Repository: GoogleCloudPlatform/pgadapter
Pull request #1233 (2023-12-05 15:32:03)

build(deps): bump com.google.cloud:google-cloud-spanner-pgadapter from 0.24.0 to 0.27.1 in /benchmarks/latency-comparison/java
Bumps [com.google.cloud:google-cloud-spanner-pgadapter](https://github.com/GoogleCloudPlatform/pgadapter) from 0.24.0 to 0.27.1.
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a href="https://github.com/GoogleCloudPlatform/pgadapter/releases">com.google.cloud:google-cloud-spanner-pgadapter's releases</a>.</em></p>
<blockquote>
<h2>v0.27.1</h2>
<h2><a href="https://github.com/GoogleCloudPlatform/pgadapter/compare/v0.27.0...v0.27.1">0.27.1</a> (2023-11-23)</h2>
<h3>Bug Fixes</h3>
<ul>
<li>re-instante public constructor for ProxyServer (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1216">#1216</a>) (<a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/a8ce6332aeefa4612956bab629721eeb87315d87">a8ce633</a>)</li>
</ul>
<h2>v0.27.0</h2>
<h2><a href="https://github.com/GoogleCloudPlatform/pgadapter/compare/v0.26.0...v0.27.0">0.27.0</a> (2023-11-23)</h2>
<h3>Features</h3>
<ul>
<li>add OpenTelemetry tracing (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1182">#1182</a>) (<a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/26217a3a937d3004813ceeedcca8fe452d1a70d9">26217a3</a>)</li>
<li>support PostgreSQL JDBC 42.7.0 (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1208">#1208</a>) (<a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/425d530d6a54ee18bdef672ae067d5a9772da972">425d530</a>)</li>
</ul>
<h3>Documentation</h3>
<ul>
<li>document emulator usage (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1178">#1178</a>) (<a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/539ea4d44d0de70078ee0f8eab93ac5642362a41">539ea4d</a>)</li>
</ul>
<h2>v0.26.0</h2>
<h2><a href="https://github.com/GoogleCloudPlatform/pgadapter/compare/v0.25.0...v0.26.0">0.26.0</a> (2023-11-07)</h2>
<h3>Features</h3>
<ul>
<li>improve logging of statement execution (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1167">#1167</a>) (<a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/ddc4c04c56a1bba71af7c526971bfff0ff39e751">ddc4c04</a>)</li>
</ul>
<h3>Bug Fixes</h3>
<ul>
<li>replace fully-qualified column names (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1158">#1158</a>) (<a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/aeb2e32e073b392af6c90cb1cdd0980f8723e243">aeb2e32</a>)</li>
</ul>
<h3>Dependencies</h3>
<ul>
<li>update github.com/googlecloudplatform/pgadapter/wrappers/golang digest to d26b77d (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1091">#1091</a>) (<a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/f6c22b69ae38d7e06e710192154c8278744cd308">f6c22b6</a>)</li>
<li>update ycsb dependencies (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1142">#1142</a>) (<a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/7bb4af0fee07c8e38aac2ad9d58a41cbf70e9b69">7bb4af0</a>)</li>
</ul>
<h3>Documentation</h3>
<ul>
<li>add protocol hint to pgbench documentation (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1140">#1140</a>) (<a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/05bed1e486fe78f2bfc85722a01ef94c2f2d2bac">05bed1e</a>)</li>
</ul>
<h2>v0.25.0</h2>
<h2><a href="https://github.com/GoogleCloudPlatform/pgadapter/compare/v0.24.0...v0.25.0">0.25.0</a> (2023-10-14)</h2>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Changelog</summary>
<p><em>Sourced from <a href="https://github.com/GoogleCloudPlatform/pgadapter/blob/postgresql-dialect/CHANGELOG.md">com.google.cloud:google-cloud-spanner-pgadapter's changelog</a>.</em></p>
<blockquote>
<h2><a href="https://github.com/GoogleCloudPlatform/pgadapter/compare/v0.27.0...v0.27.1">0.27.1</a> (2023-11-23)</h2>
<h3>Bug Fixes</h3>
<ul>
<li>re-instante public constructor for ProxyServer (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1216">#1216</a>) (<a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/a8ce6332aeefa4612956bab629721eeb87315d87">a8ce633</a>)</li>
</ul>
<h2><a href="https://github.com/GoogleCloudPlatform/pgadapter/compare/v0.26.0...v0.27.0">0.27.0</a> (2023-11-23)</h2>
<h3>Features</h3>
<ul>
<li>add OpenTelemetry tracing (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1182">#1182</a>) (<a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/26217a3a937d3004813ceeedcca8fe452d1a70d9">26217a3</a>)</li>
<li>support PostgreSQL JDBC 42.7.0 (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1208">#1208</a>) (<a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/425d530d6a54ee18bdef672ae067d5a9772da972">425d530</a>)</li>
</ul>
<h3>Documentation</h3>
<ul>
<li>document emulator usage (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1178">#1178</a>) (<a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/539ea4d44d0de70078ee0f8eab93ac5642362a41">539ea4d</a>)</li>
</ul>
<h2><a href="https://github.com/GoogleCloudPlatform/pgadapter/compare/v0.25.0...v0.26.0">0.26.0</a> (2023-11-07)</h2>
<h3>Features</h3>
<ul>
<li>improve logging of statement execution (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1167">#1167</a>) (<a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/ddc4c04c56a1bba71af7c526971bfff0ff39e751">ddc4c04</a>)</li>
</ul>
<h3>Bug Fixes</h3>
<ul>
<li>replace fully-qualified column names (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1158">#1158</a>) (<a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/aeb2e32e073b392af6c90cb1cdd0980f8723e243">aeb2e32</a>)</li>
</ul>
<h3>Dependencies</h3>
<ul>
<li>update github.com/googlecloudplatform/pgadapter/wrappers/golang digest to d26b77d (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1091">#1091</a>) (<a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/f6c22b69ae38d7e06e710192154c8278744cd308">f6c22b6</a>)</li>
<li>update ycsb dependencies (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1142">#1142</a>) (<a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/7bb4af0fee07c8e38aac2ad9d58a41cbf70e9b69">7bb4af0</a>)</li>
</ul>
<h3>Documentation</h3>
<ul>
<li>add protocol hint to pgbench documentation (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1140">#1140</a>) (<a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/05bed1e486fe78f2bfc85722a01ef94c2f2d2bac">05bed1e</a>)</li>
</ul>
<h2><a href="https://github.com/GoogleCloudPlatform/pgadapter/compare/v0.24.0...v0.25.0">0.25.0</a> (2023-10-14)</h2>
<h3>Features</h3>
<ul>
<li>support drop cascade (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/841">#841</a>) (<a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/0ffa6598120b914737519b45914cc149cedffc77">0ffa659</a>)</li>
</ul>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/63ab1c7fc1ce6fc2d1db61da747c4b6dff04a925"><code>63ab1c7</code></a> chore(postgresql-dialect): release 0.27.1 (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1217">#1217</a>)</li>
<li><a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/a8ce6332aeefa4612956bab629721eeb87315d87"><code>a8ce633</code></a> fix: re-instante public constructor for ProxyServer (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1216">#1216</a>)</li>
<li><a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/1a7a7f5ff2146d2b3d992ab75839cd2ec55ded81"><code>1a7a7f5</code></a> build(deps-dev): bump typescript in /src/test/nodejs/node-postgres (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1201">#1201</a>)</li>
<li><a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/386da2cc216716e6d884456350f4d796e52255b4"><code>386da2c</code></a> chore(postgresql-dialect): release 0.27.1-SNAPSHOT (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1210">#1210</a>)</li>
<li><a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/de8e891e17a2a812d58e40b95349f2428c71ccf7"><code>de8e891</code></a> chore(postgresql-dialect): release 0.27.0 (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1179">#1179</a>)</li>
<li><a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/f5ff10a845641763075167fe57c5c41810b92896"><code>f5ff10a</code></a> build(deps): bump org.codehaus.mojo:exec-maven-plugin (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1190">#1190</a>)</li>
<li><a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/449ef99ef0cb84660aa72a005a05acc2e06d870d"><code>449ef99</code></a> build(deps): bump org.codehaus.mojo:exec-maven-plugin (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1191">#1191</a>)</li>
<li><a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/1f11f695259cc0c32594d02b8a235bd7b9234a3e"><code>1f11f69</code></a> build(deps): bump com.fasterxml.jackson.core:jackson-databind (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1188">#1188</a>)</li>
<li><a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/41549833a96925a23584759059f6068907a70112"><code>4154983</code></a> build(deps-dev): bump typescript in /src/test/nodejs/typeorm/data-test (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1196">#1196</a>)</li>
<li><a href="https://github.com/GoogleCloudPlatform/pgadapter/commit/425d530d6a54ee18bdef672ae067d5a9772da972"><code>425d530</code></a> feat: support PostgreSQL JDBC 42.7.0 (<a href="https://redirect.github.com/GoogleCloudPlatform/pgadapter/issues/1208">#1208</a>)</li>
<li>Additional commits viewable in <a href="https://github.com/GoogleCloudPlatform/pgadapter/compare/v0.24.0...v0.27.1">compare view</a></li>
</ul>
</details>
<br />


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</details>


Patch:
diff --git a/.github/workflows/cloud-storage-build-and-push-assembly.yaml b/.github/workflows/cloud-storage-build-and-push-assembly.yaml
index 82cc98ea..25317072 100644
--- a/.github/workflows/cloud-storage-build-and-push-assembly.yaml
+++ b/.github/workflows/cloud-storage-build-and-push-assembly.yaml
@@ -43,13 +43,13 @@ jobs:
 
       # Upload the assembly to Google Cloud Storage
       - id: 'upload-versioned-file'
-        uses: 'google-github-actions/upload-cloud-storage@v1'
+        uses: 'google-github-actions/upload-cloud-storage@v2'
         with:
           path: ${{ env.assembly }}
           destination: 'pgadapter-jar-releases'
           parent: false
       - id: 'overwrite-current-file'
-        uses: 'google-github-actions/upload-cloud-storage@v1'
+        uses: 'google-github-actions/upload-cloud-storage@v2'
         with:
           path: ${{ env.assembly_current }}
           destination: 'pgadapter-jar-releases'
diff --git a/.github/workflows/cloud-storage-build-and-push.yaml b/.github/workflows/cloud-storage-build-and-push.yaml
index aa78721e..5cda49d0 100644
--- a/.github/workflows/cloud-storage-build-and-push.yaml
+++ b/.github/workflows/cloud-storage-build-and-push.yaml
@@ -40,13 +40,13 @@ jobs:
 
       # Upload the jar to Google Cloud Storage
       - id: 'upload-versioned-file'
-        uses: 'google-github-actions/upload-cloud-storage@v1'
+        uses: 'google-github-actions/upload-cloud-storage@v2'
         with:
           path: ${{ env.uber_jar }}
           destination: 'pgadapter-jar-releases'
           parent: false
       - id: 'overwrite-current-file'
-        uses: 'google-github-actions/upload-cloud-storage@v1'
+        uses: 'google-github-actions/upload-cloud-storage@v2'
         with:
           path: ${{ env.uber_jar_current }}
           destination: 'pgadapter-jar-releases'
diff --git a/.github/workflows/integration-emulator.yaml b/.github/workflows/integration-emulator.yaml
index 854857ec..55a7f4db 100644
--- a/.github/workflows/integration-emulator.yaml
+++ b/.github/workflows/integration-emulator.yaml
@@ -43,7 +43,7 @@ jobs:
           java-version: 17
       - run: java -version
       - name: Setup Go
-        uses: actions/setup-go@v4
+        uses: actions/setup-go@v5
         with:
           go-version: '^1.17.7'
       - run: go version
diff --git a/.github/workflows/integration.yaml b/.github/workflows/integration.yaml
index 681b6196..d80b3125 100644
--- a/.github/workflows/integration.yaml
+++ b/.github/workflows/integration.yaml
@@ -83,7 +83,7 @@ jobs:
           java-version: 17
       - run: java -version
       - name: Setup Go
-        uses: actions/setup-go@v4
+        uses: actions/setup-go@v5
         with:
           go-version: '^1.17.7'
       - run: go version
@@ -106,12 +106,14 @@ jobs:
           psql -h /pg -U postgres -c "CREATE DATABASE pgadapter"
       - name: Run unit tests
         run: mvn test -B -Ptest-all
+      - name: Auth
+        uses: google-github-actions/auth@v2
+        with:
+          credentials_json: ${{ secrets.JSON_SERVICE_ACCOUNT_CREDENTIALS }}
       - name: Setup GCloud
-        uses: google-github-actions/setup-gcloud@v0
+        uses: google-github-actions/setup-gcloud@v2
         with:
           project_id: ${{ secrets.GCP_PROJECT_ID }}
-          service_account_key: ${{ secrets.JSON_SERVICE_ACCOUNT_CREDENTIALS }}
-          export_default_credentials: true
       - name: Run integration tests
         run: mvn verify -B -Dclirr.skip=true -DskipITs=false -DexcludedIntegrationTests="$EXCLUDED_INTEGRATION_TESTS" -DPG_ADAPTER_HOST="https://$GOOGLE_CLOUD_ENDPOINT" -DPG_ADAPTER_INSTANCE="$GOOGLE_CLOUD_INSTANCE" -DPG_ADAPTER_DATABASE="$GOOGLE_CLOUD_DATABASE"
         env:
@@ -123,7 +125,7 @@ jobs:
         uses: codecov/codecov-action@v3
         with:
           directory: ./target/site/jacoco-merged-test-coverage-report
-          fail_ci_if_error: true
+          fail_ci_if_error: false
           flags: all_tests
           name: codecov-umbrella
           path_to_write_report: ./coverage/codecov_report.txt
diff --git a/.github/workflows/units.yaml b/.github/workflows/units.yaml
index bd1bfc75..638ca27b 100644
--- a/.github/workflows/units.yaml
+++ b/.github/workflows/units.yaml
@@ -17,7 +17,7 @@ jobs:
           distribution: zulu
           java-version: ${{matrix.java}}
       - run: java -version
-      - uses: actions/setup-go@v4
+      - uses: actions/setup-go@v5
         with:
           go-version: '1.20.7'
       - run: go version
@@ -64,7 +64,7 @@ jobs:
           distribution: zulu
           java-version: ${{matrix.java}}
       - run: java -version
-      - uses: actions/setup-go@v4
+      - uses: actions/setup-go@v5
         with:
           go-version: '1.20.7'
       - run: go version
@@ -72,7 +72,7 @@ jobs:
         with:
           python-version: '3.9'
       - run: python --version
-      - uses: actions/setup-dotnet@v3
+      - uses: actions/setup-dotnet@v4
         with:
           dotnet-version: '6.0.x'
       - uses: actions/setup-node@v4
diff --git a/README.md b/README.md
index 3da9c19c..116430ba 100644
--- a/README.md
+++ b/README.md
@@ -157,19 +157,16 @@ This option is only available for Java/JVM-based applications.
