diff --git a/web-console/src/views/explore-view/modules/utils/utils.spec.ts b/web-console/src/views/explore-view/modules/utils/utils.spec.ts
index 76f6f5811c4..9db276e6a0b 100644
--- a/web-console/src/views/explore-view/modules/utils/utils.spec.ts
+++ b/web-console/src/views/explore-view/modules/utils/utils.spec.ts
@@ -42,4 +42,17 @@ describe('shiftTimeInWhere', () => {
       `(TIME_SHIFT(TIME_SHIFT(MAX_DATA_TIME(), 'PT1H', -1), 'PT1H', -1) <= "__time" AND "__time" < TIME_SHIFT(MAX_DATA_TIME(), 'PT1H', -1))`,
     );
   });
+
+  it('works with relative time (specific timestamps)', () => {
+    expect(
+      shiftTimeInWhere(
+        SqlExpression.parse(
+          `TIMESTAMP '2016-06-27 20:31:02.498' <= "__time" AND "__time" < TIMESTAMP '2016-06-27 21:31:02.498'`,
+        ),
+        'PT1H',
+      ).toString(),
+    ).toEqual(
+      `TIME_SHIFT(TIMESTAMP '2016-06-27 20:31:02.498', 'PT1H', -1) <= "__time" AND "__time" < TIME_SHIFT(TIMESTAMP '2016-06-27 21:31:02.498', 'PT1H', -1)`,
+    );
+  });
 });
diff --git a/web-console/src/views/explore-view/modules/utils/utils.ts b/web-console/src/views/explore-view/modules/utils/utils.ts
index 4aeac16e603..7320ca52404 100644
--- a/web-console/src/views/explore-view/modules/utils/utils.ts
+++ b/web-console/src/views/explore-view/modules/utils/utils.ts
@@ -17,22 +17,28 @@
  */
 
 import type { SqlExpression } from '@druid-toolkit/query';
-import { F, SqlFunction } from '@druid-toolkit/query';
+import { F, SqlFunction, SqlLiteral } from '@druid-toolkit/query';
 
 export function shiftTimeInWhere(where: SqlExpression, period: string): SqlExpression {
   return where.walk(ex => {
-    if (!(ex instanceof SqlFunction)) return ex;
-    const effectiveFunctionName = ex.getEffectiveFunctionName();
+    if (ex instanceof SqlLiteral) {
+      // Works with: __time < TIMESTAMP '2022-01-02 03:04:05'
+      if (ex.isDate()) {
+        return F('TIME_SHIFT', ex, period, -1);
+      }
+    } else if (ex instanceof SqlFunction) {
+      const effectiveFunctionName = ex.getEffectiveFunctionName();
 
-    // Works with: TIME_IN_INTERVAL(__time, '<interval>')
-    if (effectiveFunctionName === 'TIME_IN_INTERVAL') {
-      return ex.changeArgs(ex.args!.change(0, F('TIME_SHIFT', ex.getArg(0), period, 1)));
-    }
+      // Works with: TIME_IN_INTERVAL(__time, '<interval>')
+      if (effectiveFunctionName === 'TIME_IN_INTERVAL') {
+        return ex.changeArgs(ex.args!.change(0, F('TIME_SHIFT', ex.getArg(0), period, 1)));
+      }
 
-    // Works with: TIME_SHIFT(...) <= __time
-    //        and: __time < MAX_DATA_TIME()
-    if (effectiveFunctionName === 'TIME_SHIFT' || effectiveFunctionName === 'MAX_DATA_TIME') {
-      return F('TIME_SHIFT', ex, period, -1);
+      // Works with: TIME_SHIFT(...) <= __time
+      //        and: __time < MAX_DATA_TIME()
+      if (effectiveFunctionName === 'TIME_SHIFT' || effectiveFunctionName === 'MAX_DATA_TIME') {
+        return F('TIME_SHIFT', ex, period, -1);
+      }
     }
 
     return ex;