diff --git a/.github/workflows/go.yml b/.github/workflows/go.yml
index a0dfb9fea1..7a9a6c0362 100644
--- a/.github/workflows/go.yml
+++ b/.github/workflows/go.yml
@@ -106,7 +106,7 @@ jobs:
           github.event_name == 'push' &&
           github.repository == 'apache/arrow' &&
           github.ref_name == 'main'
-        uses: actions/setup-go@v4
+        uses: actions/setup-go@v6
         with:
           go-version: ${{ matrix.go }}
           cache: true
@@ -139,7 +139,7 @@ jobs:
         with:
           fetch-depth: 0
       - name: Install Go
-        uses: actions/setup-go@v4
+        uses: actions/setup-go@v6
         with:
           go-version: 1.19
           cache: true
@@ -245,7 +245,7 @@ jobs:
           fetch-depth: 0
           submodules: recursive
       - name: Install go
-        uses: actions/setup-go@v4
+        uses: actions/setup-go@v6
         with:
           go-version: ${{ matrix.go }}
           cache: true
@@ -278,7 +278,7 @@ jobs:
           fetch-depth: 0
           submodules: recursive
       - name: Install go
-        uses: actions/setup-go@v4
+        uses: actions/setup-go@v6
         with:
           go-version: ${{ matrix.go }}
           cache: true
@@ -338,7 +338,7 @@ jobs:
           fetch-depth: 0
           submodules: recursive
       - name: Install go
-        uses: actions/setup-go@v4
+        uses: actions/setup-go@v6
         with:
           go-version: ${{ matrix.go }}
           cache: true
@@ -404,7 +404,7 @@ jobs:
           echo "CGO_LDFLAGS=-g -O2 -L$(cygpath --windows ${MINGW_PREFIX}/lib) -L$(cygpath --windows ${MINGW_PREFIX}/bin)" >> $GITHUB_ENV
           echo "MINGW_PREFIX=$(cygpath --windows ${MINGW_PREFIX})" >> $GITHUB_ENV
       - name: Install go
-        uses: actions/setup-go@v4
+        uses: actions/setup-go@v6
         with:
           go-version: '1.19'
           cache: true