 
 ```java
 class PGProxyRunner {
-    public static void main() {
-      String[] arguments =
-              new String[] {
-                      "-p",
-                      "my-project",
-                      "-i",
-                      "my-instance",
-                      "-d",
-                      "my-database",
-                      "-c",
-                      "/path/to/credentials.json"
-              };
-      ProxyServer server = new ProxyServer(new OptionsMetadata(arguments));
+  public static void main(String[] args) {
+      OptionsMetadata.Builder builder =
+          OptionsMetadata.newBuilder()
+              .setProject("my-project")
+              .setInstance("my-instance")
+              .setDatabase("my-database")
+              .setCredentialsFile("/path/to/credentials.json")
+              // Start PGAdapter on any available port.
+              .setPort(0);
+      ProxyServer server = new ProxyServer(builder.build());
       server.startServer();
       server.awaitRunning();
     }
diff --git a/benchmarks/latency-comparison/golang/go.mod b/benchmarks/latency-comparison/golang/go.mod
index 6557ec23..40d54ffe 100644
--- a/benchmarks/latency-comparison/golang/go.mod
+++ b/benchmarks/latency-comparison/golang/go.mod
@@ -58,10 +58,10 @@ require (
 	github.com/pkg/errors v0.9.1 // indirect
 	github.com/sirupsen/logrus v1.9.0 // indirect
 	go.opencensus.io v0.24.0 // indirect
-	golang.org/x/crypto v0.14.0 // indirect
+	golang.org/x/crypto v0.17.0 // indirect
 	golang.org/x/net v0.17.0 // indirect
-	golang.org/x/sys v0.13.0 // indirect
-	golang.org/x/text v0.13.0 // indirect
+	golang.org/x/sys v0.15.0 // indirect
+	golang.org/x/text v0.14.0 // indirect
 	golang.org/x/xerrors v0.0.0-20220907171357-04be3eba64a2 // indirect
 	google.golang.org/appengine v1.6.7 // indirect
 	google.golang.org/genproto v0.0.0-20230410155749-daa745c078e1 // indirect
diff --git a/benchmarks/latency-comparison/golang/go.sum b/benchmarks/latency-comparison/golang/go.sum
index 3b9ce8c6..ee40a369 100644
--- a/benchmarks/latency-comparison/golang/go.sum
+++ b/benchmarks/latency-comparison/golang/go.sum
@@ -279,8 +279,8 @@ golang.org/x/crypto v0.0.0-20210616213533-5ff15b29337e/go.mod h1:GvvjBRRGRdwPK5y
 golang.org/x/crypto v0.0.0-20210711020723-a769d52b0f97/go.mod h1:GvvjBRRGRdwPK5ydBHafDWAxML/pGHZbMvKqRZ5+Abc=
 golang.org/x/crypto v0.0.0-20210921155107-089bfa567519/go.mod h1:GvvjBRRGRdwPK5ydBHafDWAxML/pGHZbMvKqRZ5+Abc=
 golang.org/x/crypto v0.6.0/go.mod h1:OFC/31mSvZgRz0V1QTNCzfAI1aIRzbiufJtkMIlEp58=
-golang.org/x/crypto v0.14.0 h1:wBqGXzWJW6m1XrIKlAH0Hs1JJ7+9KBwnIO8v66Q9cHc=
-golang.org/x/crypto v0.14.0/go.mod h1:MVFd36DqK4CsrnJYDkBA3VC4m2GkXAM0PvzMCn4JQf4=
+golang.org/x/crypto v0.17.0 h1:r8bRNjWL3GshPW3gkd+RpvzWrZAwPS49OmTGZ/uhM4k=
+golang.org/x/crypto v0.17.0/go.mod h1:gCAAfMLgwOJRpTjQ2zCCt2OcSfYMTeZVSRtQlPC7Nq4=
 golang.org/x/exp v0.0.0-20190121172915-509febef88a4/go.mod h1:CJ0aWSM057203Lf6IL+f9T1iT9GByDxfZKAQTCR3kQA=
 golang.org/x/lint v0.0.0-20181026193005-c67002cb31c3/go.mod h1:UVdnD1Gm6xHRNCYTkRU2/jEulfH38KcIWyp/GAMgvoE=
 golang.org/x/lint v0.0.0-20190227174305-5b3e6a55c961/go.mod h1:wehouNa3lNwaWXcvxsM5YxQ5yQlVC4a0KAMCusXpPoU=
@@ -343,8 +343,8 @@ golang.org/x/sys v0.0.0-20220520151302-bc2c85ada10a/go.mod h1:oPkhp1MJrh7nUepCBc
 golang.org/x/sys v0.0.0-20220715151400-c0bba94af5f8/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220722155257-8c9f86f7a55f/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.5.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.13.0 h1:Af8nKPmuFypiUBjVoU9V20FiaFXOcuZI21p0ycVYYGE=
-golang.org/x/sys v0.13.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
+golang.org/x/sys v0.15.0 h1:h48lPFYpsTvQJZF4EKyI4aLHaev3CxivZmv7yZig9pc=
+golang.org/x/sys v0.15.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
 golang.org/x/term v0.0.0-20201117132131-f5c789dd3221/go.mod h1:Nr5EML6q2oocZ2LXRh80K7BxOlk5/8JxuGnuhpl+muw=
 golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo=
 golang.org/x/term v0.0.0-20210927222741-03fcf44c2211/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8=
@@ -356,8 +356,8 @@ golang.org/x/text v0.3.4/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
 golang.org/x/text v0.3.6/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
 golang.org/x/text v0.3.7/go.mod h1:u+2+/6zg+i71rQMx5EYifcz6MCKuco9NR6JIITiCfzQ=
 golang.org/x/text v0.7.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
-golang.org/x/text v0.13.0 h1:ablQoSUd0tRdKxZewP80B+BaqeKJuVhuRxj/dkrun3k=
-golang.org/x/text v0.13.0/go.mod h1:TvPlkZtksWOMsz7fbANvkp4WM8x/WCo/om8BMLbz+aE=
+golang.org/x/text v0.14.0 h1:ScX5w1eTa3QqT8oi6+ziP7dTV1S2+ALU0bI+0zXKWiQ=
+golang.org/x/text v0.14.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU=
 golang.org/x/time v0.0.0-20220210224613-90d013bbcef8 h1:vVKdlvoWBphwdxWKrFZEuM0kGgGLxUOYcY4U/2Vjg44=
 golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
 golang.org/x/tools v0.0.0-20190114222345-bf090417da8b/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
diff --git a/benchmarks/latency-comparison/java/pom.xml b/benchmarks/latency-comparison/java/pom.xml
index 4300fda5..beafeca9 100644
--- a/benchmarks/latency-comparison/java/pom.xml
+++ b/benchmarks/latency-comparison/java/pom.xml
@@ -47,12 +47,12 @@
     <dependency>
       <groupId>com.google.cloud</groupId>
       <artifactId>google-cloud-spanner-pgadapter</artifactId>
-      <version>0.24.0</version>
+      <version>0.27.1</version>
     </dependency>
     <dependency>
       <groupId>com.google.cloud</groupId>
       <artifactId>google-cloud-spanner-jdbc</artifactId>
-      <version>2.13.4</version>
+      <version>2.15.0</version>
       <exclusions>
         <exclusion>
           <groupId>com.google.cloud</groupId>
@@ -63,7 +63,7 @@
     <dependency>
       <groupId>org.postgresql</groupId>
       <artifactId>postgresql</artifactId>
-      <version>42.6.0</version>
+      <version>42.7.1</version>
       <scope>compile</scope>
     </dependency>
     <dependency>
diff --git a/benchmarks/ycsb/Dockerfile b/benchmarks/ycsb/Dockerfile
index 6833f3de..43bcf5f5 100644
--- a/benchmarks/ycsb/Dockerfile
+++ b/benchmarks/ycsb/Dockerfile
@@ -18,7 +18,9 @@ RUN mvn package -Passembly -DskipTests
 
 
 # Docker image for the YCSB runner.
-FROM gcr.io/google.com/cloudsdktool/google-cloud-cli:slim
+# We pin the version to 455.0.0, because YCSB requires Python 2.x, and this is the last
+# version of the gcloud-cli Docker image that supports Python 2.x.
+FROM gcr.io/google.com/cloudsdktool/google-cloud-cli:455.0.0-slim
 
 RUN apt update && apt -y install postgresql-client
 RUN apt -y install default-jre
diff --git a/pom.xml b/pom.xml
index ceb96ed2..581384af 100644
--- a/pom.xml
+++ b/pom.xml
@@ -53,7 +53,7 @@
   <parent>
     <groupId>com.google.cloud</groupId>
     <artifactId>google-cloud-shared-config</artifactId>
-    <version>1.5.8</version>
+    <version>1.7.1</version>
   </parent>
   <scm>
     <connection>scm:git:git@github.com:GoogleCloudPlatform/pgadapter.git</connection>
diff --git a/samples/cloud-run/golang/go.mod b/samples/cloud-run/golang/go.mod
index 4fd40db0..2ec034c6 100644
--- a/samples/cloud-run/golang/go.mod
+++ b/samples/cloud-run/golang/go.mod
@@ -7,6 +7,6 @@ require github.com/jackc/pgx/v5 v5.3.1
 require (
 	github.com/jackc/pgpassfile v1.0.0 // indirect
 	github.com/jackc/pgservicefile v0.0.0-20221227161230-091c0ba34f0a // indirect
-	golang.org/x/crypto v0.6.0 // indirect
-	golang.org/x/text v0.7.0 // indirect
+	golang.org/x/crypto v0.17.0 // indirect
+	golang.org/x/text v0.14.0 // indirect
 )
diff --git a/samples/cloud-run/golang/go.sum b/samples/cloud-run/golang/go.sum
index aa207a3b..0aa66050 100644
--- a/samples/cloud-run/golang/go.sum
+++ b/samples/cloud-run/golang/go.sum
@@ -12,10 +12,10 @@ github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+
 github.com/stretchr/testify v1.3.0/go.mod h1:M5WIy9Dh21IEIfnGCwXGc5bZfKNJtfHm1UVUgZn+9EI=
 github.com/stretchr/testify v1.7.0/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
 github.com/stretchr/testify v1.8.1 h1:w7B6lhMri9wdJUVmEZPGGhZzrYTPvgJArz7wNPgYKsk=
-golang.org/x/crypto v0.6.0 h1:qfktjS5LUO+fFKeJXZ+ikTRijMmljikvG68fpMMruSc=
-golang.org/x/crypto v0.6.0/go.mod h1:OFC/31mSvZgRz0V1QTNCzfAI1aIRzbiufJtkMIlEp58=
-golang.org/x/text v0.7.0 h1:4BRB4x83lYWy72KwLD/qYDuTu7q9PjSagHvijDw7cLo=
-golang.org/x/text v0.7.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
+golang.org/x/crypto v0.17.0 h1:r8bRNjWL3GshPW3gkd+RpvzWrZAwPS49OmTGZ/uhM4k=
+golang.org/x/crypto v0.17.0/go.mod h1:gCAAfMLgwOJRpTjQ2zCCt2OcSfYMTeZVSRtQlPC7Nq4=
+golang.org/x/text v0.14.0 h1:ScX5w1eTa3QqT8oi6+ziP7dTV1S2+ALU0bI+0zXKWiQ=
+golang.org/x/text v0.14.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
diff --git a/samples/golang/cloud-run/go.mod b/samples/golang/cloud-run/go.mod
index 4fd40db0..2ec034c6 100644
--- a/samples/golang/cloud-run/go.mod
+++ b/samples/golang/cloud-run/go.mod
@@ -7,6 +7,6 @@ require github.com/jackc/pgx/v5 v5.3.1
 require (
 	github.com/jackc/pgpassfile v1.0.0 // indirect
 	github.com/jackc/pgservicefile v0.0.0-20221227161230-091c0ba34f0a // indirect
-	golang.org/x/crypto v0.6.0 // indirect
-	golang.org/x/text v0.7.0 // indirect
+	golang.org/x/crypto v0.17.0 // indirect
+	golang.org/x/text v0.14.0 // indirect
 )
diff --git a/samples/golang/cloud-run/go.sum b/samples/golang/cloud-run/go.sum
index aa207a3b..0aa66050 100644
--- a/samples/golang/cloud-run/go.sum
+++ b/samples/golang/cloud-run/go.sum
@@ -12,10 +12,10 @@ github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+
 github.com/stretchr/testify v1.3.0/go.mod h1:M5WIy9Dh21IEIfnGCwXGc5bZfKNJtfHm1UVUgZn+9EI=
 github.com/stretchr/testify v1.7.0/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
 github.com/stretchr/testify v1.8.1 h1:w7B6lhMri9wdJUVmEZPGGhZzrYTPvgJArz7wNPgYKsk=
-golang.org/x/crypto v0.6.0 h1:qfktjS5LUO+fFKeJXZ+ikTRijMmljikvG68fpMMruSc=
-golang.org/x/crypto v0.6.0/go.mod h1:OFC/31mSvZgRz0V1QTNCzfAI1aIRzbiufJtkMIlEp58=
-golang.org/x/text v0.7.0 h1:4BRB4x83lYWy72KwLD/qYDuTu7q9PjSagHvijDw7cLo=
-golang.org/x/text v0.7.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
+golang.org/x/crypto v0.17.0 h1:r8bRNjWL3GshPW3gkd+RpvzWrZAwPS49OmTGZ/uhM4k=
+golang.org/x/crypto v0.17.0/go.mod h1:gCAAfMLgwOJRpTjQ2zCCt2OcSfYMTeZVSRtQlPC7Nq4=
+golang.org/x/text v0.14.0 h1:ScX5w1eTa3QqT8oi6+ziP7dTV1S2+ALU0bI+0zXKWiQ=
+golang.org/x/text v0.14.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
diff --git a/samples/golang/gorm/go.mod b/samples/golang/gorm/go.mod
index 432f392a..d2775626 100644
--- a/samples/golang/gorm/go.mod
+++ b/samples/golang/gorm/go.mod
@@ -6,7 +6,7 @@ require (
 	github.com/GoogleCloudPlatform/pgadapter/wrappers/golang v0.0.0-20231004063709-d26b77dee708
 	github.com/google/uuid v1.4.0
