diff --git a/.github/workflows/pg-extension-build.yaml b/.github/workflows/pg-extension-build.yaml
index f509faaa23..466b8e0a7d 100644
--- a/.github/workflows/pg-extension-build.yaml
+++ b/.github/workflows/pg-extension-build.yaml
@@ -94,7 +94,10 @@ jobs:
         shell: bash
         run: |-
           bash scripts/build_scripts/manage_cache.sh download postgres
-          git clone https://github.com/microsoft/vcpkg.git && cd vcpkg && git checkout 6f29f12e82a8293156836ad81cc9bf5af41fe836 && ./bootstrap-vcpkg.sh
+          git clone https://github.com/microsoft/vcpkg.git
+          cd vcpkg
+          git checkout 6f29f12e82a8293156836ad81cc9bf5af41fe836
+          ./bootstrap-vcpkg.sh
 
       - name: install python dependencies
         shell: bash
@@ -110,15 +113,7 @@ jobs:
           python3 scripts/build_pg_ext.py prod --deeplake-static --pg-versions "${PG_VERSION}"
           echo -e "${GREEN}Done.${DEFAULT}"
 
-      - name: install clang-tidy
-        shell: bash
-        run: |-
-          echo -e "${YELLOW}Installing clang-tidy...${DEFAULT}"
-          yum install -y clang-tools-extra
-          clang-tidy --version
-          echo -e "${GREEN}Clang-tidy installed.${DEFAULT}"
-
-      - name: run clang-tidy
+      - name: clang-tidy
         shell: bash
         continue-on-error: true
         run: |-
diff --git a/scripts/build_scripts/manage_cache.sh b/scripts/build_scripts/manage_cache.sh
index 19dfdd5cdb..bcd284d2d5 100755
--- a/scripts/build_scripts/manage_cache.sh
+++ b/scripts/build_scripts/manage_cache.sh
@@ -4,49 +4,49 @@ VCPKG_CACHE_PATH="${VCPKG_CACHE_PATH:-/vcpkg-cache}"
 CACHE_BUCKET="${CACHE_BUCKET:-activeloop-platform-tests}"
 
 if [ "${CREDENTIALS_PATH}" ] && [ -f "${CREDENTIALS_PATH}" ]; then
-	set -a
-	# shellcheck disable=SC1090
-	source "${CREDENTIALS_PATH}"
-	set +a
+  set -a
+  # shellcheck disable=SC1090
+  source "${CREDENTIALS_PATH}"
+  set +a
 fi
 
-case "$(arch)" in
+case "$(uname -m)" in
 "x86_64" | "amd64")
-	ARCH_NAME="x86_64"
-	;;
+  ARCH_NAME="x86_64"
+  ;;
 "aarch64" | "arm64")
-	ARCH_NAME="aarch64"
-	;;
+  ARCH_NAME="aarch64"
+  ;;
 *)
-	echo "Unsupported architecture: $(arch)"
-	exit 1
-	;;
+  echo "Unsupported architecture: $(arch)"
+  exit 1
+  ;;
 esac
 
 CACHE_PREFIX="vcpkg-cache/indra/${ARCH_NAME}"
 
 if [ "${AWS_ENDPOINT_URL}" ]; then
-	__cmd__="s5cmd --endpoint-url ${AWS_ENDPOINT_URL}"
+  __cmd__="s5cmd --endpoint-url ${AWS_ENDPOINT_URL}"
 else
-	__cmd__="s5cmd"
+  __cmd__="s5cmd"
 fi
 
