diff --git a/R/learn.R b/R/learn.R
index 79cdf87b44..4f4744e862 100644
--- a/R/learn.R
+++ b/R/learn.R
@@ -107,7 +107,10 @@ dm_learn_from_db_meta <- function(con, catalog = NULL, schema = NULL, name_forma
     left_join(columns, select = c(column_name, dm_name, table_catalog, table_schema, table_name)) %>%
     dm_update_zoomed() %>%
     dm_zoom_to(constraint_column_usage) %>%
-    left_join(columns, select = c(column_name, dm_name, table_catalog, table_schema, table_name)) %>%
+
+    # inner_join(): Matching column sometimes not found on Postgres
+    inner_join(columns, select = c(column_name, dm_name, table_catalog, table_schema, table_name)) %>%
+
     dm_update_zoomed() %>%
     dm_select_tbl(-columns) %>%
     dm_rename(constraint_column_usage, constraint_column_usage.table_catalog = table_catalog) %>%
@@ -153,10 +156,6 @@ dm_learn_from_db_meta <- function(con, catalog = NULL, schema = NULL, name_forma
     ))) %>%
     ungroup() %>%
     select(-(1:3)) %>%
-
-    # FIXME: Where does this come from?
-    filter(!is.na(ref_table)) %>%
-
     group_by(table = ref_table) %>%
     summarize(fks = list(bind_rows(fks))) %>%
     ungroup()