 	github.com/shopspring/decimal v1.3.1
-	github.com/testcontainers/testcontainers-go v0.26.0
+	github.com/testcontainers/testcontainers-go v0.27.0
 	github.com/testcontainers/testcontainers-go/modules/postgres v0.26.0
 	gorm.io/datatypes v1.2.0
 	gorm.io/driver/postgres v1.5.4
@@ -14,14 +14,14 @@ require (
 )
 
 require (
-	cloud.google.com/go/compute v1.19.1 // indirect
+	cloud.google.com/go/compute v1.21.0 // indirect
 	cloud.google.com/go/compute/metadata v0.2.3 // indirect
 	dario.cat/mergo v1.0.0 // indirect
 	github.com/Azure/go-ansiterm v0.0.0-20210617225240-d185dfc1b5a1 // indirect
 	github.com/Microsoft/go-winio v0.6.1 // indirect
-	github.com/Microsoft/hcsshim v0.11.1 // indirect
+	github.com/Microsoft/hcsshim v0.11.4 // indirect
 	github.com/cenkalti/backoff/v4 v4.2.1 // indirect
-	github.com/containerd/containerd v1.7.7 // indirect
+	github.com/containerd/containerd v1.7.11 // indirect
 	github.com/containerd/log v0.1.0 // indirect
 	github.com/cpuguy83/dockercfg v0.3.1 // indirect
 	github.com/docker/distribution v2.8.2+incompatible // indirect
@@ -49,23 +49,23 @@ require (
 	github.com/opencontainers/runc v1.1.5 // indirect
 	github.com/pkg/errors v0.9.1 // indirect
 	github.com/power-devops/perfstat v0.0.0-20210106213030-5aafc221ea8c // indirect
-	github.com/shirou/gopsutil/v3 v3.23.9 // indirect
+	github.com/shirou/gopsutil/v3 v3.23.11 // indirect
 	github.com/shoenig/go-m1cpu v0.1.6 // indirect
 	github.com/sirupsen/logrus v1.9.3 // indirect
 	github.com/tklauser/go-sysconf v0.3.12 // indirect
 	github.com/tklauser/numcpus v0.6.1 // indirect
 	github.com/yusufpapurcu/wmi v1.2.3 // indirect
-	golang.org/x/crypto v0.14.0 // indirect
+	golang.org/x/crypto v0.17.0 // indirect
 	golang.org/x/exp v0.0.0-20230510235704-dd950f8aeaea // indirect
-	golang.org/x/mod v0.9.0 // indirect
+	golang.org/x/mod v0.11.0 // indirect
 	golang.org/x/net v0.17.0 // indirect
-	golang.org/x/oauth2 v0.9.0 // indirect
-	golang.org/x/sys v0.13.0 // indirect
-	golang.org/x/text v0.13.0 // indirect
-	golang.org/x/tools v0.7.0 // indirect
+	golang.org/x/oauth2 v0.10.0 // indirect
+	golang.org/x/sys v0.15.0 // indirect
+	golang.org/x/text v0.14.0 // indirect
+	golang.org/x/tools v0.10.0 // indirect
 	google.golang.org/appengine v1.6.7 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20230525234030-28d5490b6b19 // indirect
-	google.golang.org/grpc v1.57.1 // indirect
-	google.golang.org/protobuf v1.30.0 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20230711160842-782d3b101e98 // indirect
+	google.golang.org/grpc v1.58.3 // indirect
+	google.golang.org/protobuf v1.31.0 // indirect
 	gorm.io/driver/mysql v1.4.7 // indirect
 )
diff --git a/samples/golang/gorm/go.sum b/samples/golang/gorm/go.sum
index fc3d2f15..b67aef3d 100644
--- a/samples/golang/gorm/go.sum
+++ b/samples/golang/gorm/go.sum
@@ -1,5 +1,5 @@
-cloud.google.com/go/compute v1.19.1 h1:am86mquDUgjGNWxiGn+5PGLbmgiWXlE/yNWpIpNvuXY=
-cloud.google.com/go/compute v1.19.1/go.mod h1:6ylj3a05WF8leseCdIf77NK0g1ey+nj5IKd5/kvShxE=
+cloud.google.com/go/compute v1.21.0 h1:JNBsyXVoOoNJtTQcnEY5uYpZIbeCTYIeDe0Xh1bySMk=
+cloud.google.com/go/compute v1.21.0/go.mod h1:4tCnrn48xsqlwSAiLf1HXMQk8CONslYbdiEZc9FEIbM=
 cloud.google.com/go/compute/metadata v0.2.3 h1:mg4jlk7mCAj6xXp9UJ4fjI9VUI5rubuGBW5aJ7UnBMY=
 cloud.google.com/go/compute/metadata v0.2.3/go.mod h1:VAV5nSsACxMJvgaAuX6Pk2AawlZn8kiOGuCv6gTkwuA=
 dario.cat/mergo v1.0.0 h1:AGCNq9Evsj31mOgNPcLyXc+4PNABt905YmuqPYYpBWk=
@@ -13,15 +13,15 @@ github.com/GoogleCloudPlatform/pgadapter/wrappers/golang v0.0.0-20231004063709-d
 github.com/GoogleCloudPlatform/pgadapter/wrappers/golang v0.0.0-20231004063709-d26b77dee708/go.mod h1:Gd5VX+mfZV39bDbosomvY6oja55CNEm3oyEwe2Jo7Qg=
 github.com/Microsoft/go-winio v0.6.1 h1:9/kr64B9VUZrLm5YYwbGtUJnMgqWVOdUAXu6Migciow=
 github.com/Microsoft/go-winio v0.6.1/go.mod h1:LRdKpFKfdobln8UmuiYcKPot9D2v6svN5+sAH+4kjUM=
-github.com/Microsoft/hcsshim v0.11.1 h1:hJ3s7GbWlGK4YVV92sO88BQSyF4ZLVy7/awqOlPxFbA=
-github.com/Microsoft/hcsshim v0.11.1/go.mod h1:nFJmaO4Zr5Y7eADdFOpYswDDlNVbvcIJJNJLECr5JQg=
+github.com/Microsoft/hcsshim v0.11.4 h1:68vKo2VN8DE9AdN4tnkWnmdhqdbpUFM8OF3Airm7fz8=
+github.com/Microsoft/hcsshim v0.11.4/go.mod h1:smjE4dvqPX9Zldna+t5FG3rnoHhaB7QYxPRqGcpAD9w=
 github.com/cenkalti/backoff/v4 v4.2.1 h1:y4OZtCnogmCPw98Zjyt5a6+QwPLGkiQsYW5oUqylYbM=
 github.com/cenkalti/backoff/v4 v4.2.1/go.mod h1:Y3VNntkOUPxTVeUxJ/G5vcM//AlwfmyYozVcomhLiZE=
 github.com/checkpoint-restore/go-criu/v5 v5.3.0/go.mod h1:E/eQpaFtUKGOOSEBZgmKAcn+zUUwWxqcaKZlF54wK8E=
 github.com/cilium/ebpf v0.7.0/go.mod h1:/oI2+1shJiTGAMgl6/RgJr36Eo1jzrRcAWbcXO2usCA=
 github.com/containerd/console v1.0.3/go.mod h1:7LqA/THxQ86k76b8c/EMSiaJ3h1eZkMkXar0TQ1gf3U=
-github.com/containerd/containerd v1.7.7 h1:QOC2K4A42RQpcrZyptP6z9EJZnlHfHJUfZrAAHe15q4=
-github.com/containerd/containerd v1.7.7/go.mod h1:3c4XZv6VeT9qgf9GMTxNTMFxGJrGpI2vz1yk4ye+YY8=
+github.com/containerd/containerd v1.7.11 h1:lfGKw3eU35sjV0aG2eYZTiwFEY1pCzxdzicHP3SZILw=
+github.com/containerd/containerd v1.7.11/go.mod h1:5UluHxHTX2rdvYuZ5OJTC5m/KJNs0Zs9wVoJm9zf5ZE=
 github.com/containerd/log v0.1.0 h1:TCJt7ioM2cr/tfR8GPbGf9/VRAX8D2B4PjzCpfX540I=
 github.com/containerd/log v0.1.0/go.mod h1:VRRf09a7mHDIRezVKTRCrOq78v577GXq3bSa3EhrzVo=
 github.com/coreos/go-systemd/v22 v22.3.2/go.mod h1:Y58oyj3AT4RCenI/lSvhwexgC+NSVTIJ3seZv2GcEnc=
@@ -63,8 +63,9 @@ github.com/golang/protobuf v1.5.3/go.mod h1:XVQd3VNwM+JqD3oG2Ue2ip4fOMUkwXdXDdiu
 github.com/google/go-cmp v0.5.4/go.mod h1:v8dTdLbMG2kIc/vJvl+f65V22dbkXbowE6jgT/gNBxE=
 github.com/google/go-cmp v0.5.5/go.mod h1:v8dTdLbMG2kIc/vJvl+f65V22dbkXbowE6jgT/gNBxE=
 github.com/google/go-cmp v0.5.6/go.mod h1:v8dTdLbMG2kIc/vJvl+f65V22dbkXbowE6jgT/gNBxE=
-github.com/google/go-cmp v0.5.9 h1:O2Tfq5qg4qc4AmwVlvv0oLiVAGB7enBSJ2x2DqQFi38=
 github.com/google/go-cmp v0.5.9/go.mod h1:17dUlkBOakJ0+DkrSSNjCkIjxS6bF9zb3elmeNGIjoY=
+github.com/google/go-cmp v0.6.0 h1:ofyhxvXcZhMsU5ulbFiLKl/XBFqE1GSq7atu8tAmTRI=
+github.com/google/go-cmp v0.6.0/go.mod h1:17dUlkBOakJ0+DkrSSNjCkIjxS6bF9zb3elmeNGIjoY=
 github.com/google/uuid v1.4.0 h1:MtMxsa51/r9yyhkyLsVeVt0B+BGQZzpQiTQ4eHZ8bc4=
 github.com/google/uuid v1.4.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
 github.com/jackc/pgpassfile v1.0.0 h1:/6Hmqy13Ss2zCq62VdNG8tM1wchn8zjSGOBJ6icpsIM=
@@ -121,8 +122,8 @@ github.com/power-devops/perfstat v0.0.0-20210106213030-5aafc221ea8c h1:ncq/mPwQF
 github.com/power-devops/perfstat v0.0.0-20210106213030-5aafc221ea8c/go.mod h1:OmDBASR4679mdNQnz2pUhc2G8CO2JrUAVFDRBDP/hJE=
 github.com/russross/blackfriday/v2 v2.0.1/go.mod h1:+Rmxgy9KzJVeS9/2gXHxylqXiyQDYRxCVz55jmeOWTM=
 github.com/seccomp/libseccomp-golang v0.9.2-0.20220502022130-f33da4d89646/go.mod h1:JA8cRccbGaA1s33RQf7Y1+q9gHmZX1yB/z9WDN1C6fg=
-github.com/shirou/gopsutil/v3 v3.23.9 h1:ZI5bWVeu2ep4/DIxB4U9okeYJ7zp/QLTO4auRb/ty/E=
-github.com/shirou/gopsutil/v3 v3.23.9/go.mod h1:x/NWSb71eMcjFIO0vhyGW5nZ7oSIgVjrCnADckb85GA=
+github.com/shirou/gopsutil/v3 v3.23.11 h1:i3jP9NjCPUz7FiZKxlMnODZkdSIp2gnzfrvsu9CuWEQ=
+github.com/shirou/gopsutil/v3 v3.23.11/go.mod h1:1FrWgea594Jp7qmjHUUPlJDTPgcsb9mGnXDxavtikzM=
 github.com/shoenig/go-m1cpu v0.1.6 h1:nxdKQNcEB6vzgA2E2bvzKIYRuNj7XNJ4S/aRSwKzFtM=
 github.com/shoenig/go-m1cpu v0.1.6/go.mod h1:1JJMcUBvfNwpq05QDQVAnx3gUHr9IYF7GNg9SUEw2VQ=
 github.com/shoenig/test v0.6.4 h1:kVTaSd7WLz5WZ2IaoM0RSzRsUD+m8wRR+5qvntpn4LU=
@@ -144,8 +145,8 @@ github.com/stretchr/testify v1.8.0/go.mod h1:yNjHg4UonilssWZ8iaSj1OCr/vHnekPRkoO
 github.com/stretchr/testify v1.8.4 h1:CcVxjf3Q8PM0mHUKJCdn+eZZtm5yQwehR5yeSVQQcUk=
 github.com/stretchr/testify v1.8.4/go.mod h1:sz/lmYIOXD/1dqDmKjjqLyZ2RngseejIcXlSw2iwfAo=
 github.com/syndtr/gocapability v0.0.0-20200815063812-42c35b437635/go.mod h1:hkRG7XYTFWNJGYcbNJQlaLq0fg1yr4J4t/NcTQtrfww=
-github.com/testcontainers/testcontainers-go v0.26.0 h1:uqcYdoOHBy1ca7gKODfBd9uTHVK3a7UL848z09MVZ0c=
-github.com/testcontainers/testcontainers-go v0.26.0/go.mod h1:ICriE9bLX5CLxL9OFQ2N+2N+f+803LNJ1utJb1+Inx0=
+github.com/testcontainers/testcontainers-go v0.27.0 h1:IeIrJN4twonTDuMuBNQdKZ+K97yd7VrmNGu+lDpYcDk=
+github.com/testcontainers/testcontainers-go v0.27.0/go.mod h1:+HgYZcd17GshBUZv9b+jKFJ198heWPQq3KQIp2+N+7U=
 github.com/testcontainers/testcontainers-go/modules/postgres v0.26.0 h1:I5UydATCgDjdOjhKy2ztjw3EhzKgug6xsVzmJ129+wQ=
 github.com/testcontainers/testcontainers-go/modules/postgres v0.26.0/go.mod h1:2p5a6shxPWQkSjErw6z5Sq/6DF1lMq7OnBX5R6EQrII=
 github.com/tklauser/go-sysconf v0.3.12 h1:0QaGUFOdQaIVdPgfITYzaTegZvdCjmYO52cSFAEVmqU=
@@ -162,14 +163,14 @@ github.com/yusufpapurcu/wmi v1.2.3/go.mod h1:SBZ9tNy3G9/m5Oi98Zks0QjeHVDvuK0qfxQ
 golang.org/x/crypto v0.0.0-20190308221718-c2843e01d9a2/go.mod h1:djNgcEr1/C05ACkg1iLfiJU5Ep61QUkGW8qpdssI0+w=
 golang.org/x/crypto v0.0.0-20191011191535-87dc89f01550/go.mod h1:yigFU9vqHzYiE8UmvKecakEJjdnWj3jj499lnFckfCI=
 golang.org/x/crypto v0.0.0-20200622213623-75b288015ac9/go.mod h1:LzIPMQfyMNhhGPhUkYOs5KpL4U8rLKemX1yGLhDgUto=
-golang.org/x/crypto v0.14.0 h1:wBqGXzWJW6m1XrIKlAH0Hs1JJ7+9KBwnIO8v66Q9cHc=
-golang.org/x/crypto v0.14.0/go.mod h1:MVFd36DqK4CsrnJYDkBA3VC4m2GkXAM0PvzMCn4JQf4=
+golang.org/x/crypto v0.17.0 h1:r8bRNjWL3GshPW3gkd+RpvzWrZAwPS49OmTGZ/uhM4k=
+golang.org/x/crypto v0.17.0/go.mod h1:gCAAfMLgwOJRpTjQ2zCCt2OcSfYMTeZVSRtQlPC7Nq4=
 golang.org/x/exp v0.0.0-20230510235704-dd950f8aeaea h1:vLCWI/yYrdEHyN2JzIzPO3aaQJHQdp89IZBA/+azVC4=
 golang.org/x/exp v0.0.0-20230510235704-dd950f8aeaea/go.mod h1:V1LtkGg67GoY2N1AnLN78QLrzxkLyJw7RJb1gzOOz9w=
 golang.org/x/mod v0.2.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
 golang.org/x/mod v0.3.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
-golang.org/x/mod v0.9.0 h1:KENHtAZL2y3NLMYZeHY9DW8HW8V+kQyJsY/V9JlKvCs=
-golang.org/x/mod v0.9.0/go.mod h1:iBbtSCu2XBx23ZKBPSOrRkjjQPZFPuis4dIYUhu/chs=
+golang.org/x/mod v0.11.0 h1:bUO06HqtnRcc/7l71XBe4WcqTZ+3AH1J59zWDDwLKgU=
+golang.org/x/mod v0.11.0/go.mod h1:iBbtSCu2XBx23ZKBPSOrRkjjQPZFPuis4dIYUhu/chs=
 golang.org/x/net v0.0.0-20190404232315-eb5bcb51f2a3/go.mod h1:t9HGtf8HONx5eT2rtn7q6eTqICYqUVnKs3thJo3Qplg=
 golang.org/x/net v0.0.0-20190603091049-60506f45cf65/go.mod h1:HSz+uSET+XFnRR8LxR5pz3Of3rY3CfYBVs4xY44aLks=
 golang.org/x/net v0.0.0-20190620200207-3b0461eec859/go.mod h1:z5CRVTTTmAJ677TzLLGU+0bjPO0LkuOLi4/5GtJWs/s=
@@ -178,8 +179,8 @@ golang.org/x/net v0.0.0-20201021035429-f5854403a974/go.mod h1:sp8m0HH+o8qH0wwXwY
 golang.org/x/net v0.0.0-20201224014010-6772e930b67b/go.mod h1:m0MpNAwzfU5UDzcl9v0D8zg8gWTRqZa9RBIspLL5mdg=
 golang.org/x/net v0.17.0 h1:pVaXccu2ozPjCXewfr1S7xza/zcXTity9cCdXQYSjIM=
 golang.org/x/net v0.17.0/go.mod h1:NxSsAGuq816PNPmqtQdLE42eU2Fs7NoRIZrHJAlaCOE=
-golang.org/x/oauth2 v0.9.0 h1:BPpt2kU7oMRq3kCHAA1tbSEshXRw1LpG2ztgDwrzuAs=