 case "$1" in
 "download")
-	mkdir -p "${VCPKG_CACHE_PATH}"
-	$__cmd__ cp "s3://${CACHE_BUCKET}/${CACHE_PREFIX}/${2}/*" "${VCPKG_CACHE_PATH}/" || {
-		echo -e "\n\n\n[WARN] Failed to download cache: $2\n\n\n"
-		exit 0
-	}
-	;;
+  mkdir -p "${VCPKG_CACHE_PATH}"
+  $__cmd__ cp "s3://${CACHE_BUCKET}/${CACHE_PREFIX}/${2}/*" "${VCPKG_CACHE_PATH}/" || {
+    echo -e "\n\n\n[WARN] Failed to download cache: $2\n\n\n"
+    exit 0
+  }
+  ;;
 "upload")
-	$__cmd__ cp "${VCPKG_CACHE_PATH}/" "s3://${CACHE_BUCKET}/${CACHE_PREFIX}/${2}/" || {
-		echo -e "\n\n\n[WARN] Failed to upload cache: $2\n\n\n"
-		exit 0
-	}
-	;;
+  $__cmd__ cp "${VCPKG_CACHE_PATH}/" "s3://${CACHE_BUCKET}/${CACHE_PREFIX}/${2}/" || {
+    echo -e "\n\n\n[WARN] Failed to upload cache: $2\n\n\n"
+    exit 0
+  }
+  ;;
 *)
-	echo "Unsupported command: $1"
-	exit 1
-	;;
+  echo "Unsupported command: $1"
+  exit 1
+  ;;
 esac
diff --git a/scripts/run_clang_tidy.sh b/scripts/run_clang_tidy.sh
index 74fd878c11..dd59d313de 100755
--- a/scripts/run_clang_tidy.sh
+++ b/scripts/run_clang_tidy.sh
@@ -1,98 +1,92 @@
-#!/bin/bash
+#!/usr/bin/env bash
+
 set -e
 
 # Script to run clang-tidy on pg_deeplake source files
 # Usage: ./scripts/run_clang_tidy.sh [build_dir]
 
-SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
-PROJECT_ROOT="$(cd "${SCRIPT_DIR}/.." && pwd)"
-BUILD_DIR="${1:-${PROJECT_ROOT}/builds/deeplake-pg-dev}"
-
-# Convert BUILD_DIR to absolute path if it's relative
-if [[ "$BUILD_DIR" != /* ]]; then
-    BUILD_DIR="${PROJECT_ROOT}/${BUILD_DIR}"
-fi
+trap "rm -rf ${TEMP_DIR}" EXIT
 
-echo "Running clang-tidy on cpp/deeplake_pg..."
-echo "Build directory: ${BUILD_DIR}"
+function run_tidy() {
+  local output file_warnings file_errors
+  output=$(clang-tidy --header-filter='.*deeplake_pg.*' -p "$BUILD_DIR" "$1" 2>&1 || true)
+  file_warnings=$(echo "$output" | grep -c "deeplake_pg/.*warning:" || true)
+  file_errors=$(echo "$output" | grep -c "deeplake_pg/.*error:" || true)
+  echo "$file|$file_warnings|$file_errors" >"${TEMP_DIR}/${1}.count"
+  if [ "$file_errors" -gt 0 ]; then
+    echo "$output" | grep "deeplake_pg/.*error:" >"${TEMP_DIR}/${1}.output"
+  elif [ "$file_warnings" -gt 0 ]; then
+    echo "$output" | grep "deeplake_pg/.*warning:" >"${TEMP_DIR}/${1}.output"
+  fi
+}
+
+function log() {
+  local level ts
+  level="$1"
+  ts="$(date --utc -Iseconds)"
+  shift
+  printf "[%s] - [%s] - \"%s\"\n" "${level^^}" "${ts}" "$*"
+}
+
+SCRIPT_DIR="$(realpath "$(dirname "${BASH_SOURCE[0]}")")"
+PROJECT_ROOT="$(cd $SCRIPT_DIR && realpath ..)"
+BUILD_DIR="$(realpath "${1:-${PROJECT_ROOT}/builds/deeplake-pg-dev}")"
+
+log info "running clang-tidy on cpp/deeplake_pg..."
+log info "build directory: ${BUILD_DIR}"
 
 if [ ! -f "${BUILD_DIR}/compile_commands.json" ]; then
-    echo "Error: compile_commands.json not found in ${BUILD_DIR}"
-    echo "Please build the project first to generate compile_commands.json"
-    exit 1
+  log error "compile_commands.json not found in ${BUILD_DIR}, please build the project first to generate compile_commands.json"
+  exit 1
 fi
 
 cd "${PROJECT_ROOT}/cpp/deeplake_pg"
-
-# Create temp directory for parallel output
 TEMP_DIR=$(mktemp -d)
-trap "rm -rf ${TEMP_DIR}" EXIT
 
-echo "Running clang-tidy in parallel..."
+log info "running clang-tidy in parallel..."
 
