diff --git a/bindinfo/bind_test.go b/bindinfo/bind_test.go
index c93c3116f70ef..7d05bf55c788a 100644
--- a/bindinfo/bind_test.go
+++ b/bindinfo/bind_test.go
@@ -520,3 +520,24 @@ func (s *testSuite) TestBindingCache(c *C) {
 	res := tk.MustQuery("show global bindings")
 	c.Assert(len(res.Rows()), Equals, 2)
 }
+
+func (s *testSuite) TestDefaultDB(c *C) {
+	tk := testkit.NewTestKit(c, s.store)
+	s.cleanBindingEnv(tk)
+	tk.MustExec("use test")
+	tk.MustExec("create table t(a int, b int, index idx(a))")
+	tk.MustExec("create global binding for select * from test.t using select * from test.t use index(idx)")
+	tk.MustExec("use mysql")
+	tk.MustQuery("select * from test.t")
+	// Even in another database, we could still use the bindings.
+	c.Assert(tk.Se.GetSessionVars().StmtCtx.IndexNames[0], Equals, "t:idx")
+	tk.MustExec("drop global binding for select * from test.t")
+	tk.MustQuery("show global bindings").Check(testkit.Rows())
+
+	tk.MustExec("use test")
+	tk.MustExec("create session binding for select * from test.t using select * from test.t use index(idx)")
+	tk.MustExec("use mysql")
+	tk.MustQuery("select * from test.t")
+	// Even in another database, we could still use the bindings.
+	c.Assert(tk.Se.GetSessionVars().StmtCtx.IndexNames[0], Equals, "t:idx")
+}
diff --git a/executor/bind.go b/executor/bind.go
index 6849e4eec9b76..4b87bbd7de9c4 100644
--- a/executor/bind.go
+++ b/executor/bind.go
@@ -34,6 +34,7 @@ type SQLBindExec struct {
 	bindSQL      string
 	charset      string
 	collation    string
+	db           string
 	isGlobal     bool
 	bindAst      ast.StmtNode
 }
@@ -59,7 +60,7 @@ func (e *SQLBindExec) Next(ctx context.Context, req *chunk.Chunk) error {
 func (e *SQLBindExec) dropSQLBind() error {
 	record := &bindinfo.BindRecord{
 		OriginalSQL: e.normdOrigSQL,
-		Db:          e.ctx.GetSessionVars().CurrentDB,
+		Db:          e.db,
 	}
 	if !e.isGlobal {
 		handle := e.ctx.Value(bindinfo.SessionBindInfoKeyType).(*bindinfo.SessionHandle)
@@ -73,7 +74,7 @@ func (e *SQLBindExec) createSQLBind() error {
 	record := &bindinfo.BindRecord{
 		OriginalSQL: e.normdOrigSQL,
 		BindSQL:     e.bindSQL,
-		Db:          e.ctx.GetSessionVars().CurrentDB,
+		Db:          e.db,
 		Charset:     e.charset,
 		Collation:   e.collation,
 		Status:      bindinfo.Using,
diff --git a/executor/builder.go b/executor/builder.go
index ed78f5b734c7e..be57b771b302d 100644
--- a/executor/builder.go
+++ b/executor/builder.go
@@ -2295,6 +2295,7 @@ func (b *executorBuilder) buildSQLBindExec(v *plannercore.SQLBindPlan) Executor
 		bindSQL:      v.BindSQL,
 		charset:      v.Charset,
 		collation:    v.Collation,
+		db:           v.Db,
 		isGlobal:     v.IsGlobal,
 		bindAst:      v.BindStmt,
 	}
diff --git a/executor/compiler.go b/executor/compiler.go
index db8f211dd8f4d..aefebb1485d47 100644
--- a/executor/compiler.go
+++ b/executor/compiler.go
@@ -405,6 +405,9 @@ func addHint(ctx sessionctx.Context, stmtNode ast.StmtNode) ast.StmtNode {
 func addHintForSelect(hash, normdOrigSQL string, ctx sessionctx.Context, stmt ast.StmtNode) ast.StmtNode {
 	sessionHandle := ctx.Value(bindinfo.SessionBindInfoKeyType).(*bindinfo.SessionHandle)
