diff --git a/src/backend/columnar/columnar_tableam.c b/src/backend/columnar/columnar_tableam.c
index 8271d28b2..33e58b528 100644
--- a/src/backend/columnar/columnar_tableam.c
+++ b/src/backend/columnar/columnar_tableam.c
@@ -1146,18 +1146,6 @@ columnar_vacuum_rel(Relation rel, VacuumParams *params,
 	MultiXactId multiXactCutoff;
 
 	/* initialize xids */
-#if (PG_VERSION_NUM >= PG_VERSION_15) && (PG_VERSION_NUM < PG_VERSION_16)
-	MultiXactId oldestMxact;
-	vacuum_set_xid_limits(rel,
-						  params->freeze_min_age,
-						  params->freeze_table_age,
-						  params->multixact_freeze_min_age,
-						  params->multixact_freeze_table_age,
-						  &oldestXmin, &oldestMxact,
-						  &freezeLimit, &multiXactCutoff);
-
-	Assert(MultiXactIdPrecedesOrEquals(multiXactCutoff, oldestMxact));
-#else
 	TransactionId xidFullScanLimit;
 	MultiXactId mxactFullScanLimit;
 	vacuum_set_xid_limits(rel,
@@ -1167,7 +1155,6 @@ columnar_vacuum_rel(Relation rel, VacuumParams *params,
 						  params->multixact_freeze_table_age,
 						  &oldestXmin, &freezeLimit, &xidFullScanLimit,
 						  &multiXactCutoff, &mxactFullScanLimit);
-#endif
 
 	Assert(TransactionIdPrecedesOrEquals(freezeLimit, oldestXmin));
 
@@ -1176,31 +1163,17 @@ columnar_vacuum_rel(Relation rel, VacuumParams *params,
 	 * just advance to the most aggressive value.
 	 */
 	TransactionId newRelFrozenXid = oldestXmin;
-#if (PG_VERSION_NUM >= PG_VERSION_15) && (PG_VERSION_NUM < PG_VERSION_16)
-	MultiXactId newRelminMxid = oldestMxact;
-#else
 	MultiXactId newRelminMxid = multiXactCutoff;
-#endif
 
 	double new_live_tuples = ColumnarTableTupleCount(rel);
 
 	/* all visible pages are always 0 */
 	BlockNumber new_rel_allvisible = 0;
 
-#if (PG_VERSION_NUM >= PG_VERSION_15) && (PG_VERSION_NUM < PG_VERSION_16)
-	bool frozenxid_updated;
-	bool minmulti_updated;
-
-	vac_update_relstats(rel, new_rel_pages, new_live_tuples,
-						new_rel_allvisible, nindexes > 0,
-						newRelFrozenXid, newRelminMxid,
-						&frozenxid_updated, &minmulti_updated, false);
-#else
 	vac_update_relstats(rel, new_rel_pages, new_live_tuples,
 						new_rel_allvisible, nindexes > 0,
 						newRelFrozenXid, newRelminMxid, false);
 #endif
-#endif
 
 #if PG_VERSION_NUM >= PG_VERSION_18
 	pgstat_report_vacuum(RelationGetRelid(rel),
diff --git a/src/backend/distributed/planner/distributed_planner.c b/src/backend/distributed/planner/distributed_planner.c
index 2036a4378..dcd6ad6cd 100644
--- a/src/backend/distributed/planner/distributed_planner.c
+++ b/src/backend/distributed/planner/distributed_planner.c
@@ -2018,18 +2018,6 @@ multi_relation_restriction_hook(PlannerInfo *root, RelOptInfo *relOptInfo,
 	{
 		cacheEntry = GetCitusTableCacheEntry(rte->relid);
 
-#if PG_VERSION_NUM == PG_VERSION_15
-
-		/*
-		 * Postgres 15.0 had a bug regarding inherited statistics expressions,
-		 * which is fixed in 15.1 via Postgres commit
-		 * 1f1865e9083625239769c26f68b9c2861b8d4b1c.
-		 *
-		 * Hence, we only set this value on exactly PG15.0
-		 */
-		relOptInfo->statlist = NIL;
-#endif
-
 		relationRestrictionContext->allReferenceTables &=
 			IsCitusTableTypeCacheEntry(cacheEntry, REFERENCE_TABLE);
 	}
diff --git a/src/include/pg_version_constants.h b/src/include/pg_version_constants.h
index b3f293a2c..b4323c22f 100644
--- a/src/include/pg_version_constants.h
+++ b/src/include/pg_version_constants.h
@@ -11,7 +11,6 @@
 #ifndef PG_VERSION_CONSTANTS
 #define PG_VERSION_CONSTANTS
 
-#define PG_VERSION_15 150000
 #define PG_VERSION_16 160000
 #define PG_VERSION_17 170000
 #define PG_VERSION_18 180000