-# Run clang-tidy for each file in parallel
+worker_count="$(nproc)"
 for file in *.cpp; do
-    (
-        OUTPUT=$(clang-tidy --header-filter='.*deeplake_pg.*' -p "$BUILD_DIR" "$file" 2>&1 || true)
-
-        # Count warnings in this file (only in deeplake_pg directory)
-        FILE_WARNINGS=$(echo "$OUTPUT" | grep -c "deeplake_pg/.*warning:" || true)
-        # Count errors in this file
-        FILE_ERRORS=$(echo "$OUTPUT" | grep -c "deeplake_pg/.*error:" || true)
-
-        # Save results to temp file
-        echo "$file|$FILE_WARNINGS|$FILE_ERRORS" > "${TEMP_DIR}/${file}.count"
-
-        if [ "$FILE_ERRORS" -gt 0 ]; then
-            echo "$OUTPUT" | grep "deeplake_pg/.*error:" > "${TEMP_DIR}/${file}.output"
-        elif [ "$FILE_WARNINGS" -gt 0 ]; then
-            echo "$OUTPUT" | grep "deeplake_pg/.*warning:" > "${TEMP_DIR}/${file}.output"
-        fi
-    ) &
+  run_tidy $file &
+  while [ "$(jobs | wc -l)" -ge "$worker_count" ]; do
+    sleep 0.1
+  done
 done
-
-# Wait for all parallel jobs to complete
 wait
 
-echo ""
-echo "Processing results..."
+log info "processing results..."
 
 WARNINGS=0
 ERRORS=0
 
-# Process results in order
 for file in *.cpp; do
-    if [ -f "${TEMP_DIR}/${file}.count" ]; then
-        IFS='|' read -r fname FILE_WARNINGS FILE_ERRORS < "${TEMP_DIR}/${file}.count"
-
-        if [ "$FILE_ERRORS" -gt 0 ]; then
-            echo "❌ $file - has $FILE_ERRORS errors"
-            cat "${TEMP_DIR}/${file}.output"
-            ERRORS=$((ERRORS + FILE_ERRORS))
-        elif [ "$FILE_WARNINGS" -gt 0 ]; then
-            echo "⚠ $file - has $FILE_WARNINGS warnings"
-            cat "${TEMP_DIR}/${file}.output"
-            WARNINGS=$((WARNINGS + FILE_WARNINGS))
-        else
-            echo "✓ $file - no issues"
-        fi
+  if [ -f "${TEMP_DIR}/${file}.count" ]; then
+    IFS='|' read -r fname FILE_WARNINGS FILE_ERRORS <"${TEMP_DIR}/${file}.count"
+
+    if [ "$FILE_ERRORS" -gt 0 ]; then
+      log error "❌ $file - has $FILE_ERRORS errors"
+      cat "${TEMP_DIR}/${file}.output"
+      ERRORS=$((ERRORS + FILE_ERRORS))
+    elif [ "$FILE_WARNINGS" -gt 0 ]; then
+      log warn "⚠ $file - has $FILE_WARNINGS warnings"
+      cat "${TEMP_DIR}/${file}.output"
+      WARNINGS=$((WARNINGS + FILE_WARNINGS))
+    else
+      log info "✓ $file - no issues"
     fi
+  fi
 done
 
-echo ""
-echo "===================="
-echo "Clang-Tidy Summary"
-echo "===================="
-echo "Total warnings: $WARNINGS"
-echo "Total errors: $ERRORS"
+log info "clang-tidy summary: warnings=$WARNINGS errors=$ERRORS"
 
 if [ $ERRORS -gt 0 ]; then
-    echo "❌ Clang-tidy found $ERRORS errors!"
-    exit 1
+  log error "❌ Clang-tidy found $ERRORS errors!"
+  exit 1
 elif [ $WARNINGS -gt 0 ]; then
-    echo "⚠ Clang-tidy found $WARNINGS warnings (non-blocking)"
-    exit 0
+  log warn "⚠ Clang-tidy found $WARNINGS warnings (non-blocking)"
+  exit 0
 else
-    echo "✅ No issues found!"
-    exit 0
+  log info "✅ No issues found!"
+  exit 0
 fi
+
diff --git a/vcpkg b/vcpkg
new file mode 160000
index 0000000000..6f29f12e82
--- /dev/null
+++ b/vcpkg
@@ -0,0 +1 @@
+Subproject commit 6f29f12e82a8293156836ad81cc9bf5af41fe836