-golang.org/x/oauth2 v0.9.0/go.mod h1:qYgFZaFiu6Wg24azG8bdV52QJXJGbZzIIsRCdVKzbLw=
+golang.org/x/oauth2 v0.10.0 h1:zHCpF2Khkwy4mMB4bv0U37YtJdTGW8jI0glAApi0Kh8=
+golang.org/x/oauth2 v0.10.0/go.mod h1:kTpgurOux7LqtuxjuyZa4Gj2gdezIt/jQtGnNFfypQI=
 golang.org/x/sync v0.0.0-20190423024810-112230192c58/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20190911185100-cd5d95a43a6e/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20201020160332-67f06af15bc9/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
@@ -202,38 +203,37 @@ golang.org/x/sys v0.0.0-20211116061358-0a5406a5449c/go.mod h1:oPkhp1MJrh7nUepCBc
 golang.org/x/sys v0.0.0-20220715151400-c0bba94af5f8/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.8.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.11.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.12.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.13.0 h1:Af8nKPmuFypiUBjVoU9V20FiaFXOcuZI21p0ycVYYGE=
-golang.org/x/sys v0.13.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
+golang.org/x/sys v0.15.0 h1:h48lPFYpsTvQJZF4EKyI4aLHaev3CxivZmv7yZig9pc=
+golang.org/x/sys v0.15.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
 golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo=
 golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
 golang.org/x/text v0.3.2/go.mod h1:bEr9sfX3Q8Zfm5fL9x+3itogRgK3+ptLWKqgva+5dAk=
 golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
-golang.org/x/text v0.13.0 h1:ablQoSUd0tRdKxZewP80B+BaqeKJuVhuRxj/dkrun3k=
-golang.org/x/text v0.13.0/go.mod h1:TvPlkZtksWOMsz7fbANvkp4WM8x/WCo/om8BMLbz+aE=
+golang.org/x/text v0.14.0 h1:ScX5w1eTa3QqT8oi6+ziP7dTV1S2+ALU0bI+0zXKWiQ=
+golang.org/x/text v0.14.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU=
 golang.org/x/time v0.3.0 h1:rg5rLMjNzMS1RkNLzCG38eapWhnYLFYXDXj2gOlr8j4=
 golang.org/x/time v0.3.0/go.mod h1:tRJNPiyCQ0inRvYxbN9jk5I+vvW/OXSQhTDSoE431IQ=
 golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
 golang.org/x/tools v0.0.0-20191119224855-298f0cb1881e/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
 golang.org/x/tools v0.0.0-20200619180055-7c47624df98f/go.mod h1:EkVYQZoAsY45+roYkvgYkIh4xh/qjgUK9TdY2XT94GE=
 golang.org/x/tools v0.0.0-20210106214847-113979e3529a/go.mod h1:emZCQorbCU4vsT4fOWvOPXz4eW1wZW4PmDk9uLelYpA=
-golang.org/x/tools v0.7.0 h1:W4OVu8VVOaIO0yzWMNdepAulS7YfoS3Zabrm8DOXXU4=
-golang.org/x/tools v0.7.0/go.mod h1:4pg6aUX35JBAogB10C9AtvVL+qowtN4pT3CGSQex14s=
+golang.org/x/tools v0.10.0 h1:tvDr/iQoUqNdohiYm0LmmKcBk+q86lb9EprIUFhHHGg=
+golang.org/x/tools v0.10.0/go.mod h1:UJwyiVBsOA2uwvK/e5OY3GTpDUJriEd+/YlqAwLPmyM=
 golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20191011141410-1b5146add898/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20200804184101-5ec99f83aff1/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 google.golang.org/appengine v1.6.7 h1:FZR1q0exgwxzPzp/aF+VccGrSfxfPpkBqjIIEq3ru6c=
 google.golang.org/appengine v1.6.7/go.mod h1:8WjMMxjGQR8xUklV/ARdw2HLXBOI7O7uCIDZVag1xfc=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20230525234030-28d5490b6b19 h1:0nDDozoAU19Qb2HwhXadU8OcsiO/09cnTqhUtq2MEOM=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20230525234030-28d5490b6b19/go.mod h1:66JfowdXAEgad5O9NnYcsNPLCPZJD++2L9X0PCMODrA=
-google.golang.org/grpc v1.57.1 h1:upNTNqv0ES+2ZOOqACwVtS3Il8M12/+Hz41RCPzAjQg=
-google.golang.org/grpc v1.57.1/go.mod h1:Sd+9RMTACXwmub0zcNY2c4arhtrbBYD1AUHI/dt16Mo=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20230711160842-782d3b101e98 h1:bVf09lpb+OJbByTj913DRJioFFAjf/ZGxEz7MajTp2U=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20230711160842-782d3b101e98/go.mod h1:TUfxEVdsvPg18p6AslUXFoLdpED4oBnGwyqk3dV1XzM=
+google.golang.org/grpc v1.58.3 h1:BjnpXut1btbtgN/6sp+brB2Kbm2LjNXnidYujAVbSoQ=
+google.golang.org/grpc v1.58.3/go.mod h1:tgX3ZQDlNJGU96V6yHh1T/JeoBQ2TXdr43YbYSsCJk0=
 google.golang.org/protobuf v1.26.0-rc.1/go.mod h1:jlhhOSvTdKEhbULTjvd4ARK9grFBp09yW+WbY/TyQbw=
 google.golang.org/protobuf v1.26.0/go.mod h1:9q0QmTI4eRPtz6boOQmLYwt+qCgq0jsYwAQnmE0givc=
 google.golang.org/protobuf v1.27.1/go.mod h1:9q0QmTI4eRPtz6boOQmLYwt+qCgq0jsYwAQnmE0givc=
-google.golang.org/protobuf v1.30.0 h1:kPPoIgf3TsEvrm0PFe15JQ+570QVxYzEvvHqChK+cng=
-google.golang.org/protobuf v1.30.0/go.mod h1:HV8QOd/L58Z+nl8r43ehVNZIU/HEI6OcFqwMG9pJV4I=
+google.golang.org/protobuf v1.31.0 h1:g0LDEJHgrBl9N9r17Ru3sqWhkIx2NB67okBHPwC7hs8=
+google.golang.org/protobuf v1.31.0/go.mod h1:HV8QOd/L58Z+nl8r43ehVNZIU/HEI6OcFqwMG9pJV4I=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/yaml.v2 v2.2.2/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
 gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
diff --git a/samples/golang/pgx/go.mod b/samples/golang/pgx/go.mod
index 9991d6e8..0c7e4088 100644
--- a/samples/golang/pgx/go.mod
+++ b/samples/golang/pgx/go.mod
@@ -37,13 +37,13 @@ require (
 	github.com/pkg/errors v0.9.1 // indirect
 	github.com/sirupsen/logrus v1.9.0 // indirect
 	github.com/testcontainers/testcontainers-go v0.22.0 // indirect
-	golang.org/x/crypto v0.14.0 // indirect
+	golang.org/x/crypto v0.17.0 // indirect
 	golang.org/x/exp v0.0.0-20230510235704-dd950f8aeaea // indirect
 	golang.org/x/mod v0.9.0 // indirect
 	golang.org/x/net v0.17.0 // indirect
 	golang.org/x/oauth2 v0.11.0 // indirect
-	golang.org/x/sys v0.13.0 // indirect
-	golang.org/x/text v0.13.0 // indirect
+	golang.org/x/sys v0.15.0 // indirect
+	golang.org/x/text v0.14.0 // indirect
 	golang.org/x/tools v0.7.0 // indirect
 	google.golang.org/appengine v1.6.7 // indirect
 	google.golang.org/genproto/googleapis/rpc v0.0.0-20230530153820-e85fd2cbaebc // indirect
diff --git a/samples/golang/pgx/go.sum b/samples/golang/pgx/go.sum
index 03303e08..681225a8 100644
--- a/samples/golang/pgx/go.sum
+++ b/samples/golang/pgx/go.sum
@@ -113,8 +113,8 @@ github.com/yuin/goldmark v1.2.1/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9dec
 golang.org/x/crypto v0.0.0-20190308221718-c2843e01d9a2/go.mod h1:djNgcEr1/C05ACkg1iLfiJU5Ep61QUkGW8qpdssI0+w=
 golang.org/x/crypto v0.0.0-20191011191535-87dc89f01550/go.mod h1:yigFU9vqHzYiE8UmvKecakEJjdnWj3jj499lnFckfCI=
 golang.org/x/crypto v0.0.0-20200622213623-75b288015ac9/go.mod h1:LzIPMQfyMNhhGPhUkYOs5KpL4U8rLKemX1yGLhDgUto=
-golang.org/x/crypto v0.14.0 h1:wBqGXzWJW6m1XrIKlAH0Hs1JJ7+9KBwnIO8v66Q9cHc=
-golang.org/x/crypto v0.14.0/go.mod h1:MVFd36DqK4CsrnJYDkBA3VC4m2GkXAM0PvzMCn4JQf4=
+golang.org/x/crypto v0.17.0 h1:r8bRNjWL3GshPW3gkd+RpvzWrZAwPS49OmTGZ/uhM4k=
+golang.org/x/crypto v0.17.0/go.mod h1:gCAAfMLgwOJRpTjQ2zCCt2OcSfYMTeZVSRtQlPC7Nq4=
 golang.org/x/exp v0.0.0-20230510235704-dd950f8aeaea h1:vLCWI/yYrdEHyN2JzIzPO3aaQJHQdp89IZBA/+azVC4=
 golang.org/x/exp v0.0.0-20230510235704-dd950f8aeaea/go.mod h1:V1LtkGg67GoY2N1AnLN78QLrzxkLyJw7RJb1gzOOz9w=
 golang.org/x/mod v0.2.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
@@ -148,14 +148,14 @@ golang.org/x/sys v0.0.0-20210906170528-6f6e22806c34/go.mod h1:oPkhp1MJrh7nUepCBc
 golang.org/x/sys v0.0.0-20211025201205-69cdffdb9359/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20211116061358-0a5406a5449c/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220715151400-c0bba94af5f8/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.13.0 h1:Af8nKPmuFypiUBjVoU9V20FiaFXOcuZI21p0ycVYYGE=
-golang.org/x/sys v0.13.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
+golang.org/x/sys v0.15.0 h1:h48lPFYpsTvQJZF4EKyI4aLHaev3CxivZmv7yZig9pc=
+golang.org/x/sys v0.15.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
 golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo=
 golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
 golang.org/x/text v0.3.2/go.mod h1:bEr9sfX3Q8Zfm5fL9x+3itogRgK3+ptLWKqgva+5dAk=
 golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
-golang.org/x/text v0.13.0 h1:ablQoSUd0tRdKxZewP80B+BaqeKJuVhuRxj/dkrun3k=
-golang.org/x/text v0.13.0/go.mod h1:TvPlkZtksWOMsz7fbANvkp4WM8x/WCo/om8BMLbz+aE=
+golang.org/x/text v0.14.0 h1:ScX5w1eTa3QqT8oi6+ziP7dTV1S2+ALU0bI+0zXKWiQ=
+golang.org/x/text v0.14.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU=
 golang.org/x/time v0.0.0-20220210224613-90d013bbcef8 h1:vVKdlvoWBphwdxWKrFZEuM0kGgGLxUOYcY4U/2Vjg44=
 golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
 golang.org/x/tools v0.0.0-20191119224855-298f0cb1881e/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
diff --git a/samples/java/cloud-run/pom.xml b/samples/java/cloud-run/pom.xml
index 0123d025..1e43fd87 100644
--- a/samples/java/cloud-run/pom.xml
+++ b/samples/java/cloud-run/pom.xml
@@ -47,7 +47,7 @@
     <dependency>
       <groupId>org.postgresql</groupId>
       <artifactId>postgresql</artifactId>
-      <version>42.6.0</version>
+      <version>42.7.1</version>
       <scope>compile</scope>
     </dependency>
     <dependency>
diff --git a/samples/java/hibernate/pom.xml b/samples/java/hibernate/pom.xml
index f0278655..2817c0eb 100644
--- a/samples/java/hibernate/pom.xml
+++ b/samples/java/hibernate/pom.xml
@@ -28,7 +28,7 @@
     <dependency>
       <groupId>org.postgresql</groupId>
       <artifactId>postgresql</artifactId>
-      <version>42.6.0</version>
+      <version>42.7.1</version>
     </dependency>
     <!-- [END spanner_hibernate_dependencies] -->
 
diff --git a/samples/java/jdbc/pom.xml b/samples/java/jdbc/pom.xml
index b084b239..e83a124a 100644
--- a/samples/java/jdbc/pom.xml
+++ b/samples/java/jdbc/pom.xml
@@ -39,7 +39,7 @@
     <dependency>
       <groupId>org.postgresql</groupId>
       <artifactId>postgresql</artifactId>
-      <version>42.7.0</version>
+      <version>42.7.1</version>
     </dependency>
     <dependency>
       <groupId>com.google.cloud</groupId>
diff --git a/samples/java/liquibase/pom.xml b/samples/java/liquibase/pom.xml
index d1199387..2c00932c 100644
--- a/samples/java/liquibase/pom.xml
+++ b/samples/java/liquibase/pom.xml
@@ -37,7 +37,7 @@
   <parent>
     <groupId>com.google.cloud</groupId>
     <artifactId>google-cloud-shared-config</artifactId>
-    <version>1.5.7</version>
+    <version>1.7.1</version>
   </parent>
   <scm>
     <connection>scm:git:git@github.com:GoogleCloudPlatform/pgadapter.git</connection>
@@ -62,7 +62,7 @@
         <plugin>
           <groupId>org.liquibase</groupId>
           <artifactId>liquibase-maven-plugin</artifactId>
-          <version>4.25.0</version>
+          <version>4.25.1</version>
           <configuration>
             <propertyFile>liquibase.properties</propertyFile>
             <outputChangeLogFile>changelog-master.xml</outputChangeLogFile>
@@ -71,7 +71,7 @@
             <dependency>
               <groupId>org.postgresql</groupId>
               <artifactId>postgresql</artifactId>
-              <version>42.6.0</version>
+              <version>42.7.1</version>
             </dependency>
