diff --git a/packages/orm/src/client/crud/dialects/base-dialect.ts b/packages/orm/src/client/crud/dialects/base-dialect.ts
index 1f5102121..e38382f1f 100644
--- a/packages/orm/src/client/crud/dialects/base-dialect.ts
+++ b/packages/orm/src/client/crud/dialects/base-dialect.ts
@@ -757,11 +757,21 @@ export abstract class BaseCrudDialect<Schema extends SchemaDef> {
     }
 
     protected buildJsonEqualityFilter(lhs: Expression<any>, rhs: unknown) {
-        return this.buildLiteralFilter(lhs, 'Json', rhs);
+        return this.buildValueFilter(lhs, 'Json', rhs);
     }
 
-    private buildLiteralFilter(lhs: Expression<any>, type: BuiltinType, rhs: unknown) {
-        return this.eb(lhs, '=', rhs !== null && rhs !== undefined ? this.transformInput(rhs, type, false) : rhs);
+    private buildValueFilter(lhs: Expression<any>, type: BuiltinType, rhs: unknown) {
+        if (rhs === undefined) {
+            // undefined filter is no-op, always true
+            return this.true();
+        }
+
+        if (rhs === null) {
+            // null comparison
+            return this.eb(lhs, 'is', null);
+        }
+
+        return this.eb(lhs, '=', this.transformInput(rhs, type, false));
     }
 
     private buildStandardFilter(
@@ -776,7 +786,7 @@ export abstract class BaseCrudDialect<Schema extends SchemaDef> {
     ) {
         if (payload === null || !isPlainObject(payload)) {
             return {
-                conditions: [this.buildLiteralFilter(lhs, type, payload)],
+                conditions: [this.buildValueFilter(lhs, type, payload)],
                 consumedKeys: [],
             };
         }
diff --git a/tests/e2e/orm/client-api/filter.test.ts b/tests/e2e/orm/client-api/filter.test.ts
index d4594ab75..36173ca2d 100644
--- a/tests/e2e/orm/client-api/filter.test.ts
+++ b/tests/e2e/orm/client-api/filter.test.ts
@@ -414,6 +414,18 @@ describe('Client filter tests ', () => {
                 where: { email: { not: { not: { contains: 'test' } } } },
             }),
         ).toResolveTruthy();
+
+        // not null (issue #2472)
+        await expect(
+            client.user.findMany({
+                where: { name: { not: null } },
+            }),
+        ).toResolveWithLength(1);
+        await expect(
+            client.user.findFirst({
+                where: { name: { not: null } },
+            }),
+        ).resolves.toMatchObject({ id: user1.id });
     });
 
     it('supports numeric filters', async () => {
@@ -490,6 +502,18 @@ describe('Client filter tests ', () => {
                 where: { age: { not: { not: { equals: null } } } },
             }),
         ).toResolveTruthy();
+
+        // not null shorthand (issue #2472)
+        await expect(
+            client.profile.findMany({
+                where: { age: { not: null } },
+            }),
+        ).toResolveWithLength(1);
+        await expect(
+            client.profile.findFirst({
+                where: { age: { not: null } },
+            }),
+        ).resolves.toMatchObject({ id: '1' });
     });
 
     it('supports boolean filters', async () => {
diff --git a/tests/regression/test/issue-2472.test.ts b/tests/regression/test/issue-2472.test.ts
new file mode 100644
index 000000000..c4389069f
--- /dev/null
+++ b/tests/regression/test/issue-2472.test.ts
@@ -0,0 +1,53 @@
+import { createTestClient } from '@zenstackhq/testtools';
+import { describe, expect, it } from 'vitest';
+
+// https://github.com/zenstackhq/zenstack/issues/2472
+// Filtering by `{ not: null }` returns empty array instead of non-null records
+describe('Regression for issue 2472', () => {
+    const schema = `
+model Post {
+    id           Int       @id @default(autoincrement())
+    title        String
+    published_at DateTime?
+}
+    `;
+
+    it('should filter records where nullable field is not null', async () => {
+        const db = await createTestClient(schema);
+
+        await db.post.create({ data: { title: 'published', published_at: new Date('2025-01-01') } });
+        await db.post.create({ data: { title: 'draft' } });
+
+        // { not: null } should return only records where the field is NOT NULL
+        const results = await db.post.findMany({
+            where: {
+                published_at: {
+                    not: null,
+                },
+            },
+        });
+
+        expect(results).toHaveLength(1);
+        expect(results[0].title).toBe('published');
+    });
+
+    it('should also work with { not: null } on string fields', async () => {
+        const db = await createTestClient(`
+model Item {
+    id    Int     @id @default(autoincrement())
+    name  String
+    note  String?
+}
+        `);
+
+        await db.item.create({ data: { name: 'a', note: 'has note' } });
+        await db.item.create({ data: { name: 'b' } });
+
+        const results = await db.item.findMany({
+            where: { note: { not: null } },
+        });
+
+        expect(results).toHaveLength(1);
+        expect(results[0].name).toBe('a');
+    });
+});