diff --git a/loki/frontend/fparser.py b/loki/frontend/fparser.py
index 613adc568..9d85ccde7 100644
--- a/loki/frontend/fparser.py
+++ b/loki/frontend/fparser.py
@@ -394,6 +394,13 @@ def visit_Part_Ref(self, o, **kwargs):
         # This should go away once fparser has a basic symbol table, see
         # https://github.com/stfc/fparser/issues/201 for some details
         _type = kwargs['scope'].symbol_attrs.lookup(name.name)
+        if _type is None and (definition := self.definitions.get(name.name)):
+            # We don't have any type information for this, which means it has
+            # not been declared locally. Check the definitions for enriched
+            # type information:
+            if isinstance(dtype := definition.procedure_type, ProcedureType):
+                _type = name.type.clone(dtype=dtype)
+                name = name.clone(type=_type)
         if _type and isinstance(_type.dtype, ProcedureType):
             name = name.clone(dimensions=None)
             call = sym.InlineCall(name, parameters=dimensions, kw_parameters=())
diff --git a/loki/logging.py b/loki/logging.py
index e81bd8784..93f4f9433 100644
--- a/loki/logging.py
+++ b/loki/logging.py
@@ -13,7 +13,7 @@
 
 
 __all__ = ['logger', 'log_levels', 'set_log_level', 'FileLogger',
-           'debug', 'info', 'warning', 'error', 'log']
+           'debug', 'detail', 'perf', 'info', 'warning', 'error', 'log']
 
 
 def FileLogger(name, filename, level=None, file_level=None, fmt=None,
diff --git a/loki/transformations/inline/mapper.py b/loki/transformations/inline/mapper.py
index 80439fc6c..232e38ee6 100644
--- a/loki/transformations/inline/mapper.py
+++ b/loki/transformations/inline/mapper.py
@@ -5,10 +5,11 @@
 # granted to it by virtue of its status as an intergovernmental organisation
 # nor does it submit to any jurisdiction.
 
+from loki.expression import LokiIdentityMapper
 from loki.ir import (
     FindNodes, Assignment, StatementFunction, SubstituteExpressions
 )
-from loki.expression import LokiIdentityMapper
+from loki.logging import detail
 from loki.types import BasicType
 
 
@@ -73,6 +74,13 @@ def map_inline_call(self, expr, *args, **kwargs):
         function = expr.procedure_type.procedure
         v_result = [v for v in function.variables if v == function.name][0]
 
+        scope = kwargs.get('scope') or expr.function.scope
+        if scope and function.name in scope.interface_map:
+            # Inline call to a function that is provided via an interface
+            # We don't have the function body available for inlining
+            detail(f'Cannot inline {expr.function.name} into {scope.name}. Only interface available.')
+            return super().map_inline_call(expr, *args, **kwargs)
+
         # Substitute all arguments through the elemental body
         arg_map = dict(expr.arg_iter())
         fbody = SubstituteExpressions(arg_map).visit(function.body)
diff --git a/loki/transformations/inline/tests/test_functions.py b/loki/transformations/inline/tests/test_functions.py
index 64b160407..4dc815b9b 100644
--- a/loki/transformations/inline/tests/test_functions.py
+++ b/loki/transformations/inline/tests/test_functions.py
@@ -13,6 +13,7 @@
 from loki.ir import (
     nodes as ir, FindNodes, FindVariables, FindInlineCalls
 )
+from loki.types import ProcedureType
 
 from loki.transformations.inline import (
     inline_elemental_functions, inline_statement_functions
@@ -216,7 +217,7 @@ def test_inline_statement_functions(frontend, stmt_decls):
     real, parameter :: rtt = 1.0
     {stmt_decls_code if stmt_decls else '#include "fcttre.func.h"'}
 
