diff --git a/.circleci/config.yml b/.circleci/config.yml
index fd80627f..2581f330 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -20,7 +20,6 @@ workflows:
           context: org-global-v2
       - test:
           context: org-global-v2
-          sqlalchemy_version: "1.3"
           matrix:
             parameters:
               sqlalchemy_version: ["1.3", "1.4"]
diff --git a/README.md b/README.md
index 12bccf72..6a573e3b 100644
--- a/README.md
+++ b/README.md
@@ -96,24 +96,25 @@ def run_bg():
 
 ```python
 from fastapi import APIRouter, Depends
-from fastapi_sqla import Base, Page, Paginate, Session
+from fastapi_sqla import Base, Page, Paginate
 from pydantic import BaseModel
+from sqlalchemy import select
 
 router = APIRouter()
 
 
-class UserEntity(Base):
+class User(Base):
     __tablename__ = "user"
 
 
-class User(BaseModel):
+class UserModel(BaseModel):
     id: int
     name: str
 
 
-@router.get("/users", response_model=Page[User])
-def all_users(session: Session = Depends(), paginate: Paginate = Depends()):
-    query = session.query(UserEntity)
+@router.get("/users", response_model=Page[UserModel])
+def all_users(paginate: Paginate = Depends()):
+    query = select(User)
     return paginate(query)
 ```
 
@@ -134,23 +135,23 @@ To customize pagination, create a dependency using `fastapi_sqla.Pagination`
 from fastapi import APIRouter, Depends
 from fastapi_sqla import Base, Page, Pagination, Session
 from pydantic import BaseModel
-from sqlalchemy import func
-from sqlalchemy.orm import Query
+from sqlalchemy import func, select
+from sqlalchemy.sql import Select
 
 router = APIRouter()
 
 
-class UserEntity(Base):
+class User(Base):
     __tablename__ = "user"
 
 
-class User(BaseModel):
+class UserModel(BaseModel):
     id: int
     name: str
 
 
-def query_count(session: Session, query: Query):
-    return query.statement.with_only_columns([func.count()]).scalar()
+def query_count(session: Session, query: Select) -> int:
+    return session.execute(select(func.count()).select_from(User)).scalar()
 
 
 Paginate = Pagination(
@@ -160,12 +161,9 @@ Paginate = Pagination(
 )
 