 	bindRecord := sessionHandle.GetBindRecord(normdOrigSQL, ctx.GetSessionVars().CurrentDB)
+	if bindRecord == nil {
+		bindRecord = sessionHandle.GetBindRecord(normdOrigSQL, "")
+	}
 	if bindRecord != nil {
 		if bindRecord.Status == bindinfo.Invalid {
 			return stmt
diff --git a/planner/core/common_plans.go b/planner/core/common_plans.go
index f1b4cfbe8d452..a9afde62b3c39 100644
--- a/planner/core/common_plans.go
+++ b/planner/core/common_plans.go
@@ -392,6 +392,7 @@ type SQLBindPlan struct {
 	BindSQL      string
 	IsGlobal     bool
 	BindStmt     ast.StmtNode
+	Db           string
 	Charset      string
 	Collation    string
 }
diff --git a/planner/core/planbuilder.go b/planner/core/planbuilder.go
index a843022fdf557..bde5ea183e54e 100644
--- a/planner/core/planbuilder.go
+++ b/planner/core/planbuilder.go
@@ -388,6 +388,7 @@ func (b *PlanBuilder) buildDropBindPlan(v *ast.DropBindingStmt) (Plan, error) {
 		SQLBindOp:    OpSQLBindDrop,
 		NormdOrigSQL: parser.Normalize(v.OriginSel.Text()),
 		IsGlobal:     v.GlobalScope,
+		Db:           getDefaultDB(b.ctx, v.OriginSel),
 	}
 	b.visitInfo = appendVisitInfo(b.visitInfo, mysql.SuperPriv, "", "", "", nil)
 	return p, nil
@@ -401,6 +402,7 @@ func (b *PlanBuilder) buildCreateBindPlan(v *ast.CreateBindingStmt) (Plan, error
 		BindSQL:      v.HintedSel.Text(),
 		IsGlobal:     v.GlobalScope,
 		BindStmt:     v.HintedSel,
+		Db:           getDefaultDB(b.ctx, v.OriginSel),
 		Charset:      charSet,
 		Collation:    collation,
 	}
@@ -408,6 +410,34 @@ func (b *PlanBuilder) buildCreateBindPlan(v *ast.CreateBindingStmt) (Plan, error
 	return p, nil
 }
 
+func getDefaultDB(ctx sessionctx.Context, sel ast.StmtNode) string {
+	implicitDB := &implicitDatabase{}
+	sel.Accept(implicitDB)
+	if implicitDB.hasImplicit {
+		return ctx.GetSessionVars().CurrentDB
+	}
+	return ""
+}
+
+type implicitDatabase struct {
+	hasImplicit bool
+}
+
+func (i *implicitDatabase) Enter(in ast.Node) (out ast.Node, skipChildren bool) {
+	switch x := in.(type) {
+	case *ast.TableName:
+		if x.Schema.L == "" {
+			i.hasImplicit = true
+		}
+		return in, true
+	}
+	return in, false
+}
+
+func (i *implicitDatabase) Leave(in ast.Node) (out ast.Node, ok bool) {
+	return in, true
+}
+
 // detectSelectAgg detects an aggregate function or GROUP BY clause.
 func (b *PlanBuilder) detectSelectAgg(sel *ast.SelectStmt) bool {
 	if sel.GroupBy != nil {
diff --git a/planner/core/preprocess.go b/planner/core/preprocess.go
index 7ec9a501253ec..4041a9dfb28f4 100644
--- a/planner/core/preprocess.go
+++ b/planner/core/preprocess.go
@@ -119,8 +119,10 @@ func (p *preprocessor) Enter(in ast.Node) (out ast.Node, skipChildren bool) {
 		EraseLastSemicolon(node.OriginSel)
 		EraseLastSemicolon(node.HintedSel)
 		p.checkBindGrammar(node)
+		return in, true
 	case *ast.DropBindingStmt:
 		EraseLastSemicolon(node.OriginSel)
+		return in, true
 	case *ast.RecoverTableStmt:
 		// The specified table in recover table statement maybe already been dropped.
 		// So skip check table name here, otherwise, recover table [table_name] syntax will return