +33,7 @@ export async function refreshSnapshotWindowCounts(client: Client, redisClient: R
 
 	const currentWindow = getCurrentWindowIndex();
 
-	for (const row of result.rows) {
+	for (const row of result) {
 		const targetOffset = Math.floor((row.window_start.getTime() - startTime) / (5 * MINUTE));
 		const offset = currentWindow + targetOffset;
 		if (offset >= 0) {
@@ -42,10 +42,10 @@ export async function refreshSnapshotWindowCounts(client: Client, redisClient: R
 	}
 }
 
-export async function initSnapshotWindowCounts(client: Client, redisClient: Redis) {
-	await refreshSnapshotWindowCounts(client, redisClient);
+export async function initSnapshotWindowCounts(sql: Psql, redisClient: Redis) {
+	await refreshSnapshotWindowCounts(sql, redisClient);
 	setInterval(async () => {
-		await refreshSnapshotWindowCounts(client, redisClient);
+		await refreshSnapshotWindowCounts(sql, redisClient);
 	}, 5 * MINUTE);
 }
 
@@ -54,44 +54,56 @@ async function getWindowCount(redisClient: Redis, offset: number): Promise<numbe
 	return count ? parseInt(count, 10) : 0;
 }
 
-export async function snapshotScheduleExists(client: Client, id: number) {
-	const res = await client.queryObject<{ id: number }>(
-		`SELECT id FROM snapshot_schedule WHERE id = $1`,
-		[id],
-	);
-	return res.rows.length > 0;
+export async function snapshotScheduleExists(sql: Psql, id: number) {
+	const rows = await sql<{ id: number }[]>`
+		SELECT id 
+		FROM snapshot_schedule 
+		WHERE id = ${id}
+	`;
+	return rows.length > 0;
 }
 
-export async function videoHasActiveSchedule(client: Client, aid: number) {
-	const res = await client.queryObject<{ status: string }>(
-		`SELECT status FROM snapshot_schedule WHERE aid = $1 AND (status = 'pending' OR status = 'processing')`,
-		[aid],
-	);
-	return res.rows.length > 0;
+export async function videoHasActiveSchedule(sql: Psql, aid: number) {
+	const rows = await sql<{ status: string }[]>`
+		SELECT status
+		FROM snapshot_schedule 
+		WHERE aid = ${aid}
+			AND (status = 'pending' 
+				OR status = 'processing'
+			)
+	`
+	return rows.length > 0;
 }
 
-export async function videoHasActiveScheduleWithType(client: Client, aid: number, type: string) {
-	const res = await client.queryObject<{ status: string }>(
-		`SELECT status FROM snapshot_schedule WHERE aid = $1 AND (status = 'pending' OR status = 'processing') AND type = $2`,
-		[aid, type],
-	);
-	return res.rows.length > 0;
+export async function videoHasActiveScheduleWithType(sql: Psql, aid: number, type: string) {
+	const rows = await sql<{ status: string }[]>`
+		SELECT status FROM snapshot_schedule 
+		WHERE aid = ${aid}
+			AND (status = 'pending' OR status = 'processing') 
+			AND type = ${type}
+	`;
+	return rows.length > 0;
 }
 
-export async function videoHasProcessingSchedule(client: Client, aid: number) {
-	const res = await client.queryObject<{ status: string }>(
-		`SELECT status FROM snapshot_schedule WHERE aid = $1 AND status = 'processing'`,
-		[aid],
-	);
-	return res.rows.length > 0;
+export async function videoHasProcessingSchedule(sql: Psql, aid: number) {
+	const rows = await sql<{ status: string }[]>`
+		SELECT status
+		FROM snapshot_schedule 
+		WHERE aid = ${aid}
+			AND status = 'processing'
+	`
+	return rows.length > 0;
 }
 
-export async function bulkGetVideosWithoutProcessingSchedules(client: Client, aids: number[]) {
-	const res = await client.queryObject<{ aid: number }>(
-		`SELECT aid FROM snapshot_schedule WHERE aid = ANY($1) AND status != 'processing' GROUP BY aid`,
-		[aids],
-	);
-	return res.rows.map((row) => row.aid);
+export async function bulkGetVideosWithoutProcessingSchedules(sql: Psql, aids: number[]) {
+	const rows = await sql<{ aid: string }[]>`
+		SELECT aid
+		FROM snapshot_schedule
+		WHERE aid = ANY(${aids})
+			AND status != 'processing' 
+		GROUP BY aid
+	`
+	return rows.map((row) => Number(row.aid));
 }
 
 interface Snapshot {
@@ -99,118 +111,106 @@ interface Snapshot {
 	views: number;
 }
 
-export async function findClosestSnapshot(
-	client: Client,
-	aid: number,
-	targetTime: Date,
-): Promise<Snapshot | null> {
-	const query = `
+export async function findClosestSnapshot(sql: Psql, aid: number, targetTime: Date): Promise<Snapshot | null> {
+	const result = await sql<{ created_at: string; views: number }[]>`
         SELECT created_at, views
         FROM video_snapshot
-        WHERE aid = $1
-        ORDER BY ABS(EXTRACT(EPOCH FROM (created_at - $2::timestamptz)))
+        WHERE aid = ${aid}
+        ORDER BY ABS(EXTRACT(EPOCH FROM (created_at - ${targetTime.toISOString()}::timestamptz)))
         LIMIT 1
 	`;
-	const result = await client.queryObject<{ created_at: string; views: number }>(
-		query,
-		[aid, targetTime.toISOString()],
-	);
-	if (result.rows.length === 0) return null;
-	const row = result.rows[0];
+	if (result.length === 0) return null;
+	const row = result[0];
 	return {
 		created_at: new Date(row.created_at).getTime(),
-		views: row.views,
+		views: row.views
 	};
 }
 
-export async function findSnapshotBefore(
-	client: Client,
-	aid: number,
-	targetTime: Date,
-): Promise<Snapshot | null> {
-	const query = `
+export async function findSnapshotBefore(sql: Psql, aid: number, targetTime: Date): Promise<Snapshot | null> {
+	const result = await sql<{ created_at: string; views: number }[]>`
         SELECT created_at, views
         FROM video_snapshot
-        WHERE aid = $1
-		AND created_at <= $2::timestamptz
+        WHERE aid = ${aid}
+		AND created_at <= ${targetTime}::timestamptz
         ORDER BY created_at DESC
         LIMIT 1
 	`;
-	const result = await client.queryObject<{ created_at: string; views: number }>(
-		query,
-		[aid, targetTime.toISOString()],
-	);
-	if (result.rows.length === 0) return null;
-	const row = result.rows[0];
+	if (result.length === 0) return null;
+	const row = result[0];
 	return {
 		created_at: new Date(row.created_at).getTime(),
-		views: row.views,
+		views: row.views
 	};
 }
 
-export async function hasAtLeast2Snapshots(client: Client, aid: number) {
-	const res = await client.queryObject<{ count: number }>(
-		`SELECT COUNT(*) FROM video_snapshot WHERE aid = $1`,
-		[aid],
-	);
-	return res.rows[0].count >= 2;
+export async function hasAtLeast2Snapshots(sql: Psql, aid: number) {
+	const res = await sql<{ count: number }[]>`
+		SELECT COUNT(*) 
+		FROM video_snapshot 
+		WHERE aid = ${aid}
+	`;
+	return res[0].count >= 2;
 }
 
-export async function getLatestSnapshot(client: Client, aid: number): Promise<Snapshot | null> {
-	const res = await client.queryObject<{ created_at: string; views: number }>(
-		`SELECT created_at, views FROM video_snapshot WHERE aid = $1 ORDER BY created_at DESC LIMIT 1`,
-		[aid],
-	);
-	if (res.rows.length === 0) return null;
-	const row = res.rows[0];
+export async function getLatestSnapshot(sql: Psql, aid: number): Promise<Snapshot | null> {
+	const res = await sql<{ created_at: string; views: number }[]>`
+		SELECT created_at, views 
+		FROM video_snapshot 
+		WHERE aid = ${aid}
+		ORDER BY created_at DESC 
+		LIMIT 1
+	`;
+	if (res.length === 0) return null;
+	const row = res[0];
 	return {
 		created_at: new Date(row.created_at).getTime(),
-		views: row.views,
+		views: row.views
 	};
 }
 
-export async function getLatestActiveScheduleWithType(client: Client, aid: number, type: string) {
-	const query: string = `
+export async function getLatestActiveScheduleWithType(sql: Psql, aid: number, type: string) {
+	const rows = await sql`
 		SELECT *
 		FROM snapshot_schedule
-		WHERE aid = $1
-		  AND type = $2 
+		WHERE aid = ${aid}
+		  AND type = ${type}
 		  AND (status = 'pending' OR status = 'processing')
 		ORDER BY started_at DESC
 		LIMIT 1
-	`
-	const res = await client.queryObject<SnapshotScheduleType>(query, [aid, type]);
-	return res.rows[0];
+	`;
+	return rows[0];
 }
 
 /*
  * Creates a new snapshot schedule record.
- * @param client The database client.
  * @param aid The aid of the video.
+ * @param type Type of the snapshot.
  * @param targetTime Scheduled time for snapshot. (Timestamp in milliseconds)
+ * @param force Ignore all restrictions and force the creation of the schedule.
  */
 export async function scheduleSnapshot(
-	client: Client,
+	sql: Psql,
 	aid: number,
 	type: string,
 	targetTime: number,
-	force: boolean = false,
+	force: boolean = false
 ) {
 	let adjustedTime = new Date(targetTime);
-	const hashActiveSchedule = await videoHasActiveScheduleWithType(client, aid, type);
+	const hashActiveSchedule = await videoHasActiveScheduleWithType(sql, aid, type);
 	if (type == "milestone" && hashActiveSchedule) {
-		const latestActiveSchedule = await getLatestActiveScheduleWithType(client, aid, type);
+		const latestActiveSchedule = await getLatestActiveScheduleWithType(sql, aid, type);
 		const latestScheduleStartedAt = new Date(parseTimestampFromPsql(latestActiveSchedule.started_at!));
 		if (latestScheduleStartedAt > adjustedTime) {
-			await client.queryObject(`
+			await sql`
                 UPDATE snapshot_schedule
-                SET started_at = $1
-                WHERE id = $2
-			`, [adjustedTime, latestActiveSchedule.id]);
+                SET started_at = ${adjustedTime}
+                WHERE id = ${latestActiveSchedule.id}
+			`;
 			logger.log(
 				`Updated snapshot schedule for ${aid} at ${adjustedTime.toISOString()}`,
 				"mq",
-				"fn:scheduleSnapshot",
+				"fn:scheduleSnapshot"
 			);
 			return;
 		}
@@ -220,28 +220,33 @@ export async function scheduleSnapshot(
 		adjustedTime = await adjustSnapshotTime(new Date(targetTime), 2000, redis);
 	}
 	logger.log(`Scheduled snapshot for ${aid} at ${adjustedTime.toISOString()}`, "mq", "fn:scheduleSnapshot");
-	return client.queryObject(
-		`INSERT INTO snapshot_schedule (aid, type, started_at) VALUES ($1, $2, $3)`,
-		[aid, type, adjustedTime.toISOString()],
-	);
+	return sql`
+		INSERT INTO snapshot_schedule 
+			(aid, type, started_at) 
+			VALUES (
+				${aid}, 
+				${type}, 
+				${adjustedTime.toISOString()}
+			)
+	`;
 }
 
 export async function bulkScheduleSnapshot(
-	client: Client,
+	sql: Psql,
 	aids: number[],
 	type: string,
 	targetTime: number,
-	force: boolean = false,
+	force: boolean = false
 ) {
 	for (const aid of aids) {
-		await scheduleSnapshot(client, aid, type, targetTime, force);
+		await scheduleSnapshot(sql, aid, type, targetTime, force);
 	}
 }
 
 export async function adjustSnapshotTime(
 	expectedStartTime: Date,
 	allowedCounts: number = 1000,
-	redisClient: Redis,
+	redisClient: Redis
 ): Promise<Date> {
 	const currentWindow = getCurrentWindowIndex();
 	const targetOffset = Math.floor((expectedStartTime.getTime() - Date.now()) / (5 * MINUTE)) - 6;
@@ -286,8 +291,8 @@ export async function adjustSnapshotTime(
 	return expectedStartTime;
 }
 
-export async function getSnapshotsInNextSecond(client: Client) {
-	const query = `
+export async function getSnapshotsInNextSecond(sql: Psql) {
+	const rows = await sql<SnapshotScheduleType[]>`
 		SELECT *
 		FROM snapshot_schedule
 		WHERE started_at <= NOW() + INTERVAL '1 seconds' AND status = 'pending' AND type != 'normal'
@@ -298,13 +303,12 @@ export async function getSnapshotsInNextSecond(client: Client) {
 			END,
 			started_at
 		LIMIT 10;
-	`;
-	const res = await client.queryObject<SnapshotScheduleType>(query, []);
-	return res.rows;
+	`
+	return rows;
 }
 
-export async function getBulkSnapshotsInNextSecond(client: Client) {
-	const query = `
+export async function getBulkSnapshotsInNextSecond(sql: Psql) {
+	const rows = await sql<SnapshotScheduleType[]>`
         SELECT *
         FROM snapshot_schedule
         WHERE (started_at <= NOW() + INTERVAL '15 seconds')
@@ -316,43 +320,38 @@ export async function getBulkSnapshotsInNextSecond(client: Client) {
                      END,
                  started_at
         LIMIT 1000;
+	`
+	return rows;
+}
+
+export async function setSnapshotStatus(sql: Psql, id: number, status: string) {
+	return await sql`
+		UPDATE snapshot_schedule SET status = ${status} WHERE id = ${id}
 	`;
-	const res = await client.queryObject<SnapshotScheduleType>(query, []);
-	return res.rows;
 }
 
-export async function setSnapshotStatus(client: Client, id: number, status: string) {
-	return await client.queryObject(
-		`UPDATE snapshot_schedule SET status = $2 WHERE id = $1`,
-		[id, status],
-	);
+export async function bulkSetSnapshotStatus(sql: Psql, ids: number[], status: string) {
+	return await sql`
+		UPDATE snapshot_schedule SET status = ${status} WHERE id = ANY(${ids})
+	`;
 }
 
