diff --git a/backend/routers/coverage.py b/backend/routers/coverage.py
index adb7b82..534d34e 100644
--- a/backend/routers/coverage.py
+++ b/backend/routers/coverage.py
@@ -303,9 +303,34 @@ def get_coverage_map(db: Session = Depends(get_db)):
     for pf in parser_fields_rows:
         parser_index.setdefault(pf.parser_name, set()).add(pf.field_name)
 
-    # Build exact dataSource.name → {parser_name, format_type} index from parser files
+    # Build dataSource.name → {parser_name, format_type} index from parser files
     ds_index = _build_parser_ds_index()
 
+    def _normalize(s: str) -> str:
+        return s.lower().replace(" ", "").replace("-", "").replace("_", "").replace(".", "")
+
+    def _find_parser_info(source_name: str) -> dict | None:
+        """
+        Match priority:
+          1. Exact dataSource.name match
+          2. Normalized substring: active source name ↔ parser dataSource.name
+          3. Normalized substring: active source name ↔ parser filename
+             (catches cases where the parser file has a wrong dataSource.name)
+        """
+        # 1. Exact match on dataSource.name
+        if source_name in ds_index:
+            return ds_index[source_name]
+        sn = _normalize(source_name)
+        # 2. Normalized ds_name substring
+        for ds_name, info in ds_index.items():
+            if _normalize(ds_name) in sn or sn in _normalize(ds_name):
+                return info
+        # 3. Normalized filename substring
+        for info in ds_index.values():
+            if _normalize(info["parser_name"]) in sn or sn in _normalize(info["parser_name"]):
+                return info
+        return None
+
     # Build rule index: source_name → rules that reference it
     rule_by_source: dict[str, list] = {}
     for rule in rules:
@@ -322,7 +347,7 @@ def get_coverage_map(db: Session = Depends(get_db)):
     needed_count = 0
 
     for src in active_sources:
-        parser_info = ds_index.get(src.source_name)
+        parser_info = _find_parser_info(src.source_name)
         if parser_info and parser_info["format_type"] == "custom":
             status = "covered"
             matched_parser = parser_info["parser_name"]