           </dependencies>
         </plugin>
diff --git a/samples/python/psycopg3/requirements.txt b/samples/python/psycopg3/requirements.txt
index 93302ecc..9931b27a 100644
--- a/samples/python/psycopg3/requirements.txt
+++ b/samples/python/psycopg3/requirements.txt
@@ -1,3 +1,3 @@
-psycopg~=3.1.13
+psycopg~=3.1.16
 testcontainers~=3.7.1
 google~=3.0.0
diff --git a/src/main/java/com/google/cloud/spanner/pgadapter/statements/DdlExecutor.java b/src/main/java/com/google/cloud/spanner/pgadapter/statements/DdlExecutor.java
index 6f87e64f..fc64aeab 100644
--- a/src/main/java/com/google/cloud/spanner/pgadapter/statements/DdlExecutor.java
+++ b/src/main/java/com/google/cloud/spanner/pgadapter/statements/DdlExecutor.java
@@ -383,7 +383,7 @@ class DdlExecutor {
     }
   }
 
-  private static final class Table implements Comparable<Table> {
+  static final class Table implements Comparable<Table> {
     private final String schema;
     private final String name;
     private final String parent;
diff --git a/wrappers/golang/go.mod b/wrappers/golang/go.mod
index d36d1d2f..27637a56 100644
--- a/wrappers/golang/go.mod
+++ b/wrappers/golang/go.mod
@@ -5,17 +5,19 @@ go 1.20
 require (
 	github.com/docker/docker v24.0.7+incompatible
 	github.com/testcontainers/testcontainers-go v0.22.0
-	golang.org/x/oauth2 v0.9.0
+	golang.org/x/oauth2 v0.10.0
 )
 
 require (
-	cloud.google.com/go/compute v1.19.1 // indirect
+	cloud.google.com/go/compute v1.21.0 // indirect
 	cloud.google.com/go/compute/metadata v0.2.3 // indirect
 	dario.cat/mergo v1.0.0 // indirect
 	github.com/Azure/go-ansiterm v0.0.0-20210617225240-d185dfc1b5a1 // indirect
 	github.com/Microsoft/go-winio v0.6.1 // indirect
-	github.com/cenkalti/backoff/v4 v4.2.0 // indirect
-	github.com/containerd/containerd v1.7.3 // indirect
+	github.com/Microsoft/hcsshim v0.11.4 // indirect
+	github.com/cenkalti/backoff/v4 v4.2.1 // indirect
+	github.com/containerd/containerd v1.7.11 // indirect
+	github.com/containerd/log v0.1.0 // indirect
 	github.com/cpuguy83/dockercfg v0.3.1 // indirect
 	github.com/docker/distribution v2.8.2+incompatible // indirect
 	github.com/docker/go-connections v0.4.0 // indirect
@@ -33,14 +35,14 @@ require (
 	github.com/opencontainers/image-spec v1.1.0-rc4 // indirect
 	github.com/opencontainers/runc v1.1.5 // indirect
 	github.com/pkg/errors v0.9.1 // indirect
-	github.com/sirupsen/logrus v1.9.0 // indirect
+	github.com/sirupsen/logrus v1.9.3 // indirect
 	golang.org/x/exp v0.0.0-20230510235704-dd950f8aeaea // indirect
-	golang.org/x/mod v0.9.0 // indirect
+	golang.org/x/mod v0.11.0 // indirect
 	golang.org/x/net v0.17.0 // indirect
 	golang.org/x/sys v0.13.0 // indirect
-	golang.org/x/tools v0.7.0 // indirect
+	golang.org/x/tools v0.10.0 // indirect
 	google.golang.org/appengine v1.6.7 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20230525234030-28d5490b6b19 // indirect
-	google.golang.org/grpc v1.57.1 // indirect
-	google.golang.org/protobuf v1.30.0 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20230711160842-782d3b101e98 // indirect
+	google.golang.org/grpc v1.58.3 // indirect
+	google.golang.org/protobuf v1.31.0 // indirect
 )
diff --git a/wrappers/golang/go.sum b/wrappers/golang/go.sum
index 01f0fc1f..3a4d0546 100644
--- a/wrappers/golang/go.sum
+++ b/wrappers/golang/go.sum
@@ -1,29 +1,31 @@
-cloud.google.com/go/compute v1.19.1 h1:am86mquDUgjGNWxiGn+5PGLbmgiWXlE/yNWpIpNvuXY=
-cloud.google.com/go/compute v1.19.1/go.mod h1:6ylj3a05WF8leseCdIf77NK0g1ey+nj5IKd5/kvShxE=
+cloud.google.com/go/compute v1.21.0 h1:JNBsyXVoOoNJtTQcnEY5uYpZIbeCTYIeDe0Xh1bySMk=
+cloud.google.com/go/compute v1.21.0/go.mod h1:4tCnrn48xsqlwSAiLf1HXMQk8CONslYbdiEZc9FEIbM=
 cloud.google.com/go/compute/metadata v0.2.3 h1:mg4jlk7mCAj6xXp9UJ4fjI9VUI5rubuGBW5aJ7UnBMY=
 cloud.google.com/go/compute/metadata v0.2.3/go.mod h1:VAV5nSsACxMJvgaAuX6Pk2AawlZn8kiOGuCv6gTkwuA=
 dario.cat/mergo v1.0.0 h1:AGCNq9Evsj31mOgNPcLyXc+4PNABt905YmuqPYYpBWk=
 dario.cat/mergo v1.0.0/go.mod h1:uNxQE+84aUszobStD9th8a29P2fMDhsBdgRYvZOxGmk=
-github.com/AdaLogics/go-fuzz-headers v0.0.0-20230106234847-43070de90fa1 h1:EKPd1INOIyr5hWOWhvpmQpY6tKjeG0hT1s3AMC/9fic=
+github.com/AdaLogics/go-fuzz-headers v0.0.0-20230811130428-ced1acdcaa24 h1:bvDV9vkmnHYOMsOr4WLk+Vo07yKIzd94sVoIqshQ4bU=
 github.com/Azure/go-ansiterm v0.0.0-20210617225240-d185dfc1b5a1 h1:UQHMgLO+TxOElx5B5HZ4hJQsoJ/PvUvKRhJHDQXO8P8=
 github.com/Azure/go-ansiterm v0.0.0-20210617225240-d185dfc1b5a1/go.mod h1:xomTg63KZ2rFqZQzSB4Vz2SUXa1BpHTVz9L5PTmPC4E=
 github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU=
 github.com/Microsoft/go-winio v0.6.1 h1:9/kr64B9VUZrLm5YYwbGtUJnMgqWVOdUAXu6Migciow=
 github.com/Microsoft/go-winio v0.6.1/go.mod h1:LRdKpFKfdobln8UmuiYcKPot9D2v6svN5+sAH+4kjUM=
-github.com/Microsoft/hcsshim v0.10.0-rc.8 h1:YSZVvlIIDD1UxQpJp0h+dnpLUw+TrY0cx8obKsp3bek=
-github.com/cenkalti/backoff/v4 v4.2.0 h1:HN5dHm3WBOgndBH6E8V0q2jIYIR3s9yglV8k/+MN3u4=
-github.com/cenkalti/backoff/v4 v4.2.0/go.mod h1:Y3VNntkOUPxTVeUxJ/G5vcM//AlwfmyYozVcomhLiZE=
+github.com/Microsoft/hcsshim v0.11.4 h1:68vKo2VN8DE9AdN4tnkWnmdhqdbpUFM8OF3Airm7fz8=
+github.com/Microsoft/hcsshim v0.11.4/go.mod h1:smjE4dvqPX9Zldna+t5FG3rnoHhaB7QYxPRqGcpAD9w=
+github.com/cenkalti/backoff/v4 v4.2.1 h1:y4OZtCnogmCPw98Zjyt5a6+QwPLGkiQsYW5oUqylYbM=
+github.com/cenkalti/backoff/v4 v4.2.1/go.mod h1:Y3VNntkOUPxTVeUxJ/G5vcM//AlwfmyYozVcomhLiZE=
 github.com/checkpoint-restore/go-criu/v5 v5.3.0/go.mod h1:E/eQpaFtUKGOOSEBZgmKAcn+zUUwWxqcaKZlF54wK8E=
 github.com/cilium/ebpf v0.7.0/go.mod h1:/oI2+1shJiTGAMgl6/RgJr36Eo1jzrRcAWbcXO2usCA=
 github.com/containerd/console v1.0.3/go.mod h1:7LqA/THxQ86k76b8c/EMSiaJ3h1eZkMkXar0TQ1gf3U=
-github.com/containerd/containerd v1.7.3 h1:cKwYKkP1eTj54bP3wCdXXBymmKRQMrWjkLSWZZJDa8o=
-github.com/containerd/containerd v1.7.3/go.mod h1:32FOM4/O0RkNg7AjQj3hDzN9cUGtu+HMvaKUNiqCZB8=
+github.com/containerd/containerd v1.7.11 h1:lfGKw3eU35sjV0aG2eYZTiwFEY1pCzxdzicHP3SZILw=
+github.com/containerd/containerd v1.7.11/go.mod h1:5UluHxHTX2rdvYuZ5OJTC5m/KJNs0Zs9wVoJm9zf5ZE=
+github.com/containerd/log v0.1.0 h1:TCJt7ioM2cr/tfR8GPbGf9/VRAX8D2B4PjzCpfX540I=
+github.com/containerd/log v0.1.0/go.mod h1:VRRf09a7mHDIRezVKTRCrOq78v577GXq3bSa3EhrzVo=
 github.com/coreos/go-systemd/v22 v22.3.2/go.mod h1:Y58oyj3AT4RCenI/lSvhwexgC+NSVTIJ3seZv2GcEnc=
 github.com/cpuguy83/dockercfg v0.3.1 h1:/FpZ+JaygUR/lZP2NlFI2DVfrOEMAIKP5wWEJdoYe9E=
 github.com/cpuguy83/dockercfg v0.3.1/go.mod h1:sugsbF4//dDlL/i+S+rtpIWp+5h0BHJHfjj5/jFyUJc=
 github.com/cpuguy83/go-md2man/v2 v2.0.0-20190314233015-f79a8a8ca69d/go.mod h1:maD7wRr/U5Z6m/iR4s+kqSMx2CaBsrgA7czyZG/E6dU=
 github.com/creack/pty v1.1.18 h1:n56/Zwd5o6whRC5PMGretI4IdRLlmBXYNjScPaBgsbY=
-github.com/cyphar/filepath-securejoin v0.2.3 h1:YX6ebbZCZP7VkM3scTTokDgBL2TY741X51MTk3ycuNI=
 github.com/cyphar/filepath-securejoin v0.2.3/go.mod h1:aPGpWjXOXUn2NCNjFvBE6aRxGGx79pTxQpKOJNYHHl4=
 github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
@@ -86,8 +88,8 @@ github.com/russross/blackfriday/v2 v2.0.1/go.mod h1:+Rmxgy9KzJVeS9/2gXHxylqXiyQD
 github.com/seccomp/libseccomp-golang v0.9.2-0.20220502022130-f33da4d89646/go.mod h1:JA8cRccbGaA1s33RQf7Y1+q9gHmZX1yB/z9WDN1C6fg=
 github.com/shurcooL/sanitized_anchor_name v1.0.0/go.mod h1:1NzhyTcUVG4SuEtjjoZeVRXNmyL/1OwPU0+IJeTBvfc=
 github.com/sirupsen/logrus v1.8.1/go.mod h1:yWOB1SBYBC5VeMP7gHvWumXLIWorT60ONWic61uBYv0=
-github.com/sirupsen/logrus v1.9.0 h1:trlNQbNUG3OdDrDil03MCb1H2o9nJ1x4/5LYw7byDE0=
-github.com/sirupsen/logrus v1.9.0/go.mod h1:naHLuLoDiP4jHNo9R0sCBMtWGeIprob74mVsIT4qYEQ=
+github.com/sirupsen/logrus v1.9.3 h1:dueUQJ1C2q9oE3F7wvmSGAaVtTmUizReu6fjN8uqzbQ=
+github.com/sirupsen/logrus v1.9.3/go.mod h1:naHLuLoDiP4jHNo9R0sCBMtWGeIprob74mVsIT4qYEQ=
 github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
 github.com/stretchr/testify v1.2.2/go.mod h1:a8OnRcib4nhh0OaRAV+Yts87kKdq0PP7pXfy6kDkUVs=
 github.com/stretchr/testify v1.7.0/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
@@ -107,8 +109,8 @@ golang.org/x/exp v0.0.0-20230510235704-dd950f8aeaea h1:vLCWI/yYrdEHyN2JzIzPO3aaQ
 golang.org/x/exp v0.0.0-20230510235704-dd950f8aeaea/go.mod h1:V1LtkGg67GoY2N1AnLN78QLrzxkLyJw7RJb1gzOOz9w=
 golang.org/x/mod v0.2.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
 golang.org/x/mod v0.3.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
-golang.org/x/mod v0.9.0 h1:KENHtAZL2y3NLMYZeHY9DW8HW8V+kQyJsY/V9JlKvCs=
-golang.org/x/mod v0.9.0/go.mod h1:iBbtSCu2XBx23ZKBPSOrRkjjQPZFPuis4dIYUhu/chs=
+golang.org/x/mod v0.11.0 h1:bUO06HqtnRcc/7l71XBe4WcqTZ+3AH1J59zWDDwLKgU=
+golang.org/x/mod v0.11.0/go.mod h1:iBbtSCu2XBx23ZKBPSOrRkjjQPZFPuis4dIYUhu/chs=
 golang.org/x/net v0.0.0-20190404232315-eb5bcb51f2a3/go.mod h1:t9HGtf8HONx5eT2rtn7q6eTqICYqUVnKs3thJo3Qplg=
 golang.org/x/net v0.0.0-20190603091049-60506f45cf65/go.mod h1:HSz+uSET+XFnRR8LxR5pz3Of3rY3CfYBVs4xY44aLks=
 golang.org/x/net v0.0.0-20190620200207-3b0461eec859/go.mod h1:z5CRVTTTmAJ677TzLLGU+0bjPO0LkuOLi4/5GtJWs/s=
@@ -117,12 +119,12 @@ golang.org/x/net v0.0.0-20201021035429-f5854403a974/go.mod h1:sp8m0HH+o8qH0wwXwY
 golang.org/x/net v0.0.0-20201224014010-6772e930b67b/go.mod h1:m0MpNAwzfU5UDzcl9v0D8zg8gWTRqZa9RBIspLL5mdg=
 golang.org/x/net v0.17.0 h1:pVaXccu2ozPjCXewfr1S7xza/zcXTity9cCdXQYSjIM=
 golang.org/x/net v0.17.0/go.mod h1:NxSsAGuq816PNPmqtQdLE42eU2Fs7NoRIZrHJAlaCOE=
-golang.org/x/oauth2 v0.9.0 h1:BPpt2kU7oMRq3kCHAA1tbSEshXRw1LpG2ztgDwrzuAs=
-golang.org/x/oauth2 v0.9.0/go.mod h1:qYgFZaFiu6Wg24azG8bdV52QJXJGbZzIIsRCdVKzbLw=
+golang.org/x/oauth2 v0.10.0 h1:zHCpF2Khkwy4mMB4bv0U37YtJdTGW8jI0glAApi0Kh8=
+golang.org/x/oauth2 v0.10.0/go.mod h1:kTpgurOux7LqtuxjuyZa4Gj2gdezIt/jQtGnNFfypQI=
 golang.org/x/sync v0.0.0-20190423024810-112230192c58/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20190911185100-cd5d95a43a6e/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20201020160332-67f06af15bc9/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
-golang.org/x/sync v0.1.0 h1:wsuoTGHzEhffawBOhz5CYhcrV4IdKZbEyZjBMuTp12o=
+golang.org/x/sync v0.3.0 h1:ftCYgMx6zT/asHUrPw8BLLscYtGznsLAnjq5RH9P66E=
 golang.org/x/sys v0.0.0-20190215142949-d0b11bdaac8a/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
 golang.org/x/sys v0.0.0-20190412213103-97732733099d/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20190606203320-7fc4e5ec1444/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
@@ -148,23 +150,23 @@ golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGm
 golang.org/x/tools v0.0.0-20191119224855-298f0cb1881e/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
 golang.org/x/tools v0.0.0-20200619180055-7c47624df98f/go.mod h1:EkVYQZoAsY45+roYkvgYkIh4xh/qjgUK9TdY2XT94GE=
 golang.org/x/tools v0.0.0-20210106214847-113979e3529a/go.mod h1:emZCQorbCU4vsT4fOWvOPXz4eW1wZW4PmDk9uLelYpA=
