diff --git a/CHANGELOG.asciidoc b/CHANGELOG.asciidoc
index 0efdb4b24c8..a2556b83b0f 100644
--- a/CHANGELOG.asciidoc
+++ b/CHANGELOG.asciidoc
@@ -28,6 +28,8 @@ https://github.com/elastic/beats/compare/v5.0.0-beta1...master[Check the HEAD di
 ==== Bugfixes
 
 *Affecting all Beats*
+- Make sure Beats sent always float values when they are defined as float by sending 5.00000 instead of 5.
+  {pull}2627[2627]
 
 *Metricbeat*
 
diff --git a/libbeat/common/event.go b/libbeat/common/event.go
index 1ffd4c8a819..28b36209add 100644
--- a/libbeat/common/event.go
+++ b/libbeat/common/event.go
@@ -19,6 +19,8 @@ var eventDebugf = logp.MakeDebug(eventDebugSelector)
 
 var textMarshalerType = reflect.TypeOf((*encoding.TextMarshaler)(nil)).Elem()
 
+type Float float64
+
 // ConvertToGenericEvent normalizes the types contained in the given MapStr.
 //
 // Nil values in maps are dropped during the conversion. Any unsupported types
@@ -130,6 +132,7 @@ func normalizeValue(value interface{}, keys ...string) (interface{}, []error) {
 	case uint, uint8, uint16, uint32, uint64:
 	case []uint, []uint8, []uint16, []uint32, []uint64:
 	case float32, float64:
+		return Float(value.(float64)), nil
 	case []float32, []float64:
 	case complex64, complex128:
 	case []complex64, []complex128:
@@ -156,7 +159,7 @@ func normalizeValue(value interface{}, keys ...string) (interface{}, []error) {
 		case reflect.Uint, reflect.Uint8, reflect.Uint16, reflect.Uint32, reflect.Uint64:
 			return v.Uint(), nil
 		case reflect.Float32, reflect.Float64:
-			return v.Float(), nil
+			return Float(v.Float()), nil
 		case reflect.Complex64, reflect.Complex128:
 			return v.Complex(), nil
 		case reflect.String:
@@ -221,3 +224,8 @@ func joinKeys(keys ...string) string {
 	}
 	return strings.Join(keys, ".")
 }
+
+// Defines the marshal of the Float type
+func (f Float) MarshalJSON() ([]byte, error) {
+	return []byte(fmt.Sprintf("%.6f", f)), nil
+}
diff --git a/libbeat/common/event_test.go b/libbeat/common/event_test.go
index 7cb6b2ca9d6..6a8a7fa6a32 100644
--- a/libbeat/common/event_test.go
+++ b/libbeat/common/event_test.go
@@ -1,6 +1,7 @@
 package common
 
 import (
+	"encoding/json"
 	"testing"
 
 	"github.com/elastic/beats/libbeat/logp"
@@ -297,6 +298,23 @@ func TestMarshalUnmarshalArray(t *testing.T) {
 	}
 }
 
+func TestMarshalFloatValues(t *testing.T) {
+
+	assert := assert.New(t)
+
+	var f float64
+
+	f = 5
+
+	a := MapStr{
+		"f": Float(f),
+	}
+
+	b, err := json.Marshal(a)
+	assert.Nil(err)
+	assert.Equal(string(b), "{\"f\":5.000000}")
+}
+
 // Uses TextMarshaler interface.
 func BenchmarkConvertToGenericEventNetString(b *testing.B) {
 	for i := 0; i < b.N; i++ {
diff --git a/libbeat/processors/condition.go b/libbeat/processors/condition.go
index 152cbf258a1..944fc82de2e 100644
--- a/libbeat/processors/condition.go
+++ b/libbeat/processors/condition.go
@@ -369,7 +369,7 @@ func (c *Condition) checkRange(event common.MapStr) bool {
 				return false
 			}
 
-		case float64, float32:
+		case float64, float32, common.Float:
 			floatValue := reflect.ValueOf(value).Float()
 
 			if !checkValue(floatValue, rangeValue) {
@@ -377,7 +377,7 @@ func (c *Condition) checkRange(event common.MapStr) bool {
 			}
 
 		default:
-			logp.Warn("unexpected type %T in range condition as it accepts only strings. ", value)
+			logp.Warn("unexpected type %T in range condition. ", value)
 			return false
 		}
 
diff --git a/metricbeat/tests/system/test_processors.py b/metricbeat/tests/system/test_processors.py
index e01b2ff27f7..e5b0202d6d2 100644
--- a/metricbeat/tests/system/test_processors.py
+++ b/metricbeat/tests/system/test_processors.py
@@ -134,7 +134,7 @@ def test_dropevent_with_complex_condition(self):
         output = self.read_output(
             required_fields=["@timestamp", "type"],
         )
-        assert len(output) == 1
+        assert len(output) >= 1
 
 
     def test_include_fields(self):