diff --git a/dbscan/dbscan.go b/dbscan/dbscan.go
index 66da180..1a4faf9 100644
--- a/dbscan/dbscan.go
+++ b/dbscan/dbscan.go
@@ -299,19 +299,37 @@ func (api *API) parseSliceDestination(dst interface{}) (*sliceDestinationMeta, e
 }
 
 func scanSliceElement(rs *RowScanner, sliceMeta *sliceDestinationMeta) error {
-	dstValPtr := reflect.New(sliceMeta.elementBaseType)
+	s := sliceMeta.val
+	l := s.Len()
+	growSliceByOne(s)
+	var dstValPtr reflect.Value
+	if sliceMeta.elementByPtr {
+		dstValPtr = reflect.New(sliceMeta.elementBaseType)
+		s.Index(l).Set(dstValPtr)
+	} else {
+		dstValPtr = s.Index(l).Addr()
+	}
 	if err := rs.Scan(dstValPtr.Interface()); err != nil {
+		// Undo growing the slice. Zero the value to ensure it doesn't retain garbage.
+		s.Index(l).Set(reflect.Zero(s.Type().Elem()))
+		s.SetLen(l)
 		return fmt.Errorf("scanning: %w", err)
 	}
-	var elemVal reflect.Value
-	if sliceMeta.elementByPtr {
-		elemVal = dstValPtr
-	} else {
-		elemVal = dstValPtr.Elem()
+	return nil
+}
+
+func growSliceByOne(s reflect.Value) {
+	// In go 1.20 and above, this could be made simpler (and possibly more efficient)
+	// by using Value.Grow.
+	l := s.Len()
+	c := s.Cap()
+	if l < c {
+		s.SetLen(l + 1)
+		return
 	}
 
-	sliceMeta.val.Set(reflect.Append(sliceMeta.val, elemVal))
-	return nil
+	t := s.Type().Elem()
+	s.Set(reflect.Append(s, reflect.Zero(t)))
 }
 
 // ScanRow is a package-level helper function that uses the DefaultAPI object.
diff --git a/dbscan/rowscanner.go b/dbscan/rowscanner.go
index 0e9f6bf..b1df194 100644
--- a/dbscan/rowscanner.go
+++ b/dbscan/rowscanner.go
@@ -34,6 +34,7 @@ type RowScanner struct {
 	started            bool
 	scanFn             func(dstVal reflect.Value) error
 	start              startScannerFunc
+	scans              []any
 }
 
 // NewRowScanner is a package-level helper function that uses the DefaultAPI object.
@@ -124,13 +125,15 @@ func startScanner(rs *RowScanner, dstValue reflect.Value) error {
 }
 
 func (rs *RowScanner) scanStruct(structValue reflect.Value) error {
-	scans := make([]interface{}, len(rs.columns))
+	if rs.scans == nil {
+		rs.scans = make([]interface{}, len(rs.columns))
+	}
 	for i, column := range rs.columns {
 		fieldIndex, ok := rs.columnToFieldIndex[column]
 		if !ok {
 			if rs.api.allowUnknownColumns {
 				var tmp interface{}
-				scans[i] = &tmp
+				rs.scans[i] = &tmp
 				continue
 			}
 			return fmt.Errorf(
@@ -144,9 +147,9 @@ func (rs *RowScanner) scanStruct(structValue reflect.Value) error {
 		initializeNested(structValue, fieldIndex)
 
 		fieldVal := structValue.FieldByIndex(fieldIndex)
-		scans[i] = fieldVal.Addr().Interface()
+		rs.scans[i] = fieldVal.Addr().Interface()
 	}
-	if err := rs.rows.Scan(scans...); err != nil {
+	if err := rs.rows.Scan(rs.scans...); err != nil {
 		return fmt.Errorf("scany: scan row into struct fields: %w", err)
 	}
 	return nil
@@ -157,14 +160,16 @@ func (rs *RowScanner) scanMap(mapValue reflect.Value) error {
 		mapValue.Set(reflect.MakeMap(mapValue.Type()))
 	}
 
-	scans := make([]interface{}, len(rs.columns))
+	if rs.scans == nil {
+		rs.scans = make([]interface{}, len(rs.columns))
+	}
 	values := make([]reflect.Value, len(rs.columns))
 	for i := range rs.columns {
 		valuePtr := reflect.New(rs.mapElementType)
-		scans[i] = valuePtr.Interface()
+		rs.scans[i] = valuePtr.Interface()
 		values[i] = valuePtr.Elem()
 	}
-	if err := rs.rows.Scan(scans...); err != nil {
+	if err := rs.rows.Scan(rs.scans...); err != nil {
 		return fmt.Errorf("scany: scan rows into map: %w", err)
 	}
 	// We can't set reflect values into destination map before scanning them,
@@ -179,7 +184,11 @@ func (rs *RowScanner) scanMap(mapValue reflect.Value) error {
 }
 
 func (rs *RowScanner) scanPrimitive(value reflect.Value) error {
-	if err := rs.rows.Scan(value.Addr().Interface()); err != nil {
+	if rs.scans == nil {
+		rs.scans = make([]interface{}, 1)
+	}
+	rs.scans[0] = value.Addr().Interface()
+	if err := rs.rows.Scan(rs.scans...); err != nil {
 		return fmt.Errorf("scany: scan row value into a primitive type: %w", err)
 	}
 	return nil