diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
index 9bf60391349..eaada46461a 100644
--- a/.devcontainer/Dockerfile
+++ b/.devcontainer/Dockerfile
@@ -13,7 +13,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-FROM mcr.microsoft.com/devcontainers/go:1-1.22-bookworm
+FROM mcr.microsoft.com/devcontainers/go:1-1.24-bookworm
 
 ENV PKG_CONFIG_PATH=$PKG_CONFIG_PATH:/usr/local/lib:/usr/local/lib/pkgconfig
 ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/lib
diff --git a/.github/workflows/golangci-lint.yml b/.github/workflows/golangci-lint.yml
index 7084ba598eb..87af9217072 100644
--- a/.github/workflows/golangci-lint.yml
+++ b/.github/workflows/golangci-lint.yml
@@ -44,5 +44,5 @@ jobs:
       - name: golangci-lint
         uses: golangci/golangci-lint-action@v6
         with:
-          version: v1.53.3
+          version: v1.64.3
           working-directory: ./backend
diff --git a/backend/Dockerfile b/backend/Dockerfile
index c93b30c6a3f..829d0942db8 100644
--- a/backend/Dockerfile
+++ b/backend/Dockerfile
@@ -31,7 +31,7 @@ FROM --platform=linux/arm64 debian:bookworm as debian-arm64
 RUN apt-get update
 RUN apt-get install -y libssh2-1-dev libssl-dev zlib1g-dev
 
-FROM --platform=$BUILDPLATFORM golang:1.20.5-bookworm as builder
+FROM --platform=$BUILDPLATFORM golang:1.24-bookworm as builder
 
 # docker build --build-arg GOPROXY=https://goproxy.io,direct -t mericodev/lake .
 ARG GOPROXY=
@@ -49,7 +49,7 @@ RUN if [ "$(arch)" != "x86_64" ] ; then \
         apt-get install -y gcc-x86-64-linux-gnu binutils-x86-64-linux-gnu ; \
     fi
 
-RUN go install github.com/vektra/mockery/v2@v2.20.0
+RUN go install github.com/vektra/mockery/v2@v2.43.0
 RUN go install github.com/swaggo/swag/cmd/swag@v1.16.1
 
 COPY --from=debian-amd64 /usr/include /rootfs-amd64/usr/include
diff --git a/backend/Makefile b/backend/Makefile
index 6a30e8a1347..d2f06e099c6 100644
--- a/backend/Makefile
+++ b/backend/Makefile
@@ -29,7 +29,7 @@ all: build
 go-dep:
 	go install github.com/vektra/mockery/v2@v2.43.0
 	go install github.com/swaggo/swag/cmd/swag@v1.16.1
-	go install github.com/golangci/golangci-lint/cmd/golangci-lint@latest
+	go install github.com/golangci/golangci-lint/cmd/golangci-lint@v1.64.3
 
 go-dev-tools:
 	# go install github.com/atombender/go-jsonschema/cmd/gojsonschema@latest
diff --git a/backend/core/migration/linter/main.go b/backend/core/migration/linter/main.go
index bf9190b72e1..11aae870ce9 100644
--- a/backend/core/migration/linter/main.go
+++ b/backend/core/migration/linter/main.go
@@ -51,7 +51,7 @@ func firstLineFromFile(path string) string {
 	for scanner.Scan() {
 		return scanner.Text()
 	}
-	panic(fmt.Errorf("empty file: " + path))
+	panic(fmt.Errorf("empty file: %s", path))
 }
 
 const (
diff --git a/backend/go.mod b/backend/go.mod
index 21f8d4b199e..9371c8567e3 100644
--- a/backend/go.mod
+++ b/backend/go.mod
@@ -1,6 +1,6 @@
 module github.com/apache/incubator-devlake
 