-golang.org/x/tools v0.7.0 h1:W4OVu8VVOaIO0yzWMNdepAulS7YfoS3Zabrm8DOXXU4=
-golang.org/x/tools v0.7.0/go.mod h1:4pg6aUX35JBAogB10C9AtvVL+qowtN4pT3CGSQex14s=
+golang.org/x/tools v0.10.0 h1:tvDr/iQoUqNdohiYm0LmmKcBk+q86lb9EprIUFhHHGg=
+golang.org/x/tools v0.10.0/go.mod h1:UJwyiVBsOA2uwvK/e5OY3GTpDUJriEd+/YlqAwLPmyM=
 golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20191011141410-1b5146add898/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20200804184101-5ec99f83aff1/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 google.golang.org/appengine v1.6.7 h1:FZR1q0exgwxzPzp/aF+VccGrSfxfPpkBqjIIEq3ru6c=
 google.golang.org/appengine v1.6.7/go.mod h1:8WjMMxjGQR8xUklV/ARdw2HLXBOI7O7uCIDZVag1xfc=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20230525234030-28d5490b6b19 h1:0nDDozoAU19Qb2HwhXadU8OcsiO/09cnTqhUtq2MEOM=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20230525234030-28d5490b6b19/go.mod h1:66JfowdXAEgad5O9NnYcsNPLCPZJD++2L9X0PCMODrA=
-google.golang.org/grpc v1.57.1 h1:upNTNqv0ES+2ZOOqACwVtS3Il8M12/+Hz41RCPzAjQg=
-google.golang.org/grpc v1.57.1/go.mod h1:Sd+9RMTACXwmub0zcNY2c4arhtrbBYD1AUHI/dt16Mo=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20230711160842-782d3b101e98 h1:bVf09lpb+OJbByTj913DRJioFFAjf/ZGxEz7MajTp2U=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20230711160842-782d3b101e98/go.mod h1:TUfxEVdsvPg18p6AslUXFoLdpED4oBnGwyqk3dV1XzM=
+google.golang.org/grpc v1.58.3 h1:BjnpXut1btbtgN/6sp+brB2Kbm2LjNXnidYujAVbSoQ=
+google.golang.org/grpc v1.58.3/go.mod h1:tgX3ZQDlNJGU96V6yHh1T/JeoBQ2TXdr43YbYSsCJk0=
 google.golang.org/protobuf v1.26.0-rc.1/go.mod h1:jlhhOSvTdKEhbULTjvd4ARK9grFBp09yW+WbY/TyQbw=
 google.golang.org/protobuf v1.26.0/go.mod h1:9q0QmTI4eRPtz6boOQmLYwt+qCgq0jsYwAQnmE0givc=
 google.golang.org/protobuf v1.27.1/go.mod h1:9q0QmTI4eRPtz6boOQmLYwt+qCgq0jsYwAQnmE0givc=
-google.golang.org/protobuf v1.30.0 h1:kPPoIgf3TsEvrm0PFe15JQ+570QVxYzEvvHqChK+cng=
-google.golang.org/protobuf v1.30.0/go.mod h1:HV8QOd/L58Z+nl8r43ehVNZIU/HEI6OcFqwMG9pJV4I=
+google.golang.org/protobuf v1.31.0 h1:g0LDEJHgrBl9N9r17Ru3sqWhkIx2NB67okBHPwC7hs8=
+google.golang.org/protobuf v1.31.0/go.mod h1:HV8QOd/L58Z+nl8r43ehVNZIU/HEI6OcFqwMG9pJV4I=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/yaml.v2 v2.2.2/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
 gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=


Test patch:
diff --git a/.github/workflows/go-sample-test.yaml b/.github/workflows/go-sample-test.yaml
index 1e2ead80..0d907f7a 100644
--- a/.github/workflows/go-sample-test.yaml
+++ b/.github/workflows/go-sample-test.yaml
@@ -34,15 +34,17 @@ jobs:
           java-version: 11
       - run: java -version
       - name: Setup Go
-        uses: actions/setup-go@v4
+        uses: actions/setup-go@v5
         with:
           go-version: '^1.20.0'
+      - name: Auth
+        uses: google-github-actions/auth@v2
+        with:
+          credentials_json: ${{ secrets.JSON_SERVICE_ACCOUNT_CREDENTIALS }}
       - name: Setup GCloud
-        uses: google-github-actions/setup-gcloud@v0
+        uses: google-github-actions/setup-gcloud@v2
         with:
           project_id: ${{ secrets.GCP_PROJECT_ID }}
-          service_account_key: ${{ secrets.JSON_SERVICE_ACCOUNT_CREDENTIALS }}
-          export_default_credentials: true
       - run: go version
       - name: Run Go wrapper tests
         working-directory: ./wrappers/golang
diff --git a/src/test/golang/pgadapter_gorm_tests/go.mod b/src/test/golang/pgadapter_gorm_tests/go.mod
index 8353245d..57ce4e99 100644
--- a/src/test/golang/pgadapter_gorm_tests/go.mod
+++ b/src/test/golang/pgadapter_gorm_tests/go.mod
@@ -16,7 +16,7 @@ require (
 	github.com/jackc/pgx/v5 v5.4.3 // indirect
 	github.com/jinzhu/inflection v1.0.0 // indirect
 	github.com/jinzhu/now v1.1.5 // indirect
-	golang.org/x/crypto v0.14.0 // indirect
-	golang.org/x/text v0.13.0 // indirect
+	golang.org/x/crypto v0.17.0 // indirect
+	golang.org/x/text v0.14.0 // indirect
 	gorm.io/driver/mysql v1.4.7 // indirect
 )
diff --git a/src/test/golang/pgadapter_gorm_tests/go.sum b/src/test/golang/pgadapter_gorm_tests/go.sum
index 1ec5bb8a..9a75e538 100644
--- a/src/test/golang/pgadapter_gorm_tests/go.sum
+++ b/src/test/golang/pgadapter_gorm_tests/go.sum
@@ -71,8 +71,9 @@ golang.org/x/crypto v0.0.0-20220511200225-c6db032c6c88/go.mod h1:IxCIyHEi3zRg3s0
 golang.org/x/crypto v0.0.0-20221005025214-4161e89ecf1b/go.mod h1:IxCIyHEi3zRg3s0A5j5BB6A9Jmi73HwBIUl50j+osU4=
 golang.org/x/crypto v0.6.0/go.mod h1:OFC/31mSvZgRz0V1QTNCzfAI1aIRzbiufJtkMIlEp58=
 golang.org/x/crypto v0.9.0/go.mod h1:yrmDGqONDYtNj3tH8X9dzUun2m2lzPa9ngI6/RUPGR0=
-golang.org/x/crypto v0.14.0 h1:wBqGXzWJW6m1XrIKlAH0Hs1JJ7+9KBwnIO8v66Q9cHc=
 golang.org/x/crypto v0.14.0/go.mod h1:MVFd36DqK4CsrnJYDkBA3VC4m2GkXAM0PvzMCn4JQf4=
+golang.org/x/crypto v0.17.0 h1:r8bRNjWL3GshPW3gkd+RpvzWrZAwPS49OmTGZ/uhM4k=
+golang.org/x/crypto v0.17.0/go.mod h1:gCAAfMLgwOJRpTjQ2zCCt2OcSfYMTeZVSRtQlPC7Nq4=
 golang.org/x/mod v0.6.0-dev.0.20220419223038-86c51ed26bb4/go.mod h1:jJ57K6gSWd91VN4djpZkiMVwK6gcyfeH4XE8wZrZaV4=
 golang.org/x/mod v0.8.0/go.mod h1:iBbtSCu2XBx23ZKBPSOrRkjjQPZFPuis4dIYUhu/chs=
 golang.org/x/net v0.0.0-20190404232315-eb5bcb51f2a3/go.mod h1:t9HGtf8HONx5eT2rtn7q6eTqICYqUVnKs3thJo3Qplg=
@@ -102,19 +103,22 @@ golang.org/x/sys v0.0.0-20220722155257-8c9f86f7a55f/go.mod h1:oPkhp1MJrh7nUepCBc
 golang.org/x/sys v0.5.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.8.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.13.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
+golang.org/x/sys v0.15.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
 golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo=
 golang.org/x/term v0.0.0-20210927222741-03fcf44c2211/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8=
 golang.org/x/term v0.5.0/go.mod h1:jMB1sMXY+tzblOD4FWmEbocvup2/aLOaQEp7JmGp78k=
 golang.org/x/term v0.8.0/go.mod h1:xPskH00ivmX89bAKVGSKKtLOWNx2+17Eiy94tnKShWo=
 golang.org/x/term v0.13.0/go.mod h1:LTmsnFJwVN6bCy1rVCoS+qHT1HhALEFxKncY3WNNh4U=
+golang.org/x/term v0.15.0/go.mod h1:BDl952bC7+uMoWR75FIrCDx79TPU9oHkTZ9yRbYOrX0=
 golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
 golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
 golang.org/x/text v0.3.6/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
 golang.org/x/text v0.3.7/go.mod h1:u+2+/6zg+i71rQMx5EYifcz6MCKuco9NR6JIITiCfzQ=
 golang.org/x/text v0.7.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
 golang.org/x/text v0.9.0/go.mod h1:e1OnstbJyHTd6l/uOt8jFFHp6TRDWZR/bV3emEE/zU8=
-golang.org/x/text v0.13.0 h1:ablQoSUd0tRdKxZewP80B+BaqeKJuVhuRxj/dkrun3k=
 golang.org/x/text v0.13.0/go.mod h1:TvPlkZtksWOMsz7fbANvkp4WM8x/WCo/om8BMLbz+aE=
+golang.org/x/text v0.14.0 h1:ScX5w1eTa3QqT8oi6+ziP7dTV1S2+ALU0bI+0zXKWiQ=
+golang.org/x/text v0.14.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU=
 golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
 golang.org/x/tools v0.0.0-20191119224855-298f0cb1881e/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
 golang.org/x/tools v0.1.12/go.mod h1:hNGJHUnrk76NpqgfD5Aqm5Crs+Hm0VOH/i9J2+nxYbc=
diff --git a/src/test/golang/pgadapter_pgx5_tests/go.mod b/src/test/golang/pgadapter_pgx5_tests/go.mod
index 68205119..7270915a 100644
--- a/src/test/golang/pgadapter_pgx5_tests/go.mod
+++ b/src/test/golang/pgadapter_pgx5_tests/go.mod
@@ -13,6 +13,6 @@ require (
 	github.com/jackc/pgpassfile v1.0.0 // indirect
 	github.com/jackc/pgproto3/v2 v2.3.2 // indirect
 	github.com/jackc/pgservicefile v0.0.0-20221227161230-091c0ba34f0a // indirect
-	golang.org/x/crypto v0.9.0 // indirect
-	golang.org/x/text v0.9.0 // indirect
+	golang.org/x/crypto v0.17.0 // indirect
+	golang.org/x/text v0.14.0 // indirect
 )
diff --git a/src/test/golang/pgadapter_pgx5_tests/go.sum b/src/test/golang/pgadapter_pgx5_tests/go.sum
index d18fa634..7de01ffc 100644
--- a/src/test/golang/pgadapter_pgx5_tests/go.sum
+++ b/src/test/golang/pgadapter_pgx5_tests/go.sum
@@ -127,8 +127,8 @@ golang.org/x/crypto v0.0.0-20210616213533-5ff15b29337e/go.mod h1:GvvjBRRGRdwPK5y
 golang.org/x/crypto v0.0.0-20210711020723-a769d52b0f97/go.mod h1:GvvjBRRGRdwPK5ydBHafDWAxML/pGHZbMvKqRZ5+Abc=
 golang.org/x/crypto v0.0.0-20210921155107-089bfa567519/go.mod h1:GvvjBRRGRdwPK5ydBHafDWAxML/pGHZbMvKqRZ5+Abc=
 golang.org/x/crypto v0.6.0/go.mod h1:OFC/31mSvZgRz0V1QTNCzfAI1aIRzbiufJtkMIlEp58=
-golang.org/x/crypto v0.9.0 h1:LF6fAI+IutBocDJ2OT0Q1g8plpYljMZ4+lty+dsqw3g=
-golang.org/x/crypto v0.9.0/go.mod h1:yrmDGqONDYtNj3tH8X9dzUun2m2lzPa9ngI6/RUPGR0=
+golang.org/x/crypto v0.17.0 h1:r8bRNjWL3GshPW3gkd+RpvzWrZAwPS49OmTGZ/uhM4k=
+golang.org/x/crypto v0.17.0/go.mod h1:gCAAfMLgwOJRpTjQ2zCCt2OcSfYMTeZVSRtQlPC7Nq4=
 golang.org/x/lint v0.0.0-20190930215403-16217165b5de/go.mod h1:6SW0HCj/g11FgYtHlgUYUwCkIfeOF89ocIRzGO/8vkc=
 golang.org/x/mod v0.0.0-20190513183733-4bf6d317e70e/go.mod h1:mXi4GBBbnImb6dmsKGUJ2LatrhH/nqhxcFungHvyanc=
 golang.org/x/mod v0.1.1-0.20191105210325-c90efee705ee/go.mod h1:QqPTAvyqsEbceGzBzNggFXnrqF1CaUcvgkdR5Ot7KZg=
@@ -168,8 +168,8 @@ golang.org/x/text v0.3.4/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
 golang.org/x/text v0.3.6/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
 golang.org/x/text v0.3.7/go.mod h1:u+2+/6zg+i71rQMx5EYifcz6MCKuco9NR6JIITiCfzQ=
 golang.org/x/text v0.7.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
-golang.org/x/text v0.9.0 h1:2sjJmO8cDvYveuX97RDLsxlyUxLl+GHoLxBiRdHllBE=
-golang.org/x/text v0.9.0/go.mod h1:e1OnstbJyHTd6l/uOt8jFFHp6TRDWZR/bV3emEE/zU8=
+golang.org/x/text v0.14.0 h1:ScX5w1eTa3QqT8oi6+ziP7dTV1S2+ALU0bI+0zXKWiQ=
+golang.org/x/text v0.14.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU=
 golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
 golang.org/x/tools v0.0.0-20190311212946-11955173bddd/go.mod h1:LCzVGOaR6xXOjkQ3onu1FJEFr0SW1gC7cKk1uF8kGRs=
 golang.org/x/tools v0.0.0-20190425163242-31fd60d6bfdc/go.mod h1:RgjU9mgBXZiqYHBnxXauZ1Gv1EHHAz9KjViQ78xBX0Q=
diff --git a/src/test/golang/pgadapter_pgx_tests/go.mod b/src/test/golang/pgadapter_pgx_tests/go.mod
index 0db94d42..5c70a85b 100644
--- a/src/test/golang/pgadapter_pgx_tests/go.mod
+++ b/src/test/golang/pgadapter_pgx_tests/go.mod
@@ -14,6 +14,6 @@ require (
 	github.com/jackc/pgpassfile v1.0.0 // indirect
 	github.com/jackc/pgproto3/v2 v2.3.2 // indirect
 	github.com/jackc/pgservicefile v0.0.0-20221227161230-091c0ba34f0a // indirect
-	golang.org/x/crypto v0.6.0 // indirect
-	golang.org/x/text v0.7.0 // indirect
+	golang.org/x/crypto v0.17.0 // indirect
+	golang.org/x/text v0.14.0 // indirect
 )
diff --git a/src/test/golang/pgadapter_pgx_tests/go.sum b/src/test/golang/pgadapter_pgx_tests/go.sum
index faff1f8a..1703f473 100644
--- a/src/test/golang/pgadapter_pgx_tests/go.sum
