diff --git a/CHANGELOG b/CHANGELOG
index 7d4ef78732..ea05b0ac09 100644
--- a/CHANGELOG
+++ b/CHANGELOG
@@ -1,3 +1,5 @@
+* Use the date of the statement line as date for the clearing move
+
 Version 5.4.0 - 2019-11-04
 * Bug fixes (see mercurial logs for details)
 * Relax Account domain on Payment
diff --git a/statement.py b/statement.py
index be8e5d42f4..8057bbd743 100644
--- a/statement.py
+++ b/statement.py
@@ -1,5 +1,7 @@
 # This file is part of Tryton.  The COPYRIGHT file at the top level of
 # this repository contains the full copyright notices and license terms.
+from collections import defaultdict
+
 from trytond.pool import PoolMeta, Pool
 from trytond.model import fields
 from trytond.pyson import Eval, If, Bool
@@ -17,8 +19,8 @@ class Statement(metaclass=PoolMeta):
 
         moves = super(Statement, cls).create_move(statements)
 
-        to_success = set()
-        to_fail = set()
+        to_success = defaultdict(set)
+        to_fail = defaultdict(set)
         for move, statement, lines in moves:
             for line in lines:
                 if line.payment:
@@ -30,15 +32,19 @@ class Statement(metaclass=PoolMeta):
                 else:
                     continue
                 if (kind == 'receivable') == (line.amount >= 0):
-                    to_success.update(payments)
+                    to_success[line.date].update(payments)
                 else:
-                    to_fail.update(payments)
+                    to_fail[line.date].update(payments)
         # The failing should be done last because success is usually not a
         # definitive state
         if to_success:
-            Payment.succeed(Payment.browse(to_success))
+            for date, payments in to_success.items():
+                with Transaction().set_context(clearing_date=date):
+                    Payment.succeed(Payment.browse(payments))
         if to_fail:
-            Payment.fail(Payment.browse(to_fail))
+            for date, payments in to_fail.items():
+                with Transaction().set_context(clearing_date=date):
+                    Payment.fail(Payment.browse(payments))
 
         for move, statement, lines in moves:
             assert len({l.payment for l in lines}) == 1
diff --git a/tests/scenario_account_payment_clearing.rst b/tests/scenario_account_payment_clearing.rst
index eb1ac7a1cc..6acc25714c 100644
--- a/tests/scenario_account_payment_clearing.rst
+++ b/tests/scenario_account_payment_clearing.rst
@@ -445,7 +445,7 @@ Create statement for the payment::
     ...     journal=statement_journal,
     ...     start_balance=Decimal('0.00'),
     ...     end_balance=Decimal('-50.00'))
-    >>> line = statement.lines.new(date=today)
+    >>> line = statement.lines.new(date=yesterday)
     >>> line.payment = payment
     >>> line.party == supplier
     True
@@ -471,3 +471,5 @@ Validate statement and check the payment is confirmed::
     >>> debit_line, = [l for l in payment.clearing_move.lines if l.debit > 0]
     >>> debit_line.debit
     Decimal('50.00')
+    >>> debit_line.date == yesterday
+    True