-export async function bulkSetSnapshotStatus(client: Client, ids: number[], status: string) {
-	return await client.queryObject(
-		`UPDATE snapshot_schedule SET status = $2 WHERE id = ANY($1)`,
-		[ids, status],
-	);
-}
-
-export async function getVideosWithoutActiveSnapshotSchedule(client: Client) {
-	const query: string = `
+export async function getVideosWithoutActiveSnapshotSchedule(sql: Psql) {
+	const rows = await sql<{ aid: string }[]>`
 		SELECT s.aid
 		FROM songs s
 		LEFT JOIN snapshot_schedule ss ON s.aid = ss.aid AND (ss.status = 'pending' OR ss.status = 'processing')
 		WHERE ss.aid IS NULL
 	`;
-	const res = await client.queryObject<{ aid: number }>(query, []);
-	return res.rows.map((r) => Number(r.aid));
+	return rows.map((r) => Number(r.aid));
 }
 
-export async function getAllVideosWithoutActiveSnapshotSchedule(client: Client) {
-	const query: string = `
+export async function getAllVideosWithoutActiveSnapshotSchedule(psql: Psql) {
+	const rows = await psql<{ aid: number }[]>`
 		SELECT s.aid
 		FROM bilibili_metadata s
 		LEFT JOIN snapshot_schedule ss ON s.aid = ss.aid AND (ss.status = 'pending' OR ss.status = 'processing')
 		WHERE ss.aid IS NULL
-	`;
-	const res = await client.queryObject<{ aid: number }>(query, []);
-	return res.rows.map((r) => Number(r.aid));
+	`
+	return rows.map((r) => Number(r.aid));
 }
diff --git a/packages/crawler/db/songs.ts b/packages/crawler/db/songs.ts
index 1bfa002..5f5070f 100644
--- a/packages/crawler/db/songs.ts
+++ b/packages/crawler/db/songs.ts
@@ -1,45 +1,39 @@
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
+import type { Psql } from "global.d.ts";
 import { parseTimestampFromPsql } from "utils/formatTimestampToPostgre.ts";
 
-export async function getNotCollectedSongs(client: Client) {
-	const queryResult = await client.queryObject<{ aid: number }>(`
-		SELECT lr.aid
-		FROM labelling_result lr
-		WHERE lr.label != 0
-		AND NOT EXISTS (
-			SELECT 1
-			FROM songs s
-			WHERE s.aid = lr.aid
-		);
-	`);
-	return queryResult.rows.map((row) => row.aid);
+export async function getNotCollectedSongs(sql: Psql) {
+    const rows = await sql<{ aid: number }[]>`
+        SELECT lr.aid
+        FROM labelling_result lr
+        WHERE lr.label != 0
+        AND NOT EXISTS (
+            SELECT 1
+            FROM songs s
+            WHERE s.aid = lr.aid
+        );
+    `;
+    return rows.map((row) => row.aid);
 }
 
-export async function aidExistsInSongs(client: Client, aid: number) {
-	const queryResult = await client.queryObject<{ exists: boolean }>(
-		`
-	    SELECT EXISTS (
-	        SELECT 1
-	        FROM songs
-	        WHERE aid = $1
-	    );
-		`,
-		[aid],
-	);
-	return queryResult.rows[0].exists;
+export async function aidExistsInSongs(sql: Psql, aid: number) {
+    const rows = await sql<{ exists: boolean }[]>`
+        SELECT EXISTS (
+            SELECT 1
+            FROM songs
+            WHERE aid = ${aid}
+        );
+    `;
+    return rows[0].exists;
 }
 
-export async function getSongsPublihsedAt(client: Client, aid: number) {
-	const queryResult = await client.queryObject<{ published_at: string }>(
-		`
-		SELECT published_at
-		FROM songs
-		WHERE aid = $1;
-		`,
-		[aid],
-	);
-	if (queryResult.rows.length === 0) {
-		return null;
-	}
-	return parseTimestampFromPsql(queryResult.rows[0].published_at);
-}
+export async function getSongsPublihsedAt(sql: Psql, aid: number) {
+    const rows = await sql<{ published_at: string }[]>`
+        SELECT published_at
+        FROM songs
+        WHERE aid = ${aid};
+    `;
+    if (rows.length === 0) {
+        return null;
+    }
+    return parseTimestampFromPsql(rows[0].published_at);
+}
\ No newline at end of file
diff --git a/packages/crawler/db/withConnection.ts b/packages/crawler/db/withConnection.ts
deleted file mode 100644
index a965f41..0000000
--- a/packages/crawler/db/withConnection.ts
+++ /dev/null
@@ -1,32 +0,0 @@
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-import { db } from "db/init.ts";
-
-/**
- * Executes a function with a database connection.
- * @param operation The function that accepts the `client` as the parameter.
- * @param errorHandling Optional function to handle errors.
- * If no error handling function is provided, the error will be re-thrown.
- * @param cleanup Optional function to execute after the operation.
- * @returns The result of the operation or undefined if an error occurred.
- */
-export async function withDbConnection<T>(
-	operation: (client: Client) => Promise<T>,
-	errorHandling?: (error: unknown, client: Client) => void,
-	cleanup?: () => void,
-): Promise<T | undefined> {
-	const client = await db.connect();
-	try {
-		return await operation(client);
-	} catch (error) {
-		if (errorHandling) {
-			errorHandling(error, client);
-			return;
-		}
-		throw error;
-	} finally {
-		client.release();
-		if (cleanup) {
-			cleanup();
-		}
-	}
-}
diff --git a/packages/crawler/deno.json b/packages/crawler/deno.json
deleted file mode 100644
index 1b1784d..0000000
--- a/packages/crawler/deno.json
+++ /dev/null
@@ -1,47 +0,0 @@
-{
-	"name": "@cvsa/crawler",
-	"tasks": {
-		"crawl-raw-bili": "deno --allow-env --allow-ffi --allow-read --allow-net --allow-write --allow-run src/db/raw/insertAidsToDB.ts",
-		"crawl-bili-aids": "deno --allow-env --allow-ffi --allow-read --allow-net --allow-write --allow-run src/db/raw/fetchAids.ts",
-		"check": "deno fmt --check && deno lint && deno check **/*.ts && deno check **/*.tsx",
-		"manifest": "deno task cli manifest $(pwd)",
-		"start": "deno run -A --watch=static/,routes/ dev.ts",
-		"build": "deno run -A dev.ts build",
-		"preview": "deno run -A main.ts",
-		"worker:main": "deno run --env-file=.env --allow-env --allow-read --allow-ffi --allow-net --allow-write --allow-run ./src/worker.ts",
-		"worker:filter": "deno run --env-file=.env --allow-env --allow-read --allow-ffi --allow-net --allow-write ./src/filterWorker.ts",
-		"adder": "deno run --env-file=.env --allow-env --allow-read --allow-ffi --allow-net ./src/jobAdder.ts",
-		"bullui": "deno run --allow-read --allow-env --allow-ffi --allow-net ./src/bullui.ts",
-		"all": "concurrently --restart-tries -1 'deno task worker:main' 'deno task adder' 'deno task bullui' 'deno task worker:filter'",
-		"test": "deno test ./test/ --allow-env --allow-ffi --allow-read --allow-net --allow-write --allow-run"
-	},
-	"lint": {
-		"rules": {
-			"tags": ["recommended"]
-		}
-	},
-	"imports": {
-		"@std/assert": "jsr:@std/assert@1",
-		"$std/": "https://deno.land/std@0.216.0/",
-		"@std/datetime": "jsr:@std/datetime@^0.225.4",
-		"@huggingface/transformers": "npm:@huggingface/transformers@3.0.0",
-		"bullmq": "npm:bullmq",
-		"mq/": "./mq/",
-		"db/": "./db/",
-		"@core/": "../core/",
-		"log/": "../core/log/",
-		"net/": "./net/",
-		"ml/": "./ml/",
-		"utils/": "./utils/",
-		"ioredis": "npm:ioredis",
-		"@bull-board/api": "npm:@bull-board/api",
-		"@bull-board/express": "npm:@bull-board/express",
-		"express": "npm:express",
-		"src/": "./src/",
-		"onnxruntime": "npm:onnxruntime-node@1.19.2",
-		"chalk": "npm:chalk",
-		"@core/db/schema": "../core/db/schema.d.ts",
-		"@core/db/pgConfig": "../core/db/pgConfig.ts"
-	},
-	"exports": "./main.ts"
-}
diff --git a/packages/crawler/global.d.ts b/packages/crawler/global.d.ts
new file mode 100644
index 0000000..37fc0e2
--- /dev/null
+++ b/packages/crawler/global.d.ts
@@ -0,0 +1,3 @@
+import type postgres from "postgres";
+
+export type Psql = postgres.Sql<{}>;
diff --git a/packages/crawler/ml/akari.ts b/packages/crawler/ml/akari.ts
index 69a7a5d..d76317f 100644
--- a/packages/crawler/ml/akari.ts
+++ b/packages/crawler/ml/akari.ts
@@ -1,16 +1,17 @@
 import { AIManager } from "ml/manager.ts";
-import * as ort from "onnxruntime";
-import logger from "log/logger.ts";
+import * as ort from "onnxruntime-node";
+import logger from "@core/log/logger.ts";
 import { WorkerError } from "mq/schema.ts";
 import { AutoTokenizer, PreTrainedTokenizer } from "@huggingface/transformers";
+import { AkariModelVersion } from "./const";
 
 const tokenizerModel = "alikia2x/jina-embedding-v3-m2v-1024";
-const onnxClassifierPath = "../../model/akari/3.17.onnx";
+const onnxClassifierPath = `../../model/akari/${AkariModelVersion}.onnx`;
 const onnxEmbeddingPath = "../../model/embedding/model.onnx";
 
 class AkariProto extends AIManager {
 	private tokenizer: PreTrainedTokenizer | null = null;
-	private readonly modelVersion = "3.17";
+	private readonly modelVersion = AkariModelVersion;
 
 	constructor() {
 		super();
@@ -104,4 +105,5 @@ class AkariProto extends AIManager {
 }
 
 const Akari = new AkariProto();
+await Akari.init();
 export default Akari;
diff --git a/packages/crawler/ml/const.ts b/packages/crawler/ml/const.ts
new file mode 100644
index 0000000..4eb1525
--- /dev/null
+++ b/packages/crawler/ml/const.ts
@@ -0,0 +1 @@
+export const AkariModelVersion = "3.17";
\ No newline at end of file
diff --git a/packages/crawler/ml/manager.ts b/packages/crawler/ml/manager.ts
index 42f783e..d876844 100644
--- a/packages/crawler/ml/manager.ts
+++ b/packages/crawler/ml/manager.ts
@@ -1,5 +1,5 @@
-import * as ort from "onnxruntime";
-import logger from "log/logger.ts";
+import * as ort from "onnxruntime-node";
+import logger from "@core/log/logger.ts";
 import { WorkerError } from "mq/schema.ts";
 
 export class AIManager {
diff --git a/packages/crawler/mq/exec/archiveSnapshots.ts b/packages/crawler/mq/exec/archiveSnapshots.ts
index a35738a..91411a9 100644
--- a/packages/crawler/mq/exec/archiveSnapshots.ts
+++ b/packages/crawler/mq/exec/archiveSnapshots.ts
@@ -1,40 +1,40 @@
-import { Job } from "npm:bullmq@5.45.2";
+import { Job } from "bullmq";
 import { getAllVideosWithoutActiveSnapshotSchedule, scheduleSnapshot } from "db/snapshotSchedule.ts";
-import { withDbConnection } from "db/withConnection.ts";
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-import logger from "log/logger.ts";
+import logger from "@core/log/logger.ts";
 import { lockManager } from "mq/lockManager.ts";
 import { getLatestVideoSnapshot } from "db/snapshot.ts";
-import { HOUR, MINUTE } from "$std/datetime/constants.ts";
+import { HOUR, MINUTE } from "@core/const/time.ts";
+import { sql } from "@core/db/dbNew";
 
-export const archiveSnapshotsWorker = async (_job: Job) =>
-	await withDbConnection<void>(async (client: Client) => {
+export const archiveSnapshotsWorker = async (_job: Job) => {
+	try {
 		const startedAt = Date.now();
 		if (await lockManager.isLocked("dispatchArchiveSnapshots")) {
 			logger.log("dispatchArchiveSnapshots is already running", "mq");
 			return;
 		}
 		await lockManager.acquireLock("dispatchArchiveSnapshots", 30 * 60);
-		const aids = await getAllVideosWithoutActiveSnapshotSchedule(client);
+		const aids = await getAllVideosWithoutActiveSnapshotSchedule(sql);
 		for (const rawAid of aids) {
 			const aid = Number(rawAid);
-			const latestSnapshot = await getLatestVideoSnapshot(client, aid);
+			const latestSnapshot = await getLatestVideoSnapshot(sql, aid);
 			const now = Date.now();
 			const lastSnapshotedAt = latestSnapshot?.time ?? now;
 			const interval = 168;
 			logger.log(
 				`Scheduled archive snapshot for aid ${aid} in ${interval} hours.`,
 				"mq",
-				"fn:archiveSnapshotsWorker",
+				"fn:archiveSnapshotsWorker"
 			);
 			const targetTime = lastSnapshotedAt + interval * HOUR;
-			await scheduleSnapshot(client, aid, "archive", targetTime);
+			await scheduleSnapshot(sql, aid, "archive", targetTime);
 			if (now - startedAt > 250 * MINUTE) {
 				return;
 			}
 		}
-	}, (e) => {
+	} catch (e) {
 		logger.error(e as Error, "mq", "fn:archiveSnapshotsWorker");
-	}, async () => {
+	} finally {
 		await lockManager.releaseLock("dispatchArchiveSnapshots");
-	});
+	}
+};
diff --git a/packages/crawler/mq/exec/classifyVideo.ts b/packages/crawler/mq/exec/classifyVideo.ts
index 916a8ee..622eeed 100644
--- a/packages/crawler/mq/exec/classifyVideo.ts
+++ b/packages/crawler/mq/exec/classifyVideo.ts
@@ -1,23 +1,22 @@
 import { Job } from "bullmq";
-import { db } from "db/init.ts";
 import { getUnlabelledVideos, getVideoInfoFromAllData, insertVideoLabel } from "../../db/bilibili_metadata.ts";
 import Akari from "ml/akari.ts";
 import { ClassifyVideoQueue } from "mq/index.ts";
-import logger from "log/logger.ts";
+import logger from "@core/log/logger.ts";
 import { lockManager } from "mq/lockManager.ts";
 import { aidExistsInSongs } from "db/songs.ts";
 import { insertIntoSongs } from "mq/task/collectSongs.ts";
 import { scheduleSnapshot } from "db/snapshotSchedule.ts";
-import { MINUTE } from "@std/datetime";
+import { MINUTE } from "@core/const/time.ts";
+import { sql } from "@core/db/dbNew.ts";
 
 export const classifyVideoWorker = async (job: Job) => {
-	const client = await db.connect();
 	const aid = job.data.aid;
 	if (!aid) {
 		return 3;
 	}
 