-    ret = foeew(arr) 
+    ret = foeew(arr)
     ret2 = foedelta(3.0)
 end subroutine stmt_func
      """.strip()
@@ -239,3 +240,122 @@ def test_inline_statement_functions(frontend, stmt_decls):
         assert assignments[1].rhs  ==  "3.0 + 1.0"
     else:
         assert FindInlineCalls().visit(routine.body)
+
+@pytest.mark.parametrize('frontend', available_frontends(
+    skip={OFP: "OFP apparently has problems dealing with those Statement Functions",
+          OMNI: "OMNI automatically inlines Statement Functions"}
+))
+@pytest.mark.parametrize('provide_myfunc', ('import', 'module', 'interface', 'intfb', 'routine'))
+def test_inline_statement_functions_inline_call(frontend, provide_myfunc, tmp_path):
+    fcode_myfunc = """
+elemental function myfunc(a)
+    real, intent(in) :: a
+    real :: myfunc
+    myfunc = a * 2.0
+end function myfunc
+    """.strip()
+
+    if provide_myfunc == 'module':
+        fcode_myfunc = f"""
+module my_mod
+implicit none
+contains
+{fcode_myfunc}
+end module my_mod
+        """.strip()
+
+    if provide_myfunc in ('import', 'module'):
+        module_import = 'use my_mod, only: myfunc'
+    else:
+        module_import = ''
+
+    if provide_myfunc == 'interface':
+        intf = """
+            interface
+            elemental function myfunc(a)
+                implicit none
+                real a
+                real myfunc
+            end function myfunc
+            end interface
+        """
+    elif provide_myfunc in ('intfb', 'routine'):
+        intf = '#include "myfunc.intfb.h"'
+    else:
+        intf = ''
+
+    fcode = f"""
+subroutine stmt_func(arr, val, ret)
+    {module_import}
+    implicit none
+    real, intent(in) :: arr(:)
+    real, intent(in) :: val
+    real, intent(inout) :: ret(:)
+    real :: ret2
+    real, parameter :: rtt = 1.0
+    real :: PTARE
+    real :: FOEDELTA
+    FOEDELTA ( PTARE ) = PTARE + 1.0 + MYFUNC(PTARE)
+    real :: FOEEW
+    FOEEW ( PTARE ) = PTARE + FOEDELTA(PTARE) + MYFUNC(PTARE)
+    {intf}
+
+    ret = foeew(arr)
+    ret2 = foedelta(3.0) + foedelta(val)
+end subroutine stmt_func
+    """.strip()
+
+    if provide_myfunc == 'module':
+        definitions = (Module.from_source(fcode_myfunc, xmods=[tmp_path]),)
+    elif provide_myfunc == 'routine':
+        definitions = (Subroutine.from_source(fcode_myfunc, xmods=[tmp_path]),)
+    else:
+        definitions = None
+    routine = Subroutine.from_source(fcode, frontend=frontend, definitions=definitions, xmods=[tmp_path])
+
+    # Check the spec
+    statement_funcs = FindNodes(ir.StatementFunction).visit(routine.spec)
+    assert len(statement_funcs) == 2
+
+    inline_calls = FindInlineCalls(unique=False).visit(routine.spec)
+    if provide_myfunc in ('module', 'interface', 'routine'):
+        # Enough information available that MYFUNC is recognized as a procedure call
+        assert len(inline_calls) == 3
+        assert all(isinstance(call.function.type.dtype, ProcedureType) for call in inline_calls)
+    else:
+        # No information available about MYFUNC, so fparser treats it as an ArraySubscript
+        assert len(inline_calls) == 1
+        assert inline_calls[0].function == 'foedelta'
+        assert isinstance(inline_calls[0].function.type.dtype, ProcedureType)
+
+    # Check the body
+    inline_calls = FindInlineCalls().visit(routine.body)
+    assert len(inline_calls) == 3
+
+    # Apply the transformation
+    inline_statement_functions(routine)
+
+    # Check the outcome
+    assert not FindNodes(ir.StatementFunction).visit(routine.spec)
+    inline_calls = FindInlineCalls(unique=False).visit(routine.body)
+    assignments = FindNodes(ir.Assignment).visit(routine.body)
+
+    if provide_myfunc in ('import', 'intfb'):
+          # MYFUNC(arr) is misclassified as array subscript
+        assert len(inline_calls) == 0
+    elif provide_myfunc in ('module', 'routine'):
+          # MYFUNC(arr) is eliminated due to inlining
+        assert len(inline_calls) == 0
+    else:
+        assert len(inline_calls) == 4
+
+    assert assignments[0].lhs  == 'ret'
+    assert assignments[1].lhs  == 'ret2'
+    if provide_myfunc in ('module', 'routine'):
+        # Fully inlined due to definition of myfunc available
+        assert assignments[0].rhs  ==  "arr + arr + 1.0 + arr*2.0 + arr*2.0"
+        assert assignments[1].rhs  ==  "3.0 + 1.0 + 3.0*2.0 + val + 1.0 + val*2.0"
+    else:
+        # myfunc not inlined
+        assert assignments[0].rhs  ==  "arr + arr + 1.0 + myfunc(arr) + myfunc(arr)"
+        assert assignments[1].rhs  ==  "3.0 + 1.0 + myfunc(3.0) + val + 1.0 + myfunc(val)"