+++ b/src/test/golang/pgadapter_pgx_tests/go.sum
@@ -133,12 +133,14 @@ golang.org/x/crypto v0.0.0-20201203163018-be400aefbc4c/go.mod h1:jdWPYTVW3xRLrWP
 golang.org/x/crypto v0.0.0-20210616213533-5ff15b29337e/go.mod h1:GvvjBRRGRdwPK5ydBHafDWAxML/pGHZbMvKqRZ5+Abc=
 golang.org/x/crypto v0.0.0-20210711020723-a769d52b0f97/go.mod h1:GvvjBRRGRdwPK5ydBHafDWAxML/pGHZbMvKqRZ5+Abc=
 golang.org/x/crypto v0.0.0-20210921155107-089bfa567519/go.mod h1:GvvjBRRGRdwPK5ydBHafDWAxML/pGHZbMvKqRZ5+Abc=
-golang.org/x/crypto v0.6.0 h1:qfktjS5LUO+fFKeJXZ+ikTRijMmljikvG68fpMMruSc=
 golang.org/x/crypto v0.6.0/go.mod h1:OFC/31mSvZgRz0V1QTNCzfAI1aIRzbiufJtkMIlEp58=
+golang.org/x/crypto v0.17.0 h1:r8bRNjWL3GshPW3gkd+RpvzWrZAwPS49OmTGZ/uhM4k=
+golang.org/x/crypto v0.17.0/go.mod h1:gCAAfMLgwOJRpTjQ2zCCt2OcSfYMTeZVSRtQlPC7Nq4=
 golang.org/x/lint v0.0.0-20190930215403-16217165b5de/go.mod h1:6SW0HCj/g11FgYtHlgUYUwCkIfeOF89ocIRzGO/8vkc=
 golang.org/x/mod v0.0.0-20190513183733-4bf6d317e70e/go.mod h1:mXi4GBBbnImb6dmsKGUJ2LatrhH/nqhxcFungHvyanc=
 golang.org/x/mod v0.1.1-0.20191105210325-c90efee705ee/go.mod h1:QqPTAvyqsEbceGzBzNggFXnrqF1CaUcvgkdR5Ot7KZg=
 golang.org/x/mod v0.6.0-dev.0.20220419223038-86c51ed26bb4/go.mod h1:jJ57K6gSWd91VN4djpZkiMVwK6gcyfeH4XE8wZrZaV4=
+golang.org/x/mod v0.8.0/go.mod h1:iBbtSCu2XBx23ZKBPSOrRkjjQPZFPuis4dIYUhu/chs=
 golang.org/x/net v0.0.0-20190311183353-d8887717615a/go.mod h1:t9HGtf8HONx5eT2rtn7q6eTqICYqUVnKs3thJo3Qplg=
 golang.org/x/net v0.0.0-20190404232315-eb5bcb51f2a3/go.mod h1:t9HGtf8HONx5eT2rtn7q6eTqICYqUVnKs3thJo3Qplg=
 golang.org/x/net v0.0.0-20190620200207-3b0461eec859/go.mod h1:z5CRVTTTmAJ677TzLLGU+0bjPO0LkuOLi4/5GtJWs/s=
@@ -146,8 +148,10 @@ golang.org/x/net v0.0.0-20190813141303-74dc4d7220e7/go.mod h1:z5CRVTTTmAJ677TzLL
 golang.org/x/net v0.0.0-20210226172049-e18ecbb05110/go.mod h1:m0MpNAwzfU5UDzcl9v0D8zg8gWTRqZa9RBIspLL5mdg=
 golang.org/x/net v0.0.0-20220722155237-a158d28d115b/go.mod h1:XRhObCWvk6IyKnWLug+ECip1KBveYUHfp+8e9klMJ9c=
 golang.org/x/net v0.6.0/go.mod h1:2Tu9+aMcznHK/AK1HMvgo6xiTLG5rD5rZLDS+rp2Bjs=
+golang.org/x/net v0.10.0/go.mod h1:0qNGK6F8kojg2nk9dLZ2mShWaEBan6FAoqfSigmmuDg=
 golang.org/x/sync v0.0.0-20190423024810-112230192c58/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20220722155255-886fb9371eb4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
+golang.org/x/sync v0.1.0/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sys v0.0.0-20180905080454-ebe1bf3edb33/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
 golang.org/x/sys v0.0.0-20190215142949-d0b11bdaac8a/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
 golang.org/x/sys v0.0.0-20190222072716-a9d3bda3a223/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
@@ -163,18 +167,24 @@ golang.org/x/sys v0.0.0-20210615035016-665e8c7367d1/go.mod h1:oPkhp1MJrh7nUepCBc
 golang.org/x/sys v0.0.0-20220520151302-bc2c85ada10a/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220722155257-8c9f86f7a55f/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.5.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
+golang.org/x/sys v0.8.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
+golang.org/x/sys v0.15.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
 golang.org/x/term v0.0.0-20201117132131-f5c789dd3221/go.mod h1:Nr5EML6q2oocZ2LXRh80K7BxOlk5/8JxuGnuhpl+muw=
 golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo=
 golang.org/x/term v0.0.0-20210927222741-03fcf44c2211/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8=
 golang.org/x/term v0.5.0/go.mod h1:jMB1sMXY+tzblOD4FWmEbocvup2/aLOaQEp7JmGp78k=
+golang.org/x/term v0.8.0/go.mod h1:xPskH00ivmX89bAKVGSKKtLOWNx2+17Eiy94tnKShWo=
+golang.org/x/term v0.15.0/go.mod h1:BDl952bC7+uMoWR75FIrCDx79TPU9oHkTZ9yRbYOrX0=
 golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
 golang.org/x/text v0.3.2/go.mod h1:bEr9sfX3Q8Zfm5fL9x+3itogRgK3+ptLWKqgva+5dAk=
 golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
 golang.org/x/text v0.3.4/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
 golang.org/x/text v0.3.6/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
 golang.org/x/text v0.3.7/go.mod h1:u+2+/6zg+i71rQMx5EYifcz6MCKuco9NR6JIITiCfzQ=
-golang.org/x/text v0.7.0 h1:4BRB4x83lYWy72KwLD/qYDuTu7q9PjSagHvijDw7cLo=
 golang.org/x/text v0.7.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
+golang.org/x/text v0.9.0/go.mod h1:e1OnstbJyHTd6l/uOt8jFFHp6TRDWZR/bV3emEE/zU8=
+golang.org/x/text v0.14.0 h1:ScX5w1eTa3QqT8oi6+ziP7dTV1S2+ALU0bI+0zXKWiQ=
+golang.org/x/text v0.14.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU=
 golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
 golang.org/x/tools v0.0.0-20190311212946-11955173bddd/go.mod h1:LCzVGOaR6xXOjkQ3onu1FJEFr0SW1gC7cKk1uF8kGRs=
 golang.org/x/tools v0.0.0-20190425163242-31fd60d6bfdc/go.mod h1:RgjU9mgBXZiqYHBnxXauZ1Gv1EHHAz9KjViQ78xBX0Q=
@@ -185,6 +195,7 @@ golang.org/x/tools v0.0.0-20191029190741-b9c20aec41a5/go.mod h1:b+2E5dAYhXwXZwtn
 golang.org/x/tools v0.0.0-20191119224855-298f0cb1881e/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
 golang.org/x/tools v0.0.0-20200103221440-774c71fcf114/go.mod h1:TB2adYChydJhpapKDTa4BR/hXlZSLoq2Wpct/0txZ28=
 golang.org/x/tools v0.1.12/go.mod h1:hNGJHUnrk76NpqgfD5Aqm5Crs+Hm0VOH/i9J2+nxYbc=
+golang.org/x/tools v0.6.0/go.mod h1:Xwgl3UAJ/d3gWutnCtw505GrjyAbvKui8lOU390QaIU=
 golang.org/x/xerrors v0.0.0-20190410155217-1f06c39b4373/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20190513163551-3ee3066db522/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
diff --git a/src/test/java/com/google/cloud/spanner/pgadapter/ITJdbcDescribeStatementTest.java b/src/test/java/com/google/cloud/spanner/pgadapter/ITJdbcDescribeStatementTest.java
index cc47eb77..e8ea018d 100644
--- a/src/test/java/com/google/cloud/spanner/pgadapter/ITJdbcDescribeStatementTest.java
+++ b/src/test/java/com/google/cloud/spanner/pgadapter/ITJdbcDescribeStatementTest.java
@@ -44,7 +44,6 @@ import java.util.stream.IntStream;
 import org.junit.AfterClass;
 import org.junit.Before;
 import org.junit.BeforeClass;
-import org.junit.Ignore;
 import org.junit.Test;
 import org.junit.experimental.categories.Category;
 import org.junit.runner.RunWith;
@@ -110,8 +109,6 @@ public class ITJdbcDescribeStatementTest implements IntegrationTest {
 
   @Test
   public void testQuery() throws SQLException {
-    skipOnEmulator("Equality operator for numeric is not supported on the emulator");
-
     String sql =
         "select col_bigint, col_bool, col_bytea, col_float8, col_int, col_numeric, col_timestamptz, col_date, col_varchar "
             + "from all_types "
@@ -148,8 +145,6 @@ public class ITJdbcDescribeStatementTest implements IntegrationTest {
 
   @Test
   public void testParameterMetaData() throws SQLException {
-    skipOnEmulator("Equality operator for numeric is not supported on the emulator");
-
     for (String sql :
         new String[] {
           "select col_bigint, col_bool, col_bytea, col_float8, col_int, col_numeric, col_timestamptz, col_date, col_varchar, col_jsonb "
@@ -296,7 +291,6 @@ public class ITJdbcDescribeStatementTest implements IntegrationTest {
   }
 
   @Test
-  @Ignore("Parameterized limit and offset are not yet supported by Spangres")
   public void testParameterMetaDataInLimit() throws SQLException {
     String sql = "select * from all_types order by col_varchar limit ? offset ?";
     try (Connection connection = DriverManager.getConnection(getConnectionUrl())) {
@@ -379,8 +373,6 @@ public class ITJdbcDescribeStatementTest implements IntegrationTest {
 
   @Test
   public void testResultSetMetaData() throws SQLException {
-    skipOnEmulator("Equality operator for numeric is not supported on the emulator");
-
     ImmutableList<String> columnNames =
         ImmutableList.of(
             "col_bigint",
@@ -433,8 +425,6 @@ public class ITJdbcDescribeStatementTest implements IntegrationTest {
 
   @Test
   public void testSelectWithParameters() throws SQLException {
-    skipOnEmulator("Equality operator for numeric is not supported on the emulator");
-
     String sql =
         "select col_bigint, col_bool, col_bytea, col_float8, col_int, col_numeric, col_timestamptz, col_date, col_varchar "
             + "from all_types "
diff --git a/src/test/java/com/google/cloud/spanner/pgadapter/ITJdbcMetadataTest.java b/src/test/java/com/google/cloud/spanner/pgadapter/ITJdbcMetadataTest.java
index 9f27b0a2..c609bb5c 100644
--- a/src/test/java/com/google/cloud/spanner/pgadapter/ITJdbcMetadataTest.java
+++ b/src/test/java/com/google/cloud/spanner/pgadapter/ITJdbcMetadataTest.java
@@ -378,8 +378,6 @@ public class ITJdbcMetadataTest implements IntegrationTest {
 
   @Test
   public void testDatabaseMetaDataColumns() throws Exception {
-    skipOnEmulator("jsonb is not supported on the emulator in combination with the JDBC driver");
-
     runForAllVersions(
         (connection, version) -> {
           try {
@@ -497,8 +495,6 @@ public class ITJdbcMetadataTest implements IntegrationTest {
 
   @Test
   public void testDatabaseMetaDataColumns_FilteredByName() throws Exception {
-    skipOnEmulator("jsonb is not supported on the emulator in combination with the JDBC driver");
-
     runForAllVersions(
         (connection, version) -> {
           try {
@@ -840,8 +836,6 @@ public class ITJdbcMetadataTest implements IntegrationTest {
 
   @Test
   public void testDatabaseMetaDataTypeInfo() throws Exception {
-    skipOnEmulator("jsonb is not supported on the emulator in combination with the JDBC driver");
-
     runForAllVersions(
         (connection, version) -> {
           try {
@@ -1048,27 +1042,26 @@ public class ITJdbcMetadataTest implements IntegrationTest {
 
   @Test
   public void testDatabaseMetaDataSchemas() throws Exception {
-    skipOnEmulator("Catalog name is not supported by emulator");
-
     runForAllVersions(
         (connection, version) -> {
           try {
+            String expectedCatalog = isRunningOnEmulator() ? "" : database.getId().getDatabase();
             DatabaseMetaData metadata = connection.getMetaData();
             try (ResultSet schemas = metadata.getSchemas()) {
               assertTrue(schemas.next());
-              assertEquals(database.getId().getDatabase(), schemas.getString("TABLE_CATALOG"));
+              assertEquals(expectedCatalog, schemas.getString("TABLE_CATALOG"));
               assertEquals("information_schema", schemas.getString("TABLE_SCHEM"));
 
               assertTrue(schemas.next());
-              assertEquals(database.getId().getDatabase(), schemas.getString("TABLE_CATALOG"));
+              assertEquals(expectedCatalog, schemas.getString("TABLE_CATALOG"));
               assertEquals("pg_catalog", schemas.getString("TABLE_SCHEM"));
 