-	const videoInfo = await getVideoInfoFromAllData(client, aid);
+	const videoInfo = await getVideoInfoFromAllData(sql, aid);
 	const title = videoInfo.title?.trim() || "untitled";
 	const description = videoInfo.description?.trim() || "N/A";
 	const tags = videoInfo.tags?.trim() || "empty";
@@ -25,16 +24,14 @@ export const classifyVideoWorker = async (job: Job) => {
 	if (label == -1) {
 		logger.warn(`Failed to classify video ${aid}`, "ml");
 	}
-	await insertVideoLabel(client, aid, label);
+	await insertVideoLabel(sql, aid, label);
 
-	const exists = await aidExistsInSongs(client, aid);
+	const exists = await aidExistsInSongs(sql, aid);
 	if (!exists && label !== 0) {
-		await scheduleSnapshot(client, aid, "new", Date.now() + 10 * MINUTE, true);
-		await insertIntoSongs(client, aid);
+		await scheduleSnapshot(sql, aid, "new", Date.now() + 10 * MINUTE, true);
+		await insertIntoSongs(sql, aid);
 	}
 
-	client.release();
-
 	await job.updateData({
 		...job.data,
 		label: label,
@@ -51,10 +48,8 @@ export const classifyVideosWorker = async () => {
 
 	await lockManager.acquireLock("classifyVideos");
 
-	const client = await db.connect();
-	const videos = await getUnlabelledVideos(client);
+	const videos = await getUnlabelledVideos(sql);
 	logger.log(`Found ${videos.length} unlabelled videos`);
-	client.release();
 
 	let i = 0;
 	for (const aid of videos) {
diff --git a/packages/crawler/mq/exec/collectSongs.ts b/packages/crawler/mq/exec/collectSongs.ts
index 1e4db3c..bd58179 100644
--- a/packages/crawler/mq/exec/collectSongs.ts
+++ b/packages/crawler/mq/exec/collectSongs.ts
@@ -1,9 +1,7 @@
-import { Job } from "npm:bullmq@5.45.2";
+import { Job } from "bullmq";
 import { collectSongs } from "mq/task/collectSongs.ts";
-import { withDbConnection } from "db/withConnection.ts";
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
 
-export const collectSongsWorker = (_job: Job): Promise<void> =>
-	withDbConnection(async (client: Client) => {
-		await collectSongs(client);
-	});
+export const collectSongsWorker = async (_job: Job): Promise<void> =>{
+	await collectSongs();
+	return;
+}
\ No newline at end of file
diff --git a/packages/crawler/mq/exec/dispatchMilestoneSnapshots.ts b/packages/crawler/mq/exec/dispatchMilestoneSnapshots.ts
index 1d8d8c7..2cbcd08 100644
--- a/packages/crawler/mq/exec/dispatchMilestoneSnapshots.ts
+++ b/packages/crawler/mq/exec/dispatchMilestoneSnapshots.ts
@@ -1,19 +1,18 @@
-import { Job } from "npm:bullmq@5.45.2";
-import { withDbConnection } from "db/withConnection.ts";
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
+import { Job } from "bullmq";
 import { getVideosNearMilestone } from "db/snapshot.ts";
 import { getAdjustedShortTermETA } from "mq/scheduling.ts";
 import { truncate } from "utils/truncate.ts";
 import { scheduleSnapshot } from "db/snapshotSchedule.ts";
-import logger from "log/logger.ts";
-import { HOUR, MINUTE, SECOND } from "@std/datetime";
+import logger from "@core/log/logger.ts";
+import { HOUR, MINUTE, SECOND } from "@core/const/time.ts";
+import { sql } from "@core/db/dbNew";
 
-export const dispatchMilestoneSnapshotsWorker = (_job: Job): Promise<void> =>
-	withDbConnection(async (client: Client) => {
-		const videos = await getVideosNearMilestone(client);
+export const dispatchMilestoneSnapshotsWorker = async (_job: Job) => {
+	try {
+		const videos = await getVideosNearMilestone(sql);
 		for (const video of videos) {
 			const aid = Number(video.aid);
-			const eta = await getAdjustedShortTermETA(client, aid);
+			const eta = await getAdjustedShortTermETA(sql, aid);
 			if (eta > 144) continue;
 			const now = Date.now();
 			const scheduledNextSnapshotDelay = eta * HOUR;
@@ -21,9 +20,10 @@ export const dispatchMilestoneSnapshotsWorker = (_job: Job): Promise<void> =>
 			const minInterval = 1 * SECOND;
 			const delay = truncate(scheduledNextSnapshotDelay, minInterval, maxInterval);
 			const targetTime = now + delay;
-			await scheduleSnapshot(client, aid, "milestone", targetTime);
+			await scheduleSnapshot(sql, aid, "milestone", targetTime);
 			logger.log(`Scheduled milestone snapshot for aid ${aid} in ${(delay / MINUTE).toFixed(2)} mins.`, "mq");
 		}
-	}, (e) => {
+	} catch (e) {
 		logger.error(e as Error, "mq", "fn:dispatchMilestoneSnapshotsWorker");
-	});
+	};
+}
\ No newline at end of file
diff --git a/packages/crawler/mq/exec/dispatchRegularSnapshots.ts b/packages/crawler/mq/exec/dispatchRegularSnapshots.ts
index be9e02c..5c1652f 100644
--- a/packages/crawler/mq/exec/dispatchRegularSnapshots.ts
+++ b/packages/crawler/mq/exec/dispatchRegularSnapshots.ts
@@ -1,16 +1,15 @@
-import { Job } from "npm:bullmq@5.45.2";
-import { withDbConnection } from "db/withConnection.ts";
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
+import { Job } from "bullmq";
 import { getLatestVideoSnapshot } from "db/snapshot.ts";
 import { truncate } from "utils/truncate.ts";
 import { getVideosWithoutActiveSnapshotSchedule, scheduleSnapshot } from "db/snapshotSchedule.ts";
-import logger from "log/logger.ts";
-import { HOUR, MINUTE, WEEK } from "@std/datetime";
-import { lockManager } from "../lockManager.ts";
-import { getRegularSnapshotInterval } from "../task/regularSnapshotInterval.ts";
+import logger from "@core/log/logger.ts";
+import { HOUR, MINUTE, WEEK } from "@core/const/time.ts";
+import { lockManager } from "mq/lockManager.ts";
+import { getRegularSnapshotInterval } from "mq/task/regularSnapshotInterval.ts";
+import { sql } from "@core/db/dbNew.ts";
 
-export const dispatchRegularSnapshotsWorker = async (_job: Job): Promise<void> =>
-	await withDbConnection(async (client: Client) => {
+export const dispatchRegularSnapshotsWorker = async (_job: Job): Promise<void> => {
+	try {
 		const startedAt = Date.now();
 		if (await lockManager.isLocked("dispatchRegularSnapshots")) {
 			logger.log("dispatchRegularSnapshots is already running", "mq");
@@ -18,22 +17,23 @@ export const dispatchRegularSnapshotsWorker = async (_job: Job): Promise<void> =
 		}
 		await lockManager.acquireLock("dispatchRegularSnapshots", 30 * 60);
 
-		const aids = await getVideosWithoutActiveSnapshotSchedule(client);
+		const aids = await getVideosWithoutActiveSnapshotSchedule(sql);
 		for (const rawAid of aids) {
 			const aid = Number(rawAid);
-			const latestSnapshot = await getLatestVideoSnapshot(client, aid);
+			const latestSnapshot = await getLatestVideoSnapshot(sql, aid);
 			const now = Date.now();
 			const lastSnapshotedAt = latestSnapshot?.time ?? now;
-			const interval = await getRegularSnapshotInterval(client, aid);
+			const interval = await getRegularSnapshotInterval(sql, aid);
 			logger.log(`Scheduled regular snapshot for aid ${aid} in ${interval} hours.`, "mq");
 			const targetTime = truncate(lastSnapshotedAt + interval * HOUR, now + 1, now + 100000 * WEEK);
-			await scheduleSnapshot(client, aid, "normal", targetTime);
+			await scheduleSnapshot(sql, aid, "normal", targetTime);
 			if (now - startedAt > 25 * MINUTE) {
 				return;
 			}
 		}
-	}, (e) => {
+	} catch (e) {
 		logger.error(e as Error, "mq", "fn:regularSnapshotsWorker");
-	}, async () => {
+	} finally {
 		await lockManager.releaseLock("dispatchRegularSnapshots");
-	});
+	}
+};
diff --git a/packages/crawler/mq/exec/getLatestVideos.ts b/packages/crawler/mq/exec/getLatestVideos.ts
index b05d393..b3d93f1 100644
--- a/packages/crawler/mq/exec/getLatestVideos.ts
+++ b/packages/crawler/mq/exec/getLatestVideos.ts
@@ -1,9 +1,7 @@
+import { sql } from "@core/db/dbNew";
 import { Job } from "bullmq";
 import { queueLatestVideos } from "mq/task/queueLatestVideo.ts";
-import { withDbConnection } from "db/withConnection.ts";
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
 
-export const getLatestVideosWorker = (_job: Job): Promise<void> =>
-	withDbConnection(async (client: Client) => {
-		await queueLatestVideos(client);
-	});
+export const getLatestVideosWorker = async (_job: Job): Promise<void> =>{
+	await queueLatestVideos(sql);
+}
diff --git a/packages/crawler/mq/exec/getVideoInfo.ts b/packages/crawler/mq/exec/getVideoInfo.ts
index 2ed2a8a..ee96b2d 100644
--- a/packages/crawler/mq/exec/getVideoInfo.ts
+++ b/packages/crawler/mq/exec/getVideoInfo.ts
@@ -1,15 +1,13 @@
-import { Job } from "npm:bullmq@5.45.2";
+import { Job } from "bullmq";
 import { insertVideoInfo } from "mq/task/getVideoDetails.ts";
-import { withDbConnection } from "db/withConnection.ts";
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-import logger from "log/logger.ts";
+import logger from "@core/log/logger.ts";
+import { sql } from "@core/db/dbNew";
 
-export const getVideoInfoWorker = async (job: Job): Promise<void> =>
-	await withDbConnection<void>(async (client: Client) => {
-		const aid = job.data.aid;
-		if (!aid) {
-			logger.warn("aid does not exists", "mq", "job:getVideoInfo");
-			return;
-		}
-		await insertVideoInfo(client, aid);
-	});
+export const getVideoInfoWorker = async (job: Job): Promise<void> => {
+	const aid = job.data.aid;
+	if (!aid) {
+		logger.warn("aid does not exists", "mq", "job:getVideoInfo");
+		return;
+	}
+	await insertVideoInfo(sql, aid);
+}
diff --git a/packages/crawler/mq/exec/scheduleCleanup.ts b/packages/crawler/mq/exec/scheduleCleanup.ts
index 920458e..821abe4 100644
--- a/packages/crawler/mq/exec/scheduleCleanup.ts
+++ b/packages/crawler/mq/exec/scheduleCleanup.ts
@@ -1,20 +1,25 @@
-import { Job } from "npm:bullmq@5.45.2";
-import { withDbConnection } from "db/withConnection.ts";
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-import logger from "log/logger.ts";
+import { Job } from "bullmq";
+import { sql } from "@core/db/dbNew";
+import logger from "@core/log/logger.ts";
 import { scheduleSnapshot, setSnapshotStatus } from "db/snapshotSchedule.ts";
-import { SECOND } from "@std/datetime";
+import { SECOND } from "@core/const/time.ts";
 import { getTimeoutSchedulesCount } from "mq/task/getTimeoutSchedulesCount.ts";
 import { removeAllTimeoutSchedules } from "mq/task/removeAllTimeoutSchedules.ts";
 
-export const scheduleCleanupWorker = async (_job: Job): Promise<void> =>
-	await withDbConnection<void>(async (client: Client) => {
-		if (await getTimeoutSchedulesCount(client) > 2000) {
-			await removeAllTimeoutSchedules(client);
+interface SnapshotSchedule {
+	id: bigint;
+	aid: bigint;
+	type: string;
+}
+
+export const scheduleCleanupWorker = async (_job: Job): Promise<void> => {
+	try {
+		if ((await getTimeoutSchedulesCount()) > 2000) {
+			await removeAllTimeoutSchedules();
 			return;
 		}
 