-go 1.20
+go 1.24
 
 require (
 	github.com/aws/aws-sdk-go v1.55.6
diff --git a/backend/helpers/srvhelper/scope_service_helper.go b/backend/helpers/srvhelper/scope_service_helper.go
index e0e0d97dc33..544536f01c2 100644
--- a/backend/helpers/srvhelper/scope_service_helper.go
+++ b/backend/helpers/srvhelper/scope_service_helper.go
@@ -268,39 +268,39 @@ func (scopeSrv *ScopeSrvHelper[C, S, SC]) getAffectedTables() ([]string, errors.
 	if err != nil {
 		return nil, err
 	}
-	if pluginModel, ok := meta.(plugin.PluginModel); !ok {
+	pluginModel, ok := meta.(plugin.PluginModel)
+	if !ok {
 		panic(errors.Default.New(fmt.Sprintf("plugin \"%s\" does not implement listing its tables", scopeSrv.pluginName)))
-	} else {
-		// Unfortunately, can't cache the tables because Python creates some tables on a per-demand basis, so such a cache would possibly get outdated.
-		// It's a rare scenario in practice, but might as well play it safe and sacrifice some performance here
-		var allTables []string
-		if allTables, err = scopeSrv.db.AllTables(); err != nil {
-			return nil, err
-		}
-		// collect raw tables
-		for _, table := range allTables {
-			if strings.HasPrefix(table, "_raw_"+scopeSrv.pluginName) {
-				tables = append(tables, table)
-			}
+	}
+	// Unfortunately, can't cache the tables because Python creates some tables on a per-demand basis, so such a cache would possibly get outdated.
+	// It's a rare scenario in practice, but might as well play it safe and sacrifice some performance here
+	var allTables []string
+	if allTables, err = scopeSrv.db.AllTables(); err != nil {
+		return nil, err
+	}
+	// collect raw tables
+	for _, table := range allTables {
+		if strings.HasPrefix(table, "_raw_"+scopeSrv.pluginName) {
+			tables = append(tables, table)
 		}
-		// collect tool tables
-		toolModels := pluginModel.GetTablesInfo()
-		for _, toolModel := range toolModels {
-			if !isScopeModel(toolModel) && hasField(toolModel, "RawDataParams") {
-				tables = append(tables, toolModel.TableName())
-			}
+	}
+	// collect tool tables
+	toolModels := pluginModel.GetTablesInfo()
+	for _, toolModel := range toolModels {
+		if !isScopeModel(toolModel) && hasField(toolModel, "RawDataParams") {
+			tables = append(tables, toolModel.TableName())
 		}
-		// collect domain tables
-		for _, domainModel := range domaininfo.GetDomainTablesInfo() {
-			// we only care about tables with RawOrigin
-			ok = hasField(domainModel, "RawDataParams")
-			if ok {
-				tables = append(tables, domainModel.TableName())
-			}
+	}
+	// collect domain tables
+	for _, domainModel := range domaininfo.GetDomainTablesInfo() {
+		// we only care about tables with RawOrigin
+		ok = hasField(domainModel, "RawDataParams")
+		if ok {
+			tables = append(tables, domainModel.TableName())
 		}
-		// additional tables
-		tables = append(tables, models.CollectorLatestState{}.TableName())
 	}
+	// additional tables
+	tables = append(tables, models.CollectorLatestState{}.TableName())
 	scopeSrv.log.Debug("Discovered %d tables used by plugin \"%s\": %v", len(tables), scopeSrv.pluginName, tables)
 	return tables, nil
 }
diff --git a/backend/impls/logruslog/init.go b/backend/impls/logruslog/init.go
index 17df490f97d..9ed5b8ce583 100644
--- a/backend/impls/logruslog/init.go
+++ b/backend/impls/logruslog/init.go
@@ -70,16 +70,16 @@ func init() {
 	if basePath == "" {
 		basePath = "./logs"
 	}
-	if abs, err := filepath.Abs(basePath); err != nil {
-		panic(err)
-	} else {
-		basePath = filepath.Join(abs, "devlake.log")
-	}
-	var err errors.Error
-	Global, err = NewDefaultLogger(inner)
+	abs, err := filepath.Abs(basePath)
 	if err != nil {
 		panic(err)
 	}
+	basePath = filepath.Join(abs, "devlake.log")
+	var errLogger errors.Error
+	Global, errLogger = NewDefaultLogger(inner)
+	if errLogger != nil {
+		panic(errLogger)
+	}
 	stream, err := GetFileStream(basePath)
 	if err != nil {
 		stream = os.Stdout
diff --git a/backend/impls/logruslog/logger.go b/backend/impls/logruslog/logger.go
index 857d75ac263..88287c9f553 100644
--- a/backend/impls/logruslog/logger.go
+++ b/backend/impls/logruslog/logger.go
@@ -72,11 +72,11 @@ func (l *DefaultLogger) Info(format string, a ...interface{}) {
 }
 
 func (l *DefaultLogger) Warn(err error, format string, a ...interface{}) {
-	l.Log(log.LOG_WARN, formatMessage(err, format, a...))
+	l.Log(log.LOG_WARN, "%s", formatMessage(err, format, a...))
 }
 
 func (l *DefaultLogger) Error(err error, format string, a ...interface{}) {
-	l.Log(log.LOG_ERROR, formatMessage(err, format, a...))
+	l.Log(log.LOG_ERROR, "%s", formatMessage(err, format, a...))
 }
 