               assertTrue(schemas.next());
-              assertEquals(database.getId().getDatabase(), schemas.getString("TABLE_CATALOG"));
+              assertEquals(expectedCatalog, schemas.getString("TABLE_CATALOG"));
               assertEquals("public", schemas.getString("TABLE_SCHEM"));
 
               assertTrue(schemas.next());
-              assertEquals(database.getId().getDatabase(), schemas.getString("TABLE_CATALOG"));
+              assertEquals(expectedCatalog, schemas.getString("TABLE_CATALOG"));
               assertEquals("spanner_sys", schemas.getString("TABLE_SCHEM"));
 
               assertFalse(schemas.next());
@@ -1076,7 +1069,7 @@ public class ITJdbcMetadataTest implements IntegrationTest {
 
             try (ResultSet schemas = metadata.getSchemas(null, "public")) {
               assertTrue(schemas.next());
-              assertEquals(database.getId().getDatabase(), schemas.getString("TABLE_CATALOG"));
+              assertEquals(expectedCatalog, schemas.getString("TABLE_CATALOG"));
               assertEquals("public", schemas.getString("TABLE_SCHEM"));
 
               assertFalse(schemas.next());
diff --git a/src/test/java/com/google/cloud/spanner/pgadapter/ITJdbcTest.java b/src/test/java/com/google/cloud/spanner/pgadapter/ITJdbcTest.java
index 6b3fdc69..715e466d 100644
--- a/src/test/java/com/google/cloud/spanner/pgadapter/ITJdbcTest.java
+++ b/src/test/java/com/google/cloud/spanner/pgadapter/ITJdbcTest.java
@@ -290,8 +290,6 @@ public class ITJdbcTest implements IntegrationTest {
 
   @Test
   public void testSelectWithParameters() throws SQLException {
-    skipOnEmulator("Casting jsonb to text is not supported on the emulator");
-
     boolean isSimpleMode = "simple".equalsIgnoreCase(preferQueryMode);
     String sql =
         "select col_bigint, col_bool, col_bytea, col_float8, col_int, col_numeric, col_timestamptz, col_date, col_varchar, col_jsonb, "
@@ -396,8 +394,6 @@ public class ITJdbcTest implements IntegrationTest {
 
   @Test
   public void testInsertWithParameters() throws SQLException {
-    skipOnEmulator("jsonb[] is not fully supported on the emulator");
-
     boolean isSimpleMode = "simple".equalsIgnoreCase(preferQueryMode);
     try (Connection connection = DriverManager.getConnection(getConnectionUrl())) {
       try (PreparedStatement statement =
@@ -1120,10 +1116,8 @@ public class ITJdbcTest implements IntegrationTest {
         assertTrue(namespaces.next());
         assertEquals("public", namespaces.getString(1));
         assertTrue(namespaces.next());
-        if (!isRunningOnEmulator()) {
-          assertEquals("pg_catalog", namespaces.getString(1));
-          assertTrue(namespaces.next());
-        }
+        assertEquals("pg_catalog", namespaces.getString(1));
+        assertTrue(namespaces.next());
         assertEquals("information_schema", namespaces.getString(1));
         assertTrue(namespaces.next());
         assertEquals("spanner_sys", namespaces.getString(1));
diff --git a/src/test/java/com/google/cloud/spanner/pgadapter/ITPgClassTest.java b/src/test/java/com/google/cloud/spanner/pgadapter/ITPgClassTest.java
index f92af891..61e0b29f 100644
--- a/src/test/java/com/google/cloud/spanner/pgadapter/ITPgClassTest.java
+++ b/src/test/java/com/google/cloud/spanner/pgadapter/ITPgClassTest.java
@@ -18,6 +18,7 @@ import static com.google.cloud.spanner.pgadapter.ITJdbcMetadataTest.getDdlStatem
 import static org.junit.Assert.assertArrayEquals;
 import static org.junit.Assert.assertEquals;
 import static org.junit.Assert.assertFalse;
+import static org.junit.Assert.assertNull;
 import static org.junit.Assert.assertTrue;
 
 import com.google.cloud.spanner.Database;
@@ -171,8 +172,6 @@ public class ITPgClassTest implements IntegrationTest {
 
   @Test
   public void testPgIndex() throws SQLException {
-    skipOnEmulator("pg_index replacement query is not supported on the emulator");
-
     String sql =
         "select indexrelid, indrelid, indnatts, indnkeyatts, indisunique, "
             + "indnullsnotdistinct, indisprimary, indpred "
@@ -282,7 +281,12 @@ public class ITPgClassTest implements IntegrationTest {
               resultSet.getBoolean("indnullsnotdistinct"));
           assertEquals(
               expected.indexrelid, expected.indisprimary, resultSet.getBoolean("indisprimary"));
-          assertEquals(expected.indexrelid, expected.indpred, resultSet.getString("indpred"));
+          // TODO: Remove when the emulator supports indpred.
+          if (isRunningOnEmulator()) {
+            assertNull(expected.indexrelid, resultSet.getString("indpred"));
+          } else {
+            assertEquals(expected.indexrelid, expected.indpred, resultSet.getString("indpred"));
+          }
           index++;
         }
         assertEquals(index, expectedRows.size());
diff --git a/src/test/java/com/google/cloud/spanner/pgadapter/ITPsqlTest.java b/src/test/java/com/google/cloud/spanner/pgadapter/ITPsqlTest.java
index 0c9333f2..6d54296a 100644
--- a/src/test/java/com/google/cloud/spanner/pgadapter/ITPsqlTest.java
+++ b/src/test/java/com/google/cloud/spanner/pgadapter/ITPsqlTest.java
@@ -446,8 +446,6 @@ public class ITPsqlTest implements IntegrationTest {
 
   @Test
   public void testSelectPgCatalogTables() throws IOException, InterruptedException {
-    skipOnEmulator("Not all pg_catalog tables are supported on the emulator yet");
-
     String sql =
         "select pg_type.typname\n"
             + "from pg_catalog.pg_type\n"
@@ -494,8 +492,6 @@ public class ITPsqlTest implements IntegrationTest {
 
   @Test
   public void testPrepareExecuteDeallocate() throws IOException, InterruptedException {
-    skipOnEmulator("Uses a cast that is not yet supported on the emulator");
-
     Tuple<String, String> result =
         runUsingPsql(
             ImmutableList.of(
@@ -547,13 +543,6 @@ public class ITPsqlTest implements IntegrationTest {
 
   @Test
   public void testSetOperationWithOrderBy() throws IOException, InterruptedException {
-    // TODO: Remove
-    assumeTrue(
-        testEnv.getSpannerUrl() != null
-            && testEnv
-                .getSpannerUrl()
-                .equals("https://staging-wrenchworks.sandbox.googleapis.com"));
-
     Tuple<String, String> result =
         runUsingPsql(
             "select * from (select 1) one union all select * from (select 2) two order by 1");
@@ -568,8 +557,6 @@ public class ITPsqlTest implements IntegrationTest {
    */
   @Test
   public void testCopyBetweenPostgreSQLAndCloudSpanner() throws Exception {
-    skipOnEmulator("Uses a cast that is not yet supported on the emulator");
-
     int numRows = 100;
 
     truncatePostgreSQLAllTypesTable();
diff --git a/src/test/java/com/google/cloud/spanner/pgadapter/golang/ITPgx5Test.java b/src/test/java/com/google/cloud/spanner/pgadapter/golang/ITPgx5Test.java
index 1c04efd5..55cdc248 100644
--- a/src/test/java/com/google/cloud/spanner/pgadapter/golang/ITPgx5Test.java
+++ b/src/test/java/com/google/cloud/spanner/pgadapter/golang/ITPgx5Test.java
@@ -177,8 +177,6 @@ public class ITPgx5Test implements IntegrationTest {
 
   @Test
   public void testPrepareSelectStatement() {
-    skipOnEmulator("jsonb comparison is not yet supported on the emulator");
-
     assertNull(pgxTest.TestPrepareSelectStatement(createConnString()));
   }
 
diff --git a/src/test/java/com/google/cloud/spanner/pgadapter/golang/ITPgxTest.java b/src/test/java/com/google/cloud/spanner/pgadapter/golang/ITPgxTest.java
index bbed92e5..1f695c76 100644
--- a/src/test/java/com/google/cloud/spanner/pgadapter/golang/ITPgxTest.java
+++ b/src/test/java/com/google/cloud/spanner/pgadapter/golang/ITPgxTest.java
@@ -177,8 +177,6 @@ public class ITPgxTest implements IntegrationTest {
 
   @Test
   public void testPrepareSelectStatement() {
-    skipOnEmulator("jsonb comparison is not yet supported on the emulator");
-
     assertNull(pgxTest.TestPrepareSelectStatement(createConnString()));
   }
 
diff --git a/src/test/java/com/google/cloud/spanner/pgadapter/statements/DdlExecutorTest.java b/src/test/java/com/google/cloud/spanner/pgadapter/statements/DdlExecutorTest.java
index 75399ceb..3fb05b16 100644
--- a/src/test/java/com/google/cloud/spanner/pgadapter/statements/DdlExecutorTest.java
+++ b/src/test/java/com/google/cloud/spanner/pgadapter/statements/DdlExecutorTest.java
@@ -26,6 +26,7 @@ import com.google.cloud.spanner.Statement;
 import com.google.cloud.spanner.connection.AbstractStatementParser;
 import com.google.cloud.spanner.connection.AbstractStatementParser.ParsedStatement;
 import com.google.cloud.spanner.pgadapter.session.SessionState;
+import com.google.cloud.spanner.pgadapter.statements.DdlExecutor.Table;
 import com.google.cloud.spanner.pgadapter.statements.SimpleParser.TableOrIndexName;
 import com.google.cloud.spanner.pgadapter.utils.RegexQueryPartReplacer;
 import com.google.common.base.Suppliers;
@@ -256,6 +257,12 @@ public class DdlExecutorTest {
             "create table databasechangelog_replaced (id bigint primary key)"));
   }
 
+  @Test
+  public void testTableComparison() {
+    assertEquals(1, new Table("public", "foo", "bar").compareTo(new Table("public", "baz", "foo")));
+    assertEquals(-1, new Table("public", "foo", "bar").compareTo(new Table("public", "bar", null)));
+  }
+
   private String applyReplacers(DdlExecutor ddlExecutor, String sql) {
     Statement statement = Statement.of(sql);
     ParsedStatement parsedStatement = PARSER.parse(Statement.of(sql));
diff --git a/src/test/nodejs/node-postgres/package.json b/src/test/nodejs/node-postgres/package.json
index a276f78f..0e732f7b 100644
--- a/src/test/nodejs/node-postgres/package.json
+++ b/src/test/nodejs/node-postgres/package.json
@@ -6,12 +6,12 @@
   "devDependencies": {
     "@types/node": "^20.1.4",
     "ts-node": "10.9.1",
-    "typescript": "5.3.2"
+    "typescript": "5.3.3"
   },
   "dependencies": {
     "pg": "^8.9.0",
     "pg-copy-streams": "^6.0.4",
-    "reflect-metadata": "^0.1.13",
+    "reflect-metadata": "^0.2.1",
     "yargs": "^17.5.1"
   },
   "scripts": {
diff --git a/src/test/nodejs/typeorm/data-test/package.json b/src/test/nodejs/typeorm/data-test/package.json
index 6941ccd0..75e354cb 100644
--- a/src/test/nodejs/typeorm/data-test/package.json
+++ b/src/test/nodejs/typeorm/data-test/package.json
@@ -4,13 +4,13 @@
    "description": "TypeORM Data operations tests",
    "type": "commonjs",
    "devDependencies": {
-      "ts-node": "10.9.1",
+      "ts-node": "10.9.2",
       "@types/node": "^20.1.4",
       "typescript": "5.3.2"
    },
    "dependencies": {
       "typeorm": "0.3.17",
-      "reflect-metadata": "^0.1.13",
+      "reflect-metadata": "^0.2.1",
       "pg": "^8.9.0",
       "yargs": "^17.5.1"
    },