-		const query: string = `
+		const rows = await sql<SnapshotSchedule[]>`
             SELECT id, aid, type
             FROM snapshot_schedule
             WHERE status IN ('pending', 'processing')
@@ -26,20 +31,21 @@ export const scheduleCleanupWorker = async (_job: Job): Promise<void> =>
               AND started_at < NOW() - INTERVAL '2 minutes'
               AND type = 'milestone'
 		`;
-		const { rows } = await client.queryObject<{ id: bigint; aid: bigint; type: string }>(query);
+
 		if (rows.length === 0) return;
 		for (const row of rows) {
 			const id = Number(row.id);
 			const aid = Number(row.aid);
 			const type = row.type;
-			await setSnapshotStatus(client, id, "timeout");
-			await scheduleSnapshot(client, aid, type, Date.now() + 10 * SECOND);
+			await setSnapshotStatus(sql, id, "timeout");
+			await scheduleSnapshot(sql, aid, type, Date.now() + 10 * SECOND);
 			logger.log(
 				`Schedule ${id} has not received any response in a while, rescheduled.`,
 				"mq",
-				"fn:scheduleCleanupWorker",
+				"fn:scheduleCleanupWorker"
 			);
 		}
-	}, (e) => {
+	} catch (e) {
 		logger.error(e as Error, "mq", "fn:scheduleCleanupWorker");
-	});
+	}
+};
diff --git a/packages/crawler/mq/exec/snapshotTick.ts b/packages/crawler/mq/exec/snapshotTick.ts
index 74b7598..d599fca 100644
--- a/packages/crawler/mq/exec/snapshotTick.ts
+++ b/packages/crawler/mq/exec/snapshotTick.ts
@@ -1,5 +1,4 @@
 import { Job } from "bullmq";
-import { db } from "db/init.ts";
 import {
 	bulkGetVideosWithoutProcessingSchedules,
 	bulkSetSnapshotStatus,
@@ -8,8 +7,9 @@ import {
 	setSnapshotStatus,
 	videoHasProcessingSchedule,
 } from "db/snapshotSchedule.ts";
-import logger from "log/logger.ts";
+import logger from "@core/log/logger.ts";
 import { SnapshotQueue } from "mq/index.ts";
+import { sql } from "@core/db/dbNew";
 
 const priorityMap: { [key: string]: number } = {
 	"milestone": 1,
@@ -17,17 +17,16 @@ const priorityMap: { [key: string]: number } = {
 };
 
 export const bulkSnapshotTickWorker = async (_job: Job) => {
-	const client = await db.connect();
 	try {
-		const schedules = await getBulkSnapshotsInNextSecond(client);
+		const schedules = await getBulkSnapshotsInNextSecond(sql);
 		const count = schedules.length;
 		const groups = Math.ceil(count / 30);
 		for (let i = 0; i < groups; i++) {
 			const group = schedules.slice(i * 30, (i + 1) * 30);
 			const aids = group.map((schedule) => Number(schedule.aid));
-			const filteredAids = await bulkGetVideosWithoutProcessingSchedules(client, aids);
+			const filteredAids = await bulkGetVideosWithoutProcessingSchedules(sql, aids);
 			if (filteredAids.length === 0) continue;
-			await bulkSetSnapshotStatus(client, filteredAids, "processing");
+			await bulkSetSnapshotStatus(sql, filteredAids, "processing");
 			const schedulesData = group.map((schedule) => {
 				return {
 					aid: Number(schedule.aid),
@@ -46,17 +45,14 @@ export const bulkSnapshotTickWorker = async (_job: Job) => {
 		return `OK`;
 	} catch (e) {
 		logger.error(e as Error);
-	} finally {
-		client.release();
 	}
 };
 
 export const snapshotTickWorker = async (_job: Job) => {
-	const client = await db.connect();
 	try {
-		const schedules = await getSnapshotsInNextSecond(client);
+		const schedules = await getSnapshotsInNextSecond(sql);
 		for (const schedule of schedules) {
-			if (await videoHasProcessingSchedule(client, Number(schedule.aid))) {
+			if (await videoHasProcessingSchedule(sql, Number(schedule.aid))) {
 				continue;
 			}
 			let priority = 3;
@@ -64,7 +60,7 @@ export const snapshotTickWorker = async (_job: Job) => {
 				priority = priorityMap[schedule.type];
 			}
 			const aid = Number(schedule.aid);
-			await setSnapshotStatus(client, schedule.id, "processing");
+			await setSnapshotStatus(sql, schedule.id, "processing");
 			await SnapshotQueue.add("snapshotVideo", {
 				aid: Number(aid),
 				id: Number(schedule.id),
@@ -74,8 +70,6 @@ export const snapshotTickWorker = async (_job: Job) => {
 		return `OK`;
 	} catch (e) {
 		logger.error(e as Error);
-	} finally {
-		client.release();
 	}
 };
 
diff --git a/packages/crawler/mq/exec/snapshotVideo.ts b/packages/crawler/mq/exec/snapshotVideo.ts
index ffc3fd3..261b78b 100644
--- a/packages/crawler/mq/exec/snapshotVideo.ts
+++ b/packages/crawler/mq/exec/snapshotVideo.ts
@@ -1,15 +1,14 @@
-import { Job } from "npm:bullmq@5.45.2";
-import { withDbConnection } from "db/withConnection.ts";
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
+import { Job } from "bullmq";
 import { scheduleSnapshot, setSnapshotStatus, snapshotScheduleExists } from "db/snapshotSchedule.ts";
-import logger from "log/logger.ts";
-import { HOUR, MINUTE, SECOND } from "@std/datetime";
+import logger from "@core/log/logger.ts";
+import { HOUR, MINUTE, SECOND } from "@core/const/time.ts";
 import { lockManager } from "mq/lockManager.ts";
 import { getBiliVideoStatus, setBiliVideoStatus } from "../../db/bilibili_metadata.ts";
 import { insertVideoSnapshot } from "mq/task/getVideoStats.ts";
 import { getSongsPublihsedAt } from "db/songs.ts";
 import { getAdjustedShortTermETA } from "mq/scheduling.ts";
 import { NetSchedulerError } from "@core/net/delegate.ts";
+import { sql } from "@core/db/dbNew.ts";
 
 const snapshotTypeToTaskMap: { [key: string]: string } = {
 	"milestone": "snapshotMilestoneVideo",
@@ -23,12 +22,12 @@ export const snapshotVideoWorker = async (job: Job): Promise<void> => {
 	const type = job.data.type;
 	const task = snapshotTypeToTaskMap[type] ?? "snapshotVideo";
 	const retryInterval = type === "milestone" ? 5 * SECOND : 2 * MINUTE;
-	await withDbConnection(async (client: Client) => {
-		const exists = await snapshotScheduleExists(client, id);
+	try {
+		const exists = await snapshotScheduleExists(sql, id);
 		if (!exists) {
 			return;
 		}
-		const status = await getBiliVideoStatus(client, aid);
+		const status = await getBiliVideoStatus(sql, aid);
 		if (status !== 0) {
 			logger.warn(
 				`Video ${aid} has status ${status} in the database. Abort snapshoting.`,
@@ -37,11 +36,11 @@ export const snapshotVideoWorker = async (job: Job): Promise<void> => {
 			);
 			return;
 		}
-		await setSnapshotStatus(client, id, "processing");
-		const stat = await insertVideoSnapshot(client, aid, task);
+		await setSnapshotStatus(sql, id, "processing");
+		const stat = await insertVideoSnapshot(sql, aid, task);
 		if (typeof stat === "number") {
-			await setBiliVideoStatus(client, aid, stat);
-			await setSnapshotStatus(client, id, "bili_error");
+			await setBiliVideoStatus(sql, aid, stat);
+			await setSnapshotStatus(sql, id, "bili_error");
 			logger.warn(
 				`Bilibili return status ${status} when snapshoting for ${aid}.`,
 				"mq",
@@ -49,9 +48,9 @@ export const snapshotVideoWorker = async (job: Job): Promise<void> => {
 			);
 			return;
 		}
-		await setSnapshotStatus(client, id, "completed");
+		await setSnapshotStatus(sql, id, "completed");
 		if (type === "new") {
-			const publihsedAt = await getSongsPublihsedAt(client, aid);
+			const publihsedAt = await getSongsPublihsedAt(sql, aid);
 			const timeSincePublished = stat.time - publihsedAt!;
 			const viewsPerHour = stat.views / timeSincePublished * HOUR;
 			if (timeSincePublished > 48 * HOUR) {
@@ -70,10 +69,10 @@ export const snapshotVideoWorker = async (job: Job): Promise<void> => {
 			if (viewsPerHour > 1000) {
 				intervalMins = 15;
 			}
-			await scheduleSnapshot(client, aid, type, Date.now() + intervalMins * MINUTE, true);
+			await scheduleSnapshot(sql, aid, type, Date.now() + intervalMins * MINUTE, true);
 		}
 		if (type !== "milestone") return;
-		const eta = await getAdjustedShortTermETA(client, aid);
+		const eta = await getAdjustedShortTermETA(sql, aid);
 		if (eta > 144) {
 			const etaHoursString = eta.toFixed(2) + " hrs";
 			logger.warn(
@@ -84,18 +83,19 @@ export const snapshotVideoWorker = async (job: Job): Promise<void> => {
 		}
 		const now = Date.now();
 		const targetTime = now + eta * HOUR;
-		await scheduleSnapshot(client, aid, type, targetTime);
-		await setSnapshotStatus(client, id, "completed");
+		await scheduleSnapshot(sql, aid, type, targetTime);
+		await setSnapshotStatus(sql, id, "completed");
 		return;
-	}, async (e, client) => {
+	}
+	catch (e) {
 		if (e instanceof NetSchedulerError && e.code === "NO_PROXY_AVAILABLE") {
 			logger.warn(
 				`No available proxy for aid ${job.data.aid}.`,
 				"mq",
 				"fn:takeSnapshotForVideoWorker",
 			);
-			await setSnapshotStatus(client, id, "no_proxy");
-			await scheduleSnapshot(client, aid, type, Date.now() + retryInterval);
+			await setSnapshotStatus(sql, id, "no_proxy");
+			await scheduleSnapshot(sql, aid, type, Date.now() + retryInterval);
 			return;
 		}
 		else if (e instanceof NetSchedulerError && e.code === "ALICLOUD_PROXY_ERR") {
@@ -104,13 +104,14 @@ export const snapshotVideoWorker = async (job: Job): Promise<void> => {
 				"mq",
 				"fn:takeSnapshotForVideoWorker",
 			);
-			await setSnapshotStatus(client, id, "failed");
-			await scheduleSnapshot(client, aid, type, Date.now() + retryInterval);
+			await setSnapshotStatus(sql, id, "failed");
+			await scheduleSnapshot(sql, aid, type, Date.now() + retryInterval);
 		}
 		logger.error(e as Error, "mq", "fn:takeSnapshotForVideoWorker");
-		await setSnapshotStatus(client, id, "failed");
-	}, async () => {
+		await setSnapshotStatus(sql, id, "failed");
+	}
+	finally {
 		await lockManager.releaseLock("dispatchRegularSnapshots");
-	});
+	};
 	return;
 };
diff --git a/packages/crawler/mq/exec/takeBulkSnapshot.ts b/packages/crawler/mq/exec/takeBulkSnapshot.ts
index eb27119..a71add1 100644
--- a/packages/crawler/mq/exec/takeBulkSnapshot.ts
+++ b/packages/crawler/mq/exec/takeBulkSnapshot.ts
@@ -1,5 +1,4 @@
-import { Job } from "npm:bullmq@5.45.2";
-import { db } from "db/init.ts";
+import { Job } from "bullmq";
 import {
 	bulkScheduleSnapshot,
 	bulkSetSnapshotStatus,
@@ -7,22 +6,22 @@ import {
 	snapshotScheduleExists,
 } from "db/snapshotSchedule.ts";
 import { bulkGetVideoStats } from "net/bulkGetVideoStats.ts";
-import logger from "log/logger.ts";
+import logger from "@core/log/logger.ts";
 import { NetSchedulerError } from "@core/net/delegate.ts";
-import { HOUR, MINUTE, SECOND } from "@std/datetime";
+import { HOUR, MINUTE, SECOND } from "@core/const/time.ts";
 import { getRegularSnapshotInterval } from "../task/regularSnapshotInterval.ts";
 import { SnapshotScheduleType } from "@core/db/schema";
+import { sql } from "@core/db/dbNew.ts";
 
 export const takeBulkSnapshotForVideosWorker = async (job: Job) => {
 	const schedules: SnapshotScheduleType[] = job.data.schedules;
 	const ids = schedules.map((schedule) => Number(schedule.id));
 	const aidsToFetch: number[] = [];
-	const client = await db.connect();
 	try {
 		for (const schedule of schedules) {
 			const aid = Number(schedule.aid);
 			const id = Number(schedule.id);
-			const exists = await snapshotScheduleExists(client, id);
+			const exists = await snapshotScheduleExists(sql, id);
 			if (!exists) {
 				continue;
 			}
@@ -30,8 +29,8 @@ export const takeBulkSnapshotForVideosWorker = async (job: Job) => {
 		}
 		const data = await bulkGetVideoStats(aidsToFetch);
 		if (typeof data === "number") {
-			await bulkSetSnapshotStatus(client, ids, "failed");
-			await bulkScheduleSnapshot(client, aidsToFetch, "normal", Date.now() + 15 * SECOND);
+			await bulkSetSnapshotStatus(sql, ids, "failed");
+			await bulkScheduleSnapshot(sql, aidsToFetch, "normal", Date.now() + 15 * SECOND);
 			return `GET_BILI_STATUS_${data}`;
 		}
 		for (const video of data) {
@@ -44,26 +43,31 @@ export const takeBulkSnapshotForVideosWorker = async (job: Job) => {
 			const coins = stat.coin;
 			const shares = stat.share;
 			const favorites = stat.collect;
-			const query: string = `
+			await sql`
                 INSERT INTO video_snapshot (aid, views, danmakus, replies, likes, coins, shares, favorites)
-                VALUES ($1, $2, $3, $4, $5, $6, $7, $8)
-			`;
-			await client.queryObject(
-				query,
-				[aid, views, danmakus, replies, likes, coins, shares, favorites],
-			);
+                VALUES (
+					${aid}, 
+					${views}, 
+					${danmakus}, 
+					${replies}, 
+					${likes}, 
+					${coins}, 
+					${shares}, 
+					${favorites}
+				)
+			`
 
 			logger.log(`Taken snapshot for video ${aid} in bulk.`, "net", "fn:takeBulkSnapshotForVideosWorker");
 		}
-		await bulkSetSnapshotStatus(client, ids, "completed");
+		await bulkSetSnapshotStatus(sql, ids, "completed");
 
 		for (const schedule of schedules) {
 			const aid = Number(schedule.aid);
 			const type = schedule.type;
 			if (type == "archive") continue;
-			const interval = await getRegularSnapshotInterval(client, aid);
+			const interval = await getRegularSnapshotInterval(sql, aid);
 			logger.log(`Scheduled regular snapshot for aid ${aid} in ${interval} hours.`, "mq");
-			await scheduleSnapshot(client, aid, "normal", Date.now() + interval * HOUR);
+			await scheduleSnapshot(sql, aid, "normal", Date.now() + interval * HOUR);
 		}
 		return `DONE`;
 	} catch (e) {
@@ -73,13 +77,11 @@ export const takeBulkSnapshotForVideosWorker = async (job: Job) => {
 				"mq",
 				"fn:takeBulkSnapshotForVideosWorker",
 			);
-			await bulkSetSnapshotStatus(client, ids, "no_proxy");
-			await bulkScheduleSnapshot(client, aidsToFetch, "normal", Date.now() + 20 * MINUTE * Math.random());
+			await bulkSetSnapshotStatus(sql, ids, "no_proxy");
+			await bulkScheduleSnapshot(sql, aidsToFetch, "normal", Date.now() + 20 * MINUTE * Math.random());
 			return;
 		}
 		logger.error(e as Error, "mq", "fn:takeBulkSnapshotForVideosWorker");
-		await bulkSetSnapshotStatus(client, ids, "failed");
-	} finally {
-		client.release();
+		await bulkSetSnapshotStatus(sql, ids, "failed");
 	}
 };
diff --git a/packages/crawler/mq/index.ts b/packages/crawler/mq/index.ts
index ef8b0f2..62d5d86 100644
--- a/packages/crawler/mq/index.ts
+++ b/packages/crawler/mq/index.ts
@@ -1,7 +1,14 @@
-import { Queue } from "bullmq";
+import { Queue, ConnectionOptions } from "bullmq";
+import { redis } from "@core/db/redis.ts";
 