 func (l *DefaultLogger) SetStream(config *log.LoggerStreamConfig) {
diff --git a/backend/plugins/github_graphql/tasks/issue_extractor.go b/backend/plugins/github_graphql/tasks/issue_extractor.go
index 0ebd28d18c3..e27679c83e9 100644
--- a/backend/plugins/github_graphql/tasks/issue_extractor.go
+++ b/backend/plugins/github_graphql/tasks/issue_extractor.go
@@ -143,7 +143,7 @@ func convertGithubIssue(milestoneMap map[int]int, issue *GraphqlQueryIssue, conn
 		GithubCreatedAt: issue.CreatedAt,
 		GithubUpdatedAt: issue.UpdatedAt,
 	}
-	if issue.AssigneeList.Assignees != nil && len(issue.AssigneeList.Assignees) > 0 {
+	if len(issue.AssigneeList.Assignees) > 0 {
 		githubIssue.AssigneeId = issue.AssigneeList.Assignees[0].Id
 		githubIssue.AssigneeName = issue.AssigneeList.Assignees[0].Login
 	}
diff --git a/backend/server/api/shared/api_output.go b/backend/server/api/shared/api_output.go
index b213f91e963..b9f16a4a953 100644
--- a/backend/server/api/shared/api_output.go
+++ b/backend/server/api/shared/api_output.go
@@ -124,7 +124,7 @@ func ApiOutputSuccess(c *gin.Context, body interface{}, status int) {
 func ApiOutputAbort(c *gin.Context, err error) {
 	if e, ok := err.(errors.Error); ok {
 		logruslog.Global.Error(err, "HTTP %d abort-error", e.GetType().GetHttpCode())
-		_ = c.AbortWithError(e.GetType().GetHttpCode(), fmt.Errorf(e.Messages().Format()))
+		_ = c.AbortWithError(e.GetType().GetHttpCode(), fmt.Errorf("%s", e.Messages().Format()))
 	} else {
 		logruslog.Global.Error(err, "HTTP %d abort-error (native)", http.StatusInternalServerError)
 		_ = c.AbortWithError(http.StatusInternalServerError, err)
diff --git a/backend/server/services/remote/plugin/plugin_impl.go b/backend/server/services/remote/plugin/plugin_impl.go
index 6242b160053..1b338399f73 100644
--- a/backend/server/services/remote/plugin/plugin_impl.go
+++ b/backend/server/services/remote/plugin/plugin_impl.go
@@ -186,7 +186,7 @@ func (p *remotePluginImpl) PrepareTaskData(taskCtx plugin.TaskContext, options m
 	}, nil
 }
 
-func (p *remotePluginImpl) getScopeAndConfig(db dal.Dal, connectionId uint64, scopeId string) (interface{}, interface{}, errors.Error) {
+func (p *remotePluginImpl) getScopeAndConfig(db dal.Dal, connectionId uint64, scopeId string) (resultScope interface{}, resultScopeConfig interface{}, resultErr errors.Error) {
 	wrappedScope := p.scopeTabler.New()
 	err := api.CallDB(db.First, wrappedScope, dal.Where("connection_id = ? AND id = ?", connectionId, scopeId))
 	if err != nil {
diff --git a/devops/docker/lake-builder/Dockerfile b/devops/docker/lake-builder/Dockerfile
index 61363f0bcff..c5bd449bd3a 100644
--- a/devops/docker/lake-builder/Dockerfile
+++ b/devops/docker/lake-builder/Dockerfile
@@ -18,7 +18,7 @@ FROM --platform=linux/amd64 debian:bullseye as debian-amd64
 RUN apt-get -y update && apt -y upgrade &&\
     apt-get install -y libssh2-1-dev libssl-dev zlib1g-dev
 
-FROM golang:1.20.4-bullseye as builder
+FROM golang:1.24-bullseye as builder
 
 # Base dependencies
 RUN apt-get -y update && apt -y upgrade &&\
@@ -55,14 +55,14 @@ COPY --from=builder /tmp/deps/include/ /usr/include/
 ENV PKG_CONFIG_PATH=/usr/lib/x86_64-linux-gnu/pkgconfig
 
 # Install Golang
-RUN curl -L https://git.io/vQhTU | bash -s -- --version 1.20.4
+RUN curl -L https://git.io/vQhTU | bash -s -- --version 1.24.0
 RUN mv /root/go /go &&\
     mv /root/.go /usr/local/go &&\
     ln -sf /usr/local/go/bin/* /usr/bin
 
 # Install Golang Tools
 RUN export GOPATH=/go &&  \
-    go install github.com/vektra/mockery/v2@v2.20.0 &&  \
+    go install github.com/vektra/mockery/v2@v2.43.0 &&  \
     go install github.com/swaggo/swag/cmd/swag@v1.16.1
 
 # Golang Env