-export const LatestVideosQueue = new Queue("latestVideos");
+export const LatestVideosQueue = new Queue("latestVideos", {
+    connection: redis as ConnectionOptions
+});
 
-export const ClassifyVideoQueue = new Queue("classifyVideo");
+export const ClassifyVideoQueue = new Queue("classifyVideo", {
+    connection: redis as ConnectionOptions
+});
 
-export const SnapshotQueue = new Queue("snapshot");
+export const SnapshotQueue = new Queue("snapshot", {
+    connection: redis as ConnectionOptions
+});
diff --git a/packages/crawler/mq/init.ts b/packages/crawler/mq/init.ts
index 518afe4..f646c08 100644
--- a/packages/crawler/mq/init.ts
+++ b/packages/crawler/mq/init.ts
@@ -1,72 +1,75 @@
-import { HOUR, MINUTE, SECOND } from "$std/datetime/constants.ts";
+import { HOUR, MINUTE, SECOND } from "@core/const/time.ts";
 import { ClassifyVideoQueue, LatestVideosQueue, SnapshotQueue } from "mq/index.ts";
-import logger from "log/logger.ts";
+import logger from "@core/log/logger.ts";
 import { initSnapshotWindowCounts } from "db/snapshotSchedule.ts";
-import { db } from "db/init.ts";
 import { redis } from "@core/db/redis.ts";
+import { sql } from "@core/db/dbNew";
 
 export async function initMQ() {
-	const client = await db.connect();
-	try {
-		await initSnapshotWindowCounts(client, redis);
+	await initSnapshotWindowCounts(sql, redis);
 
-		await LatestVideosQueue.upsertJobScheduler("getLatestVideos", {
-			every: 1 * MINUTE,
-			immediately: true,
-		});
+	await LatestVideosQueue.upsertJobScheduler("getLatestVideos", {
+		every: 1 * MINUTE,
+		immediately: true
+	});
 
-		await ClassifyVideoQueue.upsertJobScheduler("classifyVideos", {
-			every: 5 * MINUTE,
-			immediately: true,
-		});
+	await ClassifyVideoQueue.upsertJobScheduler("classifyVideos", {
+		every: 5 * MINUTE,
+		immediately: true
+	});
 
-		await LatestVideosQueue.upsertJobScheduler("collectSongs", {
-			every: 3 * MINUTE,
-			immediately: true,
-		});
+	await LatestVideosQueue.upsertJobScheduler("collectSongs", {
+		every: 3 * MINUTE,
+		immediately: true
+	});
 
-		await SnapshotQueue.upsertJobScheduler("snapshotTick", {
+	await SnapshotQueue.upsertJobScheduler(
+		"snapshotTick",
+		{
 			every: 1 * SECOND,
-			immediately: true,
-		}, {
+			immediately: true
+		},
+		{
 			opts: {
 				removeOnComplete: 300,
-				removeOnFail: 600,
-			},
-		});
+				removeOnFail: 600
+			}
+		}
+	);
 
-		await SnapshotQueue.upsertJobScheduler("bulkSnapshotTick", {
+	await SnapshotQueue.upsertJobScheduler(
+		"bulkSnapshotTick",
+		{
 			every: 15 * SECOND,
-			immediately: true,
-		}, {
+			immediately: true
+		},
+		{
 			opts: {
 				removeOnComplete: 60,
-				removeOnFail: 600,
-			},
-		});
+				removeOnFail: 600
+			}
+		}
+	);
 
-		await SnapshotQueue.upsertJobScheduler("dispatchMilestoneSnapshots", {
-			every: 5 * MINUTE,
-			immediately: true,
-		});
+	await SnapshotQueue.upsertJobScheduler("dispatchMilestoneSnapshots", {
+		every: 5 * MINUTE,
+		immediately: true
+	});
 
-		await SnapshotQueue.upsertJobScheduler("dispatchRegularSnapshots", {
-			every: 30 * MINUTE,
-			immediately: true,
-		});
+	await SnapshotQueue.upsertJobScheduler("dispatchRegularSnapshots", {
+		every: 30 * MINUTE,
+		immediately: true
+	});
 
-		await SnapshotQueue.upsertJobScheduler("dispatchArchiveSnapshots", {
-			every: 6 * HOUR,
-			immediately: true,
-		});
+	await SnapshotQueue.upsertJobScheduler("dispatchArchiveSnapshots", {
+		every: 6 * HOUR,
+		immediately: true
+	});
 
-		await SnapshotQueue.upsertJobScheduler("scheduleCleanup", {
-			every: 2 * MINUTE,
-			immediately: true,
-		});
+	await SnapshotQueue.upsertJobScheduler("scheduleCleanup", {
+		every: 2 * MINUTE,
+		immediately: true
+	});
 
-		logger.log("Message queue initialized.");
-	} finally {
-		client.release();
-	}
+	logger.log("Message queue initialized.");
 }
diff --git a/packages/crawler/mq/scheduling.ts b/packages/crawler/mq/scheduling.ts
index e72596e..b84d73f 100644
--- a/packages/crawler/mq/scheduling.ts
+++ b/packages/crawler/mq/scheduling.ts
@@ -1,8 +1,8 @@
 import { findClosestSnapshot, getLatestSnapshot, hasAtLeast2Snapshots } from "db/snapshotSchedule.ts";
 import { truncate } from "utils/truncate.ts";
 import { closetMilestone } from "./exec/snapshotTick.ts";
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-import { HOUR, MINUTE } from "@std/datetime";
+import { HOUR, MINUTE } from "@core/const/time.ts";
+import type { Psql } from "global.d.ts";
 
 const log = (value: number, base: number = 10) => Math.log(value) / Math.log(base);
 
@@ -26,11 +26,11 @@ const getFactor = (x: number) => {
  * @param aid - aid of the video
  * @returns ETA in hours
  */
-export const getAdjustedShortTermETA = async (client: Client, aid: number) => {
-	const latestSnapshot = await getLatestSnapshot(client, aid);
+export const getAdjustedShortTermETA = async (sql: Psql, aid: number) => {
+	const latestSnapshot = await getLatestSnapshot(sql, aid);
 	// Immediately dispatch a snapshot if there is no snapshot yet
 	if (!latestSnapshot) return 0;
-	const snapshotsEnough = await hasAtLeast2Snapshots(client, aid);
+	const snapshotsEnough = await hasAtLeast2Snapshots(sql, aid);
 	if (!snapshotsEnough) return 0;
 
 	const currentTimestamp = new Date().getTime();
@@ -40,7 +40,7 @@ export const getAdjustedShortTermETA = async (client: Client, aid: number) => {
 
 	for (const timeInterval of timeIntervals) {
 		const date = new Date(currentTimestamp - timeInterval);
-		const snapshot = await findClosestSnapshot(client, aid, date);
+		const snapshot = await findClosestSnapshot(sql, aid, date);
 		if (!snapshot) continue;
 		const hoursDiff = (latestSnapshot.created_at - snapshot.created_at) / HOUR;
 		const viewsDiff = latestSnapshot.views - snapshot.views;
diff --git a/packages/crawler/mq/task/collectSongs.ts b/packages/crawler/mq/task/collectSongs.ts
index ca186f2..1d7634d 100644
--- a/packages/crawler/mq/task/collectSongs.ts
+++ b/packages/crawler/mq/task/collectSongs.ts
@@ -1,31 +1,29 @@
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
+import { sql } from "@core/db/dbNew";
 import { aidExistsInSongs, getNotCollectedSongs } from "db/songs.ts";
-import logger from "log/logger.ts";
+import logger from "@core/log/logger.ts";
 import { scheduleSnapshot } from "db/snapshotSchedule.ts";
-import { MINUTE } from "@std/datetime";
+import { MINUTE } from "@core/const/time.ts";
+import type { Psql } from "global.d.ts";
 
-export async function collectSongs(client: Client) {
-	const aids = await getNotCollectedSongs(client);
+export async function collectSongs() {
+	const aids = await getNotCollectedSongs(sql);
 	for (const aid of aids) {
-		const exists = await aidExistsInSongs(client, aid);
+		const exists = await aidExistsInSongs(sql, aid);
 		if (exists) continue;
-		await insertIntoSongs(client, aid);
-		await scheduleSnapshot(client, aid, "new", Date.now() + 10 * MINUTE, true);
+		await insertIntoSongs(sql, aid);
+		await scheduleSnapshot(sql, aid, "new", Date.now() + 10 * MINUTE, true);
 		logger.log(`Video ${aid} was added into the songs table.`, "mq", "fn:collectSongs");
 	}
 }
 
-export async function insertIntoSongs(client: Client, aid: number) {
-	await client.queryObject(
-		`
-			INSERT INTO songs (aid, published_at, duration)
-			VALUES (
-				$1,
-				(SELECT published_at FROM bilibili_metadata WHERE aid = $1),
-				(SELECT duration FROM bilibili_metadata WHERE aid = $1)
-			)
-			ON CONFLICT DO NOTHING
-		`,
-		[aid],
-	);
+export async function insertIntoSongs(sql: Psql, aid: number) {
+	await sql`
+		INSERT INTO songs (aid, published_at, duration)
+		VALUES (
+			$1,
+			(SELECT published_at FROM bilibili_metadata WHERE aid = ${aid}),
+			(SELECT duration FROM bilibili_metadata WHERE aid = ${aid})
+		)
+		ON CONFLICT DO NOTHING
+	`
 }
diff --git a/packages/crawler/mq/task/getTimeoutSchedulesCount.ts b/packages/crawler/mq/task/getTimeoutSchedulesCount.ts
index 4e7bb14..e66691f 100644
--- a/packages/crawler/mq/task/getTimeoutSchedulesCount.ts
+++ b/packages/crawler/mq/task/getTimeoutSchedulesCount.ts
@@ -1,13 +1,11 @@
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
+import { sql } from "@core/db/dbNew";
 
-export async function getTimeoutSchedulesCount(client: Client) {
-	const query: string = `
-        SELECT COUNT(id)
-        FROM snapshot_schedule
-        WHERE status IN ('pending', 'processing')
-          AND started_at < NOW() - INTERVAL '30 minutes'
+export async function getTimeoutSchedulesCount() {
+	const rows = await sql<{ count: number }[]>`
+		SELECT COUNT(id)
+		FROM snapshot_schedule
+		WHERE status IN ('pending', 'processing')
+			AND started_at < NOW() - INTERVAL '30 minutes'
 	`;
-
-	const { rows } = await client.queryObject<{ count: number }>(query);
 	return rows[0].count;
 }
diff --git a/packages/crawler/mq/task/getVideoDetails.ts b/packages/crawler/mq/task/getVideoDetails.ts
index 40224b0..80a5867 100644
--- a/packages/crawler/mq/task/getVideoDetails.ts
+++ b/packages/crawler/mq/task/getVideoDetails.ts
@@ -1,13 +1,13 @@
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
 import { getVideoDetails } from "net/getVideoDetails.ts";
 import { formatTimestampToPsql } from "utils/formatTimestampToPostgre.ts";
-import logger from "log/logger.ts";
+import logger from "@core/log/logger.ts";
 import { ClassifyVideoQueue } from "mq/index.ts";
 import { userExistsInBiliUsers, videoExistsInAllData } from "../../db/bilibili_metadata.ts";
-import { HOUR, SECOND } from "@std/datetime";
+import { HOUR, SECOND } from "@core/const/time.ts";
+import type { Psql } from "global.d.ts";
 
-export async function insertVideoInfo(client: Client, aid: number) {
-	const videoExists = await videoExistsInAllData(client, aid);
+export async function insertVideoInfo(sql: Psql, aid: number) {
+	const videoExists = await videoExistsInAllData(sql, aid);
 	if (videoExists) {
 		return;
 	}
@@ -25,34 +25,37 @@ export async function insertVideoInfo(client: Client, aid: number) {
 	const published_at = formatTimestampToPsql(data.View.pubdate * SECOND + 8 * HOUR);
 	const duration = data.View.duration;
 	const cover = data.View.pic;
-	await client.queryObject(
-		`INSERT INTO bilibili_metadata (aid, bvid, description, uid, tags, title, published_at, duration, cover_url)
-			VALUES ($1, $2, $3, $4, $5, $6, $7, $8, $9)`,
-		[aid, bvid, desc, uid, tags, title, published_at, duration, cover],
-	);
-	const userExists = await userExistsInBiliUsers(client, aid);
+	await sql`
+		INSERT INTO bilibili_metadata (aid, bvid, description, uid, tags, title, published_at, duration, cover_url)
+		VALUES (${aid}, ${bvid}, ${desc}, ${uid}, ${tags}, ${title}, ${published_at}, ${duration}, ${cover})
+	`;
+	const userExists = await userExistsInBiliUsers(sql, aid);
 	if (!userExists) {
-		await client.queryObject(
-			`INSERT INTO bilibili_user (uid, username, "desc", fans) VALUES ($1, $2, $3, $4)`,
-			[uid, data.View.owner.name, data.Card.card.sign, data.Card.follower],
-		);
+		await sql`
+			INSERT INTO bilibili_user (uid, username, "desc", fans) 
+			VALUES (${uid}, ${data.View.owner.name}, ${data.Card.card.sign}, ${data.Card.follower})
+		`;
 	} else {
-		await client.queryObject(
-			`UPDATE bilibili_user SET fans = $1 WHERE uid = $2`,
-			[data.Card.follower, uid],
-		);
+		await sql`
+			UPDATE bilibili_user SET fans = ${data.Card.follower} WHERE uid = ${uid}
+		`;
 	}
 
 	const stat = data.View.stat;
 
-	const query: string = `
-				INSERT INTO video_snapshot (aid, views, danmakus, replies, likes, coins, shares, favorites)
-				VALUES ($1, $2, $3, $4, $5, $6, $7, $8)
-			`;
-	await client.queryObject(
-		query,
-		[aid, stat.view, stat.danmaku, stat.reply, stat.like, stat.coin, stat.share, stat.favorite],
-	);
+	await sql`
+		INSERT INTO video_snapshot (aid, views, danmakus, replies, likes, coins, shares, favorites)
+		VALUES (
+			${aid}, 
+			${stat.view}, 
+			${stat.danmaku}, 
+			${stat.reply}, 
+			${stat.like}, 
+			${stat.coin}, 
+			${stat.share}, 
+			${stat.favorite}
+		)
+	`
 
 	logger.log(`Inserted video metadata for aid: ${aid}`, "mq");
 	await ClassifyVideoQueue.add("classifyVideo", { aid });
diff --git a/packages/crawler/mq/task/getVideoStats.ts b/packages/crawler/mq/task/getVideoStats.ts
index 3455d93..2a7d7ff 100644
--- a/packages/crawler/mq/task/getVideoStats.ts
+++ b/packages/crawler/mq/task/getVideoStats.ts
@@ -1,6 +1,6 @@
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-import { getVideoInfo } from "net/getVideoInfo.ts";
-import logger from "log/logger.ts";
+import { getVideoInfo } from "@core/net/getVideoInfo.ts";
+import logger from "@core/log/logger.ts";
+import type { Psql } from "global.d.ts";
 
 export interface SnapshotNumber {
 	time: number;
@@ -25,7 +25,7 @@ export interface SnapshotNumber {
  * - The alicloud-fc threw an error: with error code `ALICLOUD_FC_ERROR`
  */
 export async function insertVideoSnapshot(
-	client: Client,
+	sql: Psql,
 	aid: number,
 	task: string,
 ): Promise<number | SnapshotNumber> {
@@ -42,14 +42,10 @@ export async function insertVideoSnapshot(
 	const shares = data.stat.share;
 	const favorites = data.stat.favorite;
 
-	const query: string = `
+    await sql`
         INSERT INTO video_snapshot (aid, views, danmakus, replies, likes, coins, shares, favorites)
-        VALUES ($1, $2, $3, $4, $5, $6, $7, $8)
-    `;
-	await client.queryObject(
-		query,
-		[aid, views, danmakus, replies, likes, coins, shares, favorites],
-	);
+        VALUES (${aid}, ${views}, ${danmakus}, ${replies}, ${likes}, ${coins}, ${shares}, ${favorites})
+    `
 
 	logger.log(`Taken snapshot for video ${aid}.`, "net", "fn:insertVideoSnapshot");
 
diff --git a/packages/crawler/mq/task/queueLatestVideo.ts b/packages/crawler/mq/task/queueLatestVideo.ts
index 6327860..af824f7 100644
--- a/packages/crawler/mq/task/queueLatestVideo.ts
+++ b/packages/crawler/mq/task/queueLatestVideo.ts
@@ -1,13 +1,13 @@
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
 import { getLatestVideoAids } from "net/getLatestVideoAids.ts";
-import { videoExistsInAllData } from "../../db/bilibili_metadata.ts";
+import { videoExistsInAllData } from "db/bilibili_metadata.ts";
 import { sleep } from "utils/sleep.ts";
-import { SECOND } from "@std/datetime";
-import logger from "log/logger.ts";
+import { SECOND } from "@core/const/time.ts";
+import logger from "@core/log/logger.ts";
 import { LatestVideosQueue } from "mq/index.ts";
+import type { Psql } from "global.d.ts";
 
 export async function queueLatestVideos(
-	client: Client,
+	sql: Psql,
 ): Promise<number | null> {
 	let page = 1;
 	let i = 0;
@@ -22,7 +22,7 @@ export async function queueLatestVideos(
 		let allExists = true;
 		let delay = 0;
 		for (const aid of aids) {
-			const videoExists = await videoExistsInAllData(client, aid);
+			const videoExists = await videoExistsInAllData(sql, aid);
 			if (videoExists) {
 				continue;
 			}
diff --git a/packages/crawler/mq/task/regularSnapshotInterval.ts b/packages/crawler/mq/task/regularSnapshotInterval.ts
index 84d4b0b..11871d8 100644
--- a/packages/crawler/mq/task/regularSnapshotInterval.ts
+++ b/packages/crawler/mq/task/regularSnapshotInterval.ts
@@ -1,13 +1,13 @@
 import { findClosestSnapshot, findSnapshotBefore, getLatestSnapshot } from "db/snapshotSchedule.ts";
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-import { HOUR } from "@std/datetime";
+import { HOUR } from "@core/const/time.ts";
+import type { Psql } from "global.d.ts";
 
-export const getRegularSnapshotInterval = async (client: Client, aid: number) => {
+export const getRegularSnapshotInterval = async (sql: Psql, aid: number) => {
 	const now = Date.now();
 	const date = new Date(now - 24 * HOUR);
-	let oldSnapshot = await findSnapshotBefore(client, aid, date);
-	if (!oldSnapshot) oldSnapshot = await findClosestSnapshot(client, aid, date);
-	const latestSnapshot = await getLatestSnapshot(client, aid);
+	let oldSnapshot = await findSnapshotBefore(sql, aid, date);
+	if (!oldSnapshot) oldSnapshot = await findClosestSnapshot(sql, aid, date);
+	const latestSnapshot = await getLatestSnapshot(sql, aid);
 	if (!oldSnapshot || !latestSnapshot) return 0;
 	if (oldSnapshot.created_at === latestSnapshot.created_at) return 0;
 	const hoursDiff = (latestSnapshot.created_at - oldSnapshot.created_at) / HOUR;
diff --git a/packages/crawler/mq/task/removeAllTimeoutSchedules.ts b/packages/crawler/mq/task/removeAllTimeoutSchedules.ts
index bb8c382..ccca69a 100644
--- a/packages/crawler/mq/task/removeAllTimeoutSchedules.ts
+++ b/packages/crawler/mq/task/removeAllTimeoutSchedules.ts
@@ -1,16 +1,15 @@
-import { Client } from "https://deno.land/x/postgres@v0.19.3/mod.ts";
-import logger from "log/logger.ts";
+import { sql } from "@core/db/dbNew";
+import logger from "@core/log/logger.ts";
 
-export async function removeAllTimeoutSchedules(client: Client) {
+export async function removeAllTimeoutSchedules() {
 	logger.log(
 		"Too many timeout schedules, directly removing these schedules...",
 		"mq",
 		"fn:scheduleCleanupWorker",
 	);
-	const query: string = `
-			    DELETE FROM snapshot_schedule
-				WHERE status IN ('pending', 'processing')
-				  AND started_at < NOW() - INTERVAL '30 minutes'
-			`;
-	await client.queryObject(query);
+	return await sql`
+		DELETE FROM snapshot_schedule
+		WHERE status IN ('pending', 'processing')
+		AND started_at < NOW() - INTERVAL '30 minutes'
+	`;
 }
\ No newline at end of file
diff --git a/packages/crawler/net/bulkGetVideoStats.ts b/packages/crawler/net/bulkGetVideoStats.ts
index e3b3506..bd586c9 100644
--- a/packages/crawler/net/bulkGetVideoStats.ts
+++ b/packages/crawler/net/bulkGetVideoStats.ts
@@ -1,6 +1,6 @@
 import networkDelegate from "@core/net/delegate.ts";
-import { MediaListInfoData, MediaListInfoResponse } from "@core/net/bilibili.d.ts";
-import logger from "log/logger.ts";
+import type { MediaListInfoData, MediaListInfoResponse } from "@core/net/bilibili.d.ts";
+import logger from "@core/log/logger.ts";
 
 /*
  * Bulk fetch video metadata from bilibili API
diff --git a/packages/crawler/net/getLatestVideoAids.ts b/packages/crawler/net/getLatestVideoAids.ts
index 675a12d..f466653 100644
--- a/packages/crawler/net/getLatestVideoAids.ts
+++ b/packages/crawler/net/getLatestVideoAids.ts
@@ -1,5 +1,5 @@
-import { VideoListResponse } from "@core/net/bilibili.d.ts";
-import logger from "log/logger.ts";
+import type { VideoListResponse } from "@core/net/bilibili.d.ts";
+import logger from "@core/log/logger.ts";
 import networkDelegate from "@core/net/delegate.ts";
 
 export async function getLatestVideoAids(page: number = 1, pageSize: number = 10): Promise<number[]> {
diff --git a/packages/crawler/net/getVideoDetails.ts b/packages/crawler/net/getVideoDetails.ts
index ce15054..13c942e 100644
--- a/packages/crawler/net/getVideoDetails.ts
+++ b/packages/crawler/net/getVideoDetails.ts
@@ -1,6 +1,6 @@
 import networkDelegate from "@core/net/delegate.ts";
-import { VideoDetailsData, VideoDetailsResponse } from "@core/net/bilibili.d.ts";
-import logger from "log/logger.ts";
+import type { VideoDetailsData, VideoDetailsResponse } from "@core/net/bilibili.d.ts";
+import logger from "@core/log/logger.ts";
 
 export async function getVideoDetails(aid: number): Promise<VideoDetailsData | null> {
 	const url = `https://api.bilibili.com/x/web-interface/view/detail?aid=${aid}`;
diff --git a/packages/crawler/package.json b/packages/crawler/package.json
new file mode 100644
index 0000000..96abd83
--- /dev/null
+++ b/packages/crawler/package.json
@@ -0,0 +1,24 @@
+{
+	"name": "crawler",
+	"scripts": {
+		"test": "bun --env-file=.env.test run vitest",
+		"worker:main": "bun run ./src/worker.ts",
+		"preworker:filter": "bun run ./src/build.ts",
+		"worker:filter": "bun run ./build/filterWorker.js",
+		"adder": "bun run ./src/jobAdder.ts",
+		"bullui": "bun run ./src/bullui.ts",
+		"all": "bun run concurrently --restart-tries -1 'bun run worker:main' 'bun run adder' 'bun run bullui' 'bun run worker:filter'"
+	},
+	"devDependencies": {
+		"concurrently": "^9.1.2"
+	},
+	"dependencies": {
+		"@bull-board/api": "^6.9.5",
+		"@bull-board/express": "^6.9.5",
+		"@huggingface/transformers": "^3.5.1",
+		"bullmq": "^5.52.1",
+		"express": "^5.1.0",
+		"ioredis": "^5.6.1",
+		"onnxruntime-node": "1.19.2"
+	}
+}
diff --git a/packages/crawler/src/build.ts b/packages/crawler/src/build.ts
new file mode 100644
index 0000000..942672c
--- /dev/null
+++ b/packages/crawler/src/build.ts
@@ -0,0 +1,15 @@
+import Bun from "bun";
+
+await Bun.build({
+	entrypoints: ["./src/filterWorker.ts"],
+	outdir: "./build",
+    target: "node"
+});
+
+
+const file = Bun.file("./build/filterWorker.js");
+const code = await file.text();
+
+const modifiedCode = code.replaceAll("../bin/napi-v3/", "../../../node_modules/onnxruntime-node/bin/napi-v3/");
+
+await Bun.write("./build/filterWorker.js", modifiedCode);
\ No newline at end of file
diff --git a/packages/crawler/src/filterWorker.ts b/packages/crawler/src/filterWorker.ts
index 7f656f3..7ba2de6 100644
--- a/packages/crawler/src/filterWorker.ts
+++ b/packages/crawler/src/filterWorker.ts
@@ -1,22 +1,19 @@
 import { ConnectionOptions, Job, Worker } from "bullmq";
-import { redis } from "../../core/db/redis.ts";
-import logger from "log/logger.ts";
+import { redis } from "@core/db/redis.ts";
+import logger from "@core/log/logger.ts";
 import { classifyVideosWorker, classifyVideoWorker } from "mq/exec/classifyVideo.ts";
 import { WorkerError } from "mq/schema.ts";
 import { lockManager } from "mq/lockManager.ts";
 import Akari from "ml/akari.ts";
 
-Deno.addSignalListener("SIGINT", async () => {
-	logger.log("SIGINT Received: Shutting down workers...", "mq");
-	await filterWorker.close(true);
-	Deno.exit();
-});
+const shutdown = async (signal: string) => {
+    logger.log(`${signal} Received: Shutting down workers...`, "mq");
+    await filterWorker.close(true);
+    process.exit(0);
+};
 
-Deno.addSignalListener("SIGTERM", async () => {
-	logger.log("SIGTERM Received: Shutting down workers...", "mq");
-	await filterWorker.close(true);
-	Deno.exit();
-});
+process.on('SIGINT', () => shutdown('SIGINT'));
+process.on('SIGTERM', () => shutdown('SIGTERM'));
 
 await Akari.init();
 
diff --git a/packages/crawler/src/worker.ts b/packages/crawler/src/worker.ts
index 0f0c164..ca644df 100644
--- a/packages/crawler/src/worker.ts
+++ b/packages/crawler/src/worker.ts
@@ -13,7 +13,7 @@ import {
 	takeBulkSnapshotForVideosWorker,
 } from "mq/exec/executors.ts";
 import { redis } from "@core/db/redis.ts";
-import logger from "log/logger.ts";
+import logger from "@core/log/logger.ts";
 import { lockManager } from "mq/lockManager.ts";
 import { WorkerError } from "mq/schema.ts";
 
@@ -29,21 +29,16 @@ const releaseAllLocks = async () => {
 	}
 };
 
-Deno.addSignalListener("SIGINT", async () => {
-	logger.log("SIGINT Received: Shutting down workers...", "mq");
-	await releaseAllLocks();
+const shutdown = async (signal: string) => {
+    logger.log(`${signal} Received: Shutting down workers...`, "mq");
+    await releaseAllLocks();
 	await latestVideoWorker.close(true);
 	await snapshotWorker.close(true);
-	Deno.exit();
-});
+    process.exit(0);
+};
 
-Deno.addSignalListener("SIGTERM", async () => {
-	logger.log("SIGTERM Received: Shutting down workers...", "mq");
-	await releaseAllLocks();
-	await latestVideoWorker.close(true);
-	await snapshotWorker.close(true);
-	Deno.exit();
-});
+process.on('SIGINT', () => shutdown('SIGINT'));
+process.on('SIGTERM', () => shutdown('SIGTERM'));
 
 const latestVideoWorker = new Worker(
 	"latestVideos",
diff --git a/packages/crawler/test/db/snapshotSchedule.test.ts b/packages/crawler/test/db/snapshotSchedule.test.ts
new file mode 100644
index 0000000..b0ff0c1
--- /dev/null
+++ b/packages/crawler/test/db/snapshotSchedule.test.ts
@@ -0,0 +1,120 @@
+import { expect, test } from "vitest";
+import { sqlTest as sql } from "@core/db/dbNew";
+import { SnapshotScheduleType } from "@core/db/schema";
+import { bulkSetSnapshotStatus } from "db/snapshotSchedule";
+
+const mockSnapshotSchedules: SnapshotScheduleType[] = [
+	{
+		id: 1,
+		aid: 1234567890,
+		type: "normal",
+		created_at: "2025-05-04T00:00:00.000Z",
+		started_at: "2025-05-04T06:00:00.000Z",
+		finished_at: "2025-05-04T06:03:27.000Z",
+		status: "completed"
+	},
+	{
+		id: 2,
+		aid: 9876543210,
+		type: "archive",
+		created_at: "2025-05-03T12:00:00.000Z",
+		started_at: "2025-05-03T13:00:00.000Z",
+		finished_at: null,
+		status: "failed"
+	},
+	{
+		id: 3,
+		aid: 1122334455,
+		type: "milestone",
+		created_at: "2025-05-01T08:00:00.000Z",
+		started_at: "2025-05-01T08:12:00.000Z",
+		finished_at: null,
+		status: "processing"
+	}
+];
+
+const databasePreparationQuery = `
+    CREATE SEQUENCE "snapshot_schedule_id_seq"
+        START WITH 1
+        INCREMENT BY 1
+        MINVALUE 1
+        MAXVALUE 9223372036854775807
+        CACHE 1;
+
+    CREATE TABLE "snapshot_schedule"(
+        "id" bigint DEFAULT nextval('snapshot_schedule_id_seq'::regclass) NOT NULL,
+        "aid" bigint NOT NULL,
+        "type" text,
+        "created_at" timestamp with time zone DEFAULT CURRENT_TIMESTAMP NOT NULL,
+        "started_at" timestamp with time zone,
+        "finished_at" timestamp with time zone,
+        "status" text DEFAULT 'pending'::text NOT NULL
+    );
+
+    CREATE INDEX idx_snapshot_schedule_aid ON snapshot_schedule USING btree (aid);
+    CREATE INDEX idx_snapshot_schedule_started_at ON snapshot_schedule USING btree (started_at);
+    CREATE INDEX idx_snapshot_schedule_status ON snapshot_schedule USING btree (status);
+    CREATE INDEX idx_snapshot_schedule_type ON snapshot_schedule USING btree (type);
+    CREATE UNIQUE INDEX snapshot_schedule_pkey ON snapshot_schedule USING btree (id);
+`
+
+const cleanUpQuery = `
+    DROP SEQUENCE IF EXISTS "snapshot_schedule_id_seq" CASCADE;
+    DROP TABLE IF EXISTS "snapshot_schedule" CASCADE;
+`
+
+async function testMocking() {
+	await sql.begin(async tx => {
+        await tx.unsafe(cleanUpQuery).simple();
+		await tx.unsafe(databasePreparationQuery).simple();
+        
+        await tx`
+            INSERT INTO snapshot_schedule 
+            ${sql(mockSnapshotSchedules, 'aid', 'created_at', 'finished_at', 'id', 'started_at', 'status', 'type')}
+        `;
+
+        await tx`
+            ROLLBACK;
+        `
+
+        await tx.unsafe(cleanUpQuery).simple();
+        return;
+	});
+}
+
+async function testBulkSetSnapshotStatus() {
+    return await sql.begin(async tx => {
+        await tx.unsafe(cleanUpQuery).simple();
+        await tx.unsafe(databasePreparationQuery).simple();
+
+        await tx`
+            INSERT INTO snapshot_schedule 
+            ${sql(mockSnapshotSchedules, 'aid', 'created_at', 'finished_at', 'id', 'started_at', 'status', 'type')}
+        `;
+
+		const ids = [1, 2, 3];
+		
+        await bulkSetSnapshotStatus(tx, ids, 'pending')
+
+        const rows = tx<{status: string}[]>`
+            SELECT status FROM snapshot_schedule WHERE id = 1;
+        `.execute();
+
+        await tx`
+            ROLLBACK;
+        `
+
+        await tx.unsafe(cleanUpQuery).simple();
+        return rows;
+	});
+}
+
+test("data mocking works", async () => {
+    await testMocking();
+	expect(() => {}).not.toThrowError();
+});
+
+test("bulkSetSnapshotStatus core logic works smoothly", async () => {
+    const rows = await testBulkSetSnapshotStatus();
+	expect(rows.every(item => item.status === 'pending')).toBe(true);
+});
diff --git a/packages/crawler/tsconfig.json b/packages/crawler/tsconfig.json
new file mode 100644
index 0000000..8ceed3a
--- /dev/null
+++ b/packages/crawler/tsconfig.json
@@ -0,0 +1,18 @@
+{
+	"include": ["**/*.ts"],
+	"compilerOptions": {
+		"baseUrl": ".",
+		"target": "ESNext",
+		"module": "ESNext",
+		"useDefineForClassFields": true,
+		"moduleResolution": "node",
+		"lib": ["ESNext", "DOM", "DOM.Iterable"],
+		"skipLibCheck": true,
+		"paths": {
+			"@core/*": ["../core/*"]
+		},
+		"allowSyntheticDefaultImports": true,
+		"allowImportingTsExtensions": true,
+		"noEmit": true
+	}
+}
diff --git a/packages/crawler/vitest.config.ts b/packages/crawler/vitest.config.ts
new file mode 100644
index 0000000..fb5072b
--- /dev/null
+++ b/packages/crawler/vitest.config.ts
@@ -0,0 +1,6 @@
+import { defineConfig } from "vitest/config";
+import tsconfigPaths from 'vite-tsconfig-paths'
+
+export default defineConfig({
+    plugins: [tsconfigPaths()]
+});
diff --git a/packages/frontend/.gitignore b/packages/frontend/.gitignore
index 016b59e..d07634c 100644
--- a/packages/frontend/.gitignore
+++ b/packages/frontend/.gitignore
@@ -20,5 +20,5 @@ pnpm-debug.log*
 # macOS-specific files
 .DS_Store
 
-# jetbrains setting folder
-.idea/
+# Docker compose
+docker-compose.yml
\ No newline at end of file
diff --git a/packages/frontend/bun.lock b/packages/frontend/bun.lock
index 8cceee4..1f01bae 100644
--- a/packages/frontend/bun.lock
+++ b/packages/frontend/bun.lock
@@ -6,11 +6,11 @@
       "dependencies": {
         "@astrojs/node": "^9.1.3",
         "@astrojs/svelte": "^7.0.9",
-        "@astrojs/tailwind": "^6.0.2",
         "@tailwindcss/vite": "^4.1.4",
         "argon2id": "^1.0.1",
         "astro": "^5.5.5",
         "autoprefixer": "^10.4.21",
+        "date-fns": "^4.1.0",
         "pg": "^8.11.11",
         "postcss": "^8.5.3",
         "svelte": "^5.25.7",
@@ -39,8 +39,6 @@
 
     "@astrojs/svelte": ["@astrojs/svelte@7.0.9", "", { "dependencies": { "@sveltejs/vite-plugin-svelte": "^5.0.3", "svelte2tsx": "^0.7.35", "vite": "^6.2.4" }, "peerDependencies": { "astro": "^5.0.0", "svelte": "^5.1.16", "typescript": "^5.3.3" } }, "sha512-EpJfDh7eelYEj/zSwgSHdqJCx6YjiZmpVDEiNjxhnrBwM6Ll7hjllTrNQyfnv7KgJwaVo2SOSz6d1MwV52/T/w=="],
 
-    "@astrojs/tailwind": ["@astrojs/tailwind@6.0.2", "", { "dependencies": { "autoprefixer": "^10.4.21", "postcss": "^8.5.3", "postcss-load-config": "^4.0.2" }, "peerDependencies": { "astro": "^3.0.0 || ^4.0.0 || ^5.0.0", "tailwindcss": "^3.0.24" } }, "sha512-j3mhLNeugZq6A8dMNXVarUa8K6X9AW+QHU9u3lKNrPLMHhOQ0S7VeWhHwEeJFpEK1BTKEUY1U78VQv2gN6hNGg=="],
-
     "@astrojs/telemetry": ["@astrojs/telemetry@3.2.0", "", { "dependencies": { "ci-info": "^4.1.0", "debug": "^4.3.7", "dlv": "^1.1.3", "dset": "^3.1.4", "is-docker": "^3.0.0", "is-wsl": "^3.1.0", "which-pm-runs": "^1.1.0" } }, "sha512-wxhSKRfKugLwLlr4OFfcqovk+LIFtKwLyGPqMsv+9/ibqqnW3Gv7tBhtKEb0gAyUAC4G9BTVQeQahqnQAhd6IQ=="],
 
     "@babel/helper-string-parser": ["@babel/helper-string-parser@7.25.9", "", {}, "sha512-4A/SCr/2KLd5jrtOMFzaKjVtAei3+2r/NChoBNoZ3EyP/+GlhoaEGoWOZUmFmoITP7zOJyHIMm+DYRd8o3PvHA=="],
@@ -349,6 +347,8 @@
 
     "cssesc": ["cssesc@3.0.0", "", { "bin": { "cssesc": "bin/cssesc" } }, "sha512-/Tb/JcjK111nNScGob5MNtsntNM1aCNUDipB/TkwZFhyDrrE47SOx/18wF2bbjgc3ZzCSKW1T5nt5EbFoAz/Vg=="],
 
+    "date-fns": ["date-fns@4.1.0", "", {}, "sha512-Ukq0owbQXxa/U3EGtsdVBkR1w7KOQ5gIBqdH2hkvknzZPYvBxb/aa6E8L7tmjFtkwZBu3UXBbjIgPo/Ez4xaNg=="],
+
     "debug": ["debug@4.4.0", "", { "dependencies": { "ms": "^2.1.3" } }, "sha512-6WTZ/IxCY/T6BALoZHaE4ctp9xm+Z5kY/pzYaCHRFeyVhojxlrm+46y68HA6hr0TcwEssoxNiDEUJQjfPZ/RYA=="],
 
     "decode-named-character-reference": ["decode-named-character-reference@1.1.0", "", { "dependencies": { "character-entities": "^2.0.0" } }, "sha512-Wy+JTSbFThEOXQIR2L6mxJvEs+veIzpmqD7ynWxMXGpnk3smkHQOp6forLdHsKpAMW9iJpaBBIxz285t1n1C3w=="],
@@ -543,8 +543,6 @@
 
     "lightningcss-win32-x64-msvc": ["lightningcss-win32-x64-msvc@1.29.2", "", { "os": "win32", "cpu": "x64" }, "sha512-EdIUW3B2vLuHmv7urfzMI/h2fmlnOQBk1xlsDxkN1tCWKjNFjfLhGxYk8C8mzpSfr+A6jFFIi8fU6LbQGsRWjA=="],
 
-    "lilconfig": ["lilconfig@3.1.3", "", {}, "sha512-/vlFKAoH5Cgt3Ie+JLhRbwOsCQePABiU3tJ1egGvyQ+33R/vcwM2Zl2QR/LzjsBeItPt3oSVXapn+m4nQDvpzw=="],
-
     "locate-character": ["locate-character@3.0.0", "", {}, "sha512-SW13ws7BjaeJ6p7Q6CO2nchbYEc3X3J6WrmTTDto7yMPqVSZTUyY5Tjbid+Ab8gLnATtygYtiDIJGQRRn2ZOiA=="],
 
     "longest-streak": ["longest-streak@3.1.0", "", {}, "sha512-9Ri+o0JYgehTaVBBDoMqIl8GXtbWg711O3srftcHhZ0dqnETqLaoIK0x17fUw9rFSlK/0NlsKe0Ahhyl5pXE2g=="],
@@ -719,8 +717,6 @@
 
     "postcss": ["postcss@8.5.3", "", { "dependencies": { "nanoid": "^3.3.8", "picocolors": "^1.1.1", "source-map-js": "^1.2.1" } }, "sha512-dle9A3yYxlBSrt8Fu+IpjGT8SY8hN0mlaA6GY8t0P5PjIOZemULz/E2Bnm/2dcUOena75OTNkHI76uZBNUUq3A=="],
 
-    "postcss-load-config": ["postcss-load-config@4.0.2", "", { "dependencies": { "lilconfig": "^3.0.0", "yaml": "^2.3.4" }, "peerDependencies": { "postcss": ">=8.0.9", "ts-node": ">=9.0.0" }, "optionalPeers": ["postcss", "ts-node"] }, "sha512-bSVhyJGL00wMVoPUzAVAnbEoWyqRxkjv64tUl427SKnPrENtq6hJwUojroMz2VB+Q1edmi4IfrAPpami5VVgMQ=="],
-
     "postcss-value-parser": ["postcss-value-parser@4.2.0", "", {}, "sha512-1NNCs6uurfkVbeXG4S8JFT9t19m45ICnif8zWLd5oPSZ50QnwMfK+H3jv408d4jw/7Bttv5axS5IiHoLaVNHeQ=="],
 
     "postgres-array": ["postgres-array@3.0.4", "", {}, "sha512-nAUSGfSDGOaOAEGwqsRY27GPOea7CNipJPOA7lPbdEpx5Kg3qzdP0AaWC5MlhTWV9s4hFX39nomVZ+C4tnGOJQ=="],
diff --git a/packages/frontend/deno.json b/packages/frontend/deno.json
deleted file mode 100644
index 675c374..0000000
--- a/packages/frontend/deno.json
+++ /dev/null
@@ -1,8 +0,0 @@
-{
-	"name": "@cvsa/frontend",
-	"tasks": {
-		"preview": "bun run astro preview",
-		"build": "bun run astro build"
-	},
-	"exports": "./main.ts"
-}
diff --git a/packages/frontend/package.json b/packages/frontend/package.json
index 3016d5f..b6ab03d 100644
--- a/packages/frontend/package.json
+++ b/packages/frontend/package.json
@@ -11,13 +11,14 @@
   "dependencies": {
     "@astrojs/node": "^9.1.3",
     "@astrojs/svelte": "^7.0.9",
-    "@astrojs/tailwind": "^6.0.2",
     "@tailwindcss/vite": "^4.1.4",
     "argon2id": "^1.0.1",
     "astro": "^5.5.5",
     "autoprefixer": "^10.4.21",
+    "date-fns": "^4.1.0",
     "pg": "^8.11.11",
     "postcss": "^8.5.3",
+    "postgres": "^3.4.5",
     "svelte": "^5.25.7",
     "tailwindcss": "^4.1.4",
     "ua-parser-js": "^2.0.3",
diff --git a/packages/frontend/src/db/bilibili_metadata/aidExists.ts b/packages/frontend/src/db/bilibili_metadata/aidExists.ts
new file mode 100644
index 0000000..030a1e6
--- /dev/null
+++ b/packages/frontend/src/db/bilibili_metadata/aidExists.ts
@@ -0,0 +1,8 @@
+import { sql } from "@core/db/dbNew";
+
+export async function aidExists(aid: number) {
+    const res = await sql`
+        SELECT 1 FROM bilibili_metadata WHERE aid = ${aid}
+    `;
+    return res.length > 0;
+}
\ No newline at end of file
diff --git a/packages/frontend/src/db/bilibili_metadata/getAidFromBV.ts b/packages/frontend/src/db/bilibili_metadata/getAidFromBV.ts
new file mode 100644
index 0000000..bf937a3
--- /dev/null
+++ b/packages/frontend/src/db/bilibili_metadata/getAidFromBV.ts
@@ -0,0 +1,15 @@
+import { sql } from "@core/db/dbNew";
+
+export async function getAidFromBV(bv: string) {
+    const res = await sql`
+        SELECT aid FROM bilibili_metadata WHERE bvid = ${bv}
+    `
+    if (res.length <= 0) {
+        return null;
+    }
+    const row = res[0];
+    if (row && row.aid) {
+        return Number(row.aid);
+    }
+    return null;
+}
diff --git a/packages/frontend/src/db/bilibili_metadata/getVideoMetadata.ts b/packages/frontend/src/db/bilibili_metadata/getVideoMetadata.ts
new file mode 100644
index 0000000..aea2885
--- /dev/null
+++ b/packages/frontend/src/db/bilibili_metadata/getVideoMetadata.ts
@@ -0,0 +1,15 @@
+import { sql } from "@core/db/dbNew";
+
+export async function getVideoMetadata(aid: number) {
+    const res = await sql`
+        SELECT * FROM bilibili_metadata WHERE aid = ${aid}
+    `;
+    if (res.length <= 0) {
+        return null;
+    }
+    const row = res[0];
+    if (row) {
+        return row;
+    }
+    return {};
+}
\ No newline at end of file
diff --git a/packages/frontend/src/db/snapshots/getAllSnapshots.ts b/packages/frontend/src/db/snapshots/getAllSnapshots.ts
new file mode 100644
index 0000000..3607dc2
--- /dev/null
+++ b/packages/frontend/src/db/snapshots/getAllSnapshots.ts
@@ -0,0 +1,11 @@
+import { sql } from "@core/db/dbNew";
+
+export async function getAllSnapshots(aid: number) {
+    const res = await sql`
+        SELECT * FROM video_snapshot WHERE aid = ${aid} ORDER BY created_at DESC
+    `;
+    if (res.length <= 0) {
+        return null;
+    }
+    return res;
+}
diff --git a/packages/frontend/src/pages/song/[id]/info.astro b/packages/frontend/src/pages/song/[id]/info.astro
index 7413a88..55b73b3 100644
--- a/packages/frontend/src/pages/song/[id]/info.astro
+++ b/packages/frontend/src/pages/song/[id]/info.astro
@@ -1,71 +1,31 @@
 ---
 import Layout from "@layouts/Layout.astro";
 import TitleBar from "@components/TitleBar.astro";
-import pg from "pg";
-import { format } from 'date-fns';
-import { zhCN } from 'date-fns/locale';
+import { format } from "date-fns";
+import { zhCN } from "date-fns/locale";
 import MetadataRow from "@components/InfoPage/MetadataRow.astro";
+import { getAllSnapshots } from "src/db/snapshots/getAllSnapshots";
+import { getAidFromBV } from "src/db/bilibili_metadata/getAidFromBV";
+import { getVideoMetadata } from "src/db/bilibili_metadata/getVideoMetadata";
+import { aidExists as idExists } from "src/db/bilibili_metadata/aidExists";
 
-const databaseHost = import.meta.env.DB_HOST
-const databaseName = import.meta.env.DB_NAME
-const databaseUser = import.meta.env.DB_USER
-const databasePassword = import.meta.env.DB_PASSWORD
-const databasePort = import.meta.env.DB_PORT
-
+const databaseHost = import.meta.env.DB_HOST;
+const databaseName = import.meta.env.DB_NAME;
+const databaseUser = import.meta.env.DB_USER;
+const databasePassword = import.meta.env.DB_PASSWORD;
+const databasePort = import.meta.env.DB_PORT;
 
 const postgresConfig = {
-	hostname: databaseHost,
-	port: parseInt(databasePort!),
-	database: databaseName,
-	user: databaseUser,
-	password: databasePassword,
+    hostname: databaseHost,
+    port: parseInt(databasePort!),
+    database: databaseName,
+    user: databaseUser,
+    password: databasePassword,
 };
 
-// 路由参数
+console.log(postgresConfig);
+
 const { id } = Astro.params;
-const { Client } = pg;
-const client = new Client(postgresConfig);
-await client.connect();
-
-// 数据库查询函数
-async function getVideoMetadata(aid: number) {
-    const res = await client.query("SELECT * FROM bilibili_metadata WHERE aid = $1", [aid]);
-    if (res.rows.length <= 0) {
-        return null;
-    }
-    const row = res.rows[0];
-    if (row) {
-        return row;
-    }
-    return {};
-}
-
-async function getVideoSnapshots(aid: number) {
-    const res = await client.query("SELECT * FROM video_snapshot WHERE aid = $1 ORDER BY created_at DESC", [
-        aid,
-    ]);
-    if (res.rows.length <= 0) {
-        return null;
-    }
-    return res.rows;
-}
-
-async function getAidFromBV(bv: string) {
-    const res = await client.query("SELECT aid FROM bilibili_metadata WHERE bvid = $1", [bv]);
-    if (res.rows.length <= 0) {
-        return null;
-    }
-    const row = res.rows[0];
-    if (row && row.aid) {
-        return Number(row.aid);
-    }
-    return null;
-}
-
-async function idExists(aid: number) {
-    const res = await client.query("SELECT COUNT(*) FROM bilibili_metadata WHERE aid = $1", [aid]);
-    return res.rows[0].count > 0;
-}
 
 async function getVideoAid(id: string) {
     if (id.startsWith("av")) {
@@ -76,27 +36,22 @@ async function getVideoAid(id: string) {
     return parseInt(id);
 }
 
-// 获取数据
 if (!id) {
     Astro.response.status = 404;
-    client.end();
     return new Response(null, { status: 404 });
 }
 const aid = await getVideoAid(id);
 if (!aid || isNaN(aid)) {
     Astro.response.status = 404;
-    client.end();
     return new Response(null, { status: 404 });
 }
 const aidExists = await idExists(aid);
 if (!aidExists) {
     Astro.response.status = 404;
-    client.end();
     return new Response(null, { status: 404 });
 }
 const videoInfo = await getVideoMetadata(aid);
-const snapshots = await getVideoSnapshots(aid);
-client.end();
+const snapshots = await getAllSnapshots(aid);
 
 interface Snapshot {
     created_at: Date;
@@ -115,24 +70,36 @@ interface Snapshot {
     <TitleBar />
     <main class="flex flex-col items-center min-h-screen gap-8 mt-10 md:mt-6 relative z-0 overflow-x-auto pb-8">
         <div class="w-full lg:max-w-4xl lg:mx-auto lg:p-6">
-            <h1 class="text-2xl font-medium ml-2 mb-4">视频信息: <a href={`https://www.bilibili.com/video/av${aid}`} class="underline ">av{aid}</a></h1>
+            <h1 class="text-2xl font-medium ml-2 mb-4">
+                视频信息: <a href={`https://www.bilibili.com/video/av${aid}`} class="underline">av{aid}</a>
+            </h1>
 
             <div class="mb-6">
                 <h2 class="px-2 mb-2 text-xl font-medium">基本信息</h2>
                 <div class="overflow-x-auto max-w-full px-2">
                     <table class="table-fixed">
                         <tbody>
-                            <MetadataRow title={id} description={videoInfo?.id}/>
-                            <MetadataRow title={videoInfo?.aid} description={videoInfo?.aid}/>
-                            <MetadataRow title={videoInfo?.bvid} description={videoInfo?.bvid}/>
-                            <MetadataRow title="标题" description={videoInfo?.title}/>
-                            <MetadataRow title="描述" description={videoInfo?.description}/>
-                            <MetadataRow title="UID" description={videoInfo?.uid}/>
-                            <MetadataRow title="标签" description={videoInfo?.tags}/>
-                            <MetadataRow title="发布时间" description={format(new Date(videoInfo?.pubdate), 'yyyy-MM-dd HH:mm:ss', { locale: zhCN })}/>
-                            <MetadataRow title="时长 (秒)" description={videoInfo?.duration}/>
-                            <MetadataRow title="创建时间" description={format(new Date(videoInfo?.created_at), 'yyyy-MM-dd HH:mm:ss', { locale: zhCN })}/>
-                            <MetadataRow title="封面" description={videoInfo?.cover_url}/>
+                            <MetadataRow title={id} description={videoInfo?.id} />
+                            <MetadataRow title={videoInfo?.aid} description={videoInfo?.aid} />
+                            <MetadataRow title={videoInfo?.bvid} description={videoInfo?.bvid} />
+                            <MetadataRow title="标题" description={videoInfo?.title} />
+                            <MetadataRow title="描述" description={videoInfo?.description} />
+                            <MetadataRow title="UID" description={videoInfo?.uid} />
+                            <MetadataRow title="标签" description={videoInfo?.tags} />
+                            <MetadataRow
+                                title="发布时间"
+                                description={format(new Date(videoInfo?.published_at), "yyyy-MM-dd HH:mm:ss", {
+                                    locale: zhCN,
+                                })}
+                            />
+                            <MetadataRow title="时长 (秒)" description={videoInfo?.duration} />
+                            <MetadataRow
+                                title="创建时间"
+                                description={format(new Date(videoInfo?.created_at), "yyyy-MM-dd HH:mm:ss", {
+                                    locale: zhCN,
+                                })}
+                            />
+                            <MetadataRow title="封面" description={videoInfo?.cover_url} />
                         </tbody>
                     </table>
                 </div>
@@ -140,40 +107,46 @@ interface Snapshot {
 
             <div>
                 <h2 class="px-2 mb-2 text-xl font-medium">播放量历史数据</h2>
-                {snapshots && snapshots.length > 0 ? (
-                    <div class="overflow-x-auto px-2">
-                        <table class="table-auto w-full">
-                            <thead>
-                                <tr>
-                                    <th class="border dark:border-zinc-500 px-4 py-2 font-medium">创建时间</th>
-                                    <th class="border dark:border-zinc-500 px-4 py-2 font-medium">观看</th>
-                                    <th class="border dark:border-zinc-500 px-4 py-2 font-medium">硬币</th>
-                                    <th class="border dark:border-zinc-500 px-4 py-2 font-medium">点赞</th>
-                                    <th class="border dark:border-zinc-500 px-4 py-2 font-medium">收藏</th>
-                                    <th class="border dark:border-zinc-500 px-4 py-2 font-medium">分享</th>
-                                    <th class="border dark:border-zinc-500 px-4 py-2 font-medium">弹幕</th>
-                                    <th class="border dark:border-zinc-500 px-4 py-2 font-medium">评论</th>
-                                </tr>
-                            </thead>
-                            <tbody>
-                                {snapshots.map((snapshot: Snapshot) => (
+                {
+                    snapshots && snapshots.length > 0 ? (
+                        <div class="overflow-x-auto px-2">
+                            <table class="table-auto w-full">
+                                <thead>
                                     <tr>
-                                        <td class="border dark:border-zinc-500 px-4 py-2">{format(new Date(snapshot.created_at), 'yyyy-MM-dd HH:mm:ss', { locale: zhCN })}</td>
-                                        <td class="border dark:border-zinc-500 px-4 py-2">{snapshot.views}</td>
-                                        <td class="border dark:border-zinc-500 px-4 py-2">{snapshot.coins}</td>
-                                        <td class="border dark:border-zinc-500 px-4 py-2">{snapshot.likes}</td>
-                                        <td class="border dark:border-zinc-500 px-4 py-2">{snapshot.favorites}</td>
-                                        <td class="border dark:border-zinc-500 px-4 py-2">{snapshot.shares}</td>
-                                        <td class="border dark:border-zinc-500 px-4 py-2">{snapshot.danmakus}</td>
-                                        <td class="border dark:border-zinc-500 px-4 py-2">{snapshot.replies}</td>
+                                        <th class="border dark:border-zinc-500 px-4 py-2 font-medium">创建时间</th>
+                                        <th class="border dark:border-zinc-500 px-4 py-2 font-medium">观看</th>
+                                        <th class="border dark:border-zinc-500 px-4 py-2 font-medium">硬币</th>
+                                        <th class="border dark:border-zinc-500 px-4 py-2 font-medium">点赞</th>
+                                        <th class="border dark:border-zinc-500 px-4 py-2 font-medium">收藏</th>
+                                        <th class="border dark:border-zinc-500 px-4 py-2 font-medium">分享</th>
+                                        <th class="border dark:border-zinc-500 px-4 py-2 font-medium">弹幕</th>
+                                        <th class="border dark:border-zinc-500 px-4 py-2 font-medium">评论</th>
                                     </tr>
-                                ))}
-                            </tbody>
-                        </table>
-                    </div>
-                ) : (
-                    <p>暂无历史数据。</p>
-                )}
+                                </thead>
+                                <tbody>
+                                    {snapshots.map((snapshot: Snapshot) => (
+                                        <tr>
+                                            <td class="border dark:border-zinc-500 px-4 py-2">
+                                                {format(new Date(snapshot.created_at), "yyyy-MM-dd HH:mm:ss", {
+                                                    locale: zhCN,
+                                                })}
+                                            </td>
+                                            <td class="border dark:border-zinc-500 px-4 py-2">{snapshot.views}</td>
+                                            <td class="border dark:border-zinc-500 px-4 py-2">{snapshot.coins}</td>
+                                            <td class="border dark:border-zinc-500 px-4 py-2">{snapshot.likes}</td>
+                                            <td class="border dark:border-zinc-500 px-4 py-2">{snapshot.favorites}</td>
+                                            <td class="border dark:border-zinc-500 px-4 py-2">{snapshot.shares}</td>
+                                            <td class="border dark:border-zinc-500 px-4 py-2">{snapshot.danmakus}</td>
+                                            <td class="border dark:border-zinc-500 px-4 py-2">{snapshot.replies}</td>
+                                        </tr>
+                                    ))}
+                                </tbody>
+                            </table>
+                        </div>
+                    ) : (
+                        <p>暂无历史数据。</p>
+                    )
+                }
             </div>
         </div>
     </main>
diff --git a/packages/frontend/tsconfig.json b/packages/frontend/tsconfig.json
index b8575e7..c99a382 100644
--- a/packages/frontend/tsconfig.json
+++ b/packages/frontend/tsconfig.json
@@ -11,6 +11,7 @@
 			"@assets/*": ["src/assets/*"],
 			"@styles": ["src/styles/*"],
 			"@core/*": ["../core/*"]
-		}
+		},
+		"verbatimModuleSyntax": true
 	}
 }