 
-@router.get("/users", response_model=Page[User])
-def all_users(
-    session: Session = Depends(),
-    paginate: Paginate = Depends(),
-):
-    query = session.query(UserEntity)
+@router.get("/users", response_model=Page[UserModel])
+def all_users(paginate: Paginate = Depends()):
+    query = select(User)
     return paginate(query)
 ```
 
diff --git a/fastapi_sqla/__init__.py b/fastapi_sqla/__init__.py
index 5f4abbf0..ea4c9374 100644
--- a/fastapi_sqla/__init__.py
+++ b/fastapi_sqla/__init__.py
@@ -2,7 +2,8 @@
 import math
 import os
 from contextlib import contextmanager
-from typing import Callable, Generic, List, TypeVar
+from functools import singledispatch
+from typing import Callable, Generic, List, TypeVar, Union
 
 import structlog
 from fastapi import Depends, FastAPI, Query, Request
@@ -11,9 +12,10 @@
 from pydantic.generics import GenericModel
 from sqlalchemy import engine_from_config
 from sqlalchemy.ext.declarative import DeferredReflection, declarative_base
-from sqlalchemy.orm import Query as DbQuery
+from sqlalchemy.orm import Query as LegacyQuery
 from sqlalchemy.orm.session import Session as SqlaSession
 from sqlalchemy.orm.session import sessionmaker
+from sqlalchemy.sql import Select, func, select
 
 __all__ = ["Base", "Page", "Paginate", "Session", "open_session", "setup"]
 
@@ -147,24 +149,92 @@ class Page(Collection, Generic[T]):
     meta: Meta
 
 
-def _query_count(session: Session, query: DbQuery) -> int:
+DbQuery = Union[LegacyQuery, Select]
+QueryCount = Callable[[SqlaSession, DbQuery], int]
+QueryCountDependency = Callable[..., QueryCount]
+PaginateSignature = Callable[[DbQuery], Page[T]]
+
+
+def query_count(session: Session, query: DbQuery) -> int:
     """Default function used to count items returned by a query.
 
-    Default Query.count is slower than a manually written query could be: It runs the
-    query in a subquery, and count the number of elements returned:
+    It is slower than a manually written query could be: It runs the query in a subquery,
+    and count the number of elements returned.
 
     See https://gist.github.com/hest/8798884
     """
-    return query.count()
-
-
-PaginateSignature = Callable[[DbQuery], Page[T]]
+    if isinstance(query, LegacyQuery):
+        result = query.count()
+
+    elif isinstance(query, Select):
+        result = session.execute(select(func.count()).select_from(query)).scalar()
+
+    else:  # pragma no cover
+        raise NotImplementedError(f"Query type {type(query)!r} is not supported")
+
+    return result
+
+
+@singledispatch
+def paginate_query(
+    query: DbQuery,
+    session: Session,
+    total_items: int,
+    offset: int,
+    limit: int,
+) -> Page[T]:  # pragma no cover
+    "Dispatch on registered functions based on `query` type"
+    raise NotImplementedError(f"no paginate_query registered for type {type(query)!r}")
+
+
+@paginate_query.register
+def _paginate_legacy(
+    query: LegacyQuery,
+    session: Session,
+    total_items: int,
+    offset: int,
+    limit: int,
+) -> Page[T]:
+    total_pages = math.ceil(total_items / limit)
+    page_number = offset / limit + 1
+    return Page[T](
+        data=query.offset(offset).limit(limit).all(),
+        meta={
+            "offset": offset,
+            "total_items": total_items,
+            "total_pages": total_pages,
+            "page_number": page_number,
+        },
+    )
+
+
+@paginate_query.register
+def _paginate(
+    query: Select,
+    session: Session,
+    total_items: int,
+    offset: int,
+    limit: int,
+) -> Page[T]:
+    total_pages = math.ceil(total_items / limit)
+    page_number = offset / limit + 1
+    query = query.offset(offset).limit(limit)
+    result = session.execute(query)
+    return Page[T](
+        data=iter(result.unique().scalars()),
+        meta={
+            "offset": offset,
+            "total_items": total_items,
+            "total_pages": total_pages,
+            "page_number": page_number,
+        },
+    )
 
 
 def Pagination(
     min_page_size: int = 10,
     max_page_size: int = 100,
-    query_count: Callable[[Session, DbQuery], int] = _query_count,
+    query_count: QueryCount = query_count,
 ) -> Callable[[Session, int, int], PaginateSignature]:
     def dependency(
         session: Session = Depends(),
@@ -173,17 +243,7 @@ def dependency(
     ) -> PaginateSignature:
         def paginate(query: DbQuery) -> Page[T]:
             total_items = query_count(session, query)
-            total_pages = math.ceil(total_items / limit)
-            page_number = offset / limit + 1
-            return Page[T](
-                data=query.offset(offset).limit(limit).all(),
-                meta={
-                    "offset": offset,
-                    "total_items": total_items,
-                    "total_pages": total_pages,
-                    "page_number": page_number,
-                },
-            )
+            return paginate_query(query, session, total_items, offset, limit)
 
         return paginate
 
diff --git a/tests/test_pagination.py b/tests/test_pagination.py
index fbc965d2..f3f8c11c 100644
--- a/tests/test_pagination.py
+++ b/tests/test_pagination.py
@@ -6,9 +6,10 @@
 from faker import Faker
 from fastapi import Depends, FastAPI
 from pydantic import BaseModel
-from pytest import fixture, mark
-from sqlalchemy import MetaData, Table, func
+from pytest import fixture, mark, param
+from sqlalchemy import MetaData, Table, func, select
 from sqlalchemy.orm import joinedload, relationship
+from sqlalchemy.sql import Select
 
 
 @fixture(scope="module", autouse=True)
@@ -91,16 +92,58 @@ def test_pagination(session, user_cls, offset, limit, total_pages, page_number):
     "offset,limit,total_pages,page_number",
     [(0, 5, 9, 1), (10, 10, 5, 2), (40, 10, 5, 5)],
 )
-def test_Pagination_with_custom_count(
+def test_pagination_with_legacy_query_count(
     session, user_cls, offset, limit, total_pages, page_number
 ):
-    from fastapi_sqla import Pagination
+    from fastapi_sqla import Paginate
+
+    query = session.query(user_cls).options(joinedload("notes"))
+    result = Paginate(session, offset, limit)(query)
+
+    assert result.meta.total_items == 42
+    assert result.meta.offset == offset
+    assert result.meta.total_pages == total_pages
+    assert result.meta.page_number == page_number
+
+
+@mark.sqlalchemy("1.3")
+@mark.parametrize(
+    "offset,limit,total_pages,page_number",
+    [(0, 5, 9, 1), (10, 10, 5, 2), (40, 10, 5, 5)],
+)
+def test_Pagination_with_custom_sqla13_compliant_count(
+    session, user_cls, offset, limit, total_pages, page_number
+):
+    from fastapi_sqla import DbQuery, Pagination, Session
+
+    def query_count(session: Session, query: DbQuery) -> int:
+        return (
+            session.query(user_cls).statement.with_only_columns([func.count()]).scalar()
+        )
+
+    pagination = Pagination(query_count=query_count)
+    query = session.query(user_cls).options(joinedload("notes"))
+    result = pagination(session, offset, limit)(query)
+
+    assert result.meta.total_items == 42
+    assert result.meta.offset == offset
+    assert result.meta.total_pages == total_pages
+    assert result.meta.page_number == page_number
+
+
+@mark.sqlalchemy("1.4")
+@mark.parametrize(
+    "offset,limit,total_pages,page_number",
+    [(0, 5, 9, 1), (10, 10, 5, 2), (40, 10, 5, 5)],
+)
+def test_Pagination_with_custom_sqla14_compliant_count(
+    session, user_cls, offset, limit, total_pages, page_number
+):
+    from fastapi_sqla import DbQuery, Pagination, Session
+
+    def query_count(session: Session, query: DbQuery) -> int:
+        return session.execute(select(func.count(user_cls.id))).scalar()
 
-    query_count = (
-        lambda sess, _: session.query(user_cls)
-        .statement.with_only_columns([func.count()])
-        .scalar()
-    )
     pagination = Pagination(query_count=query_count)
     query = session.query(user_cls).options(joinedload("notes"))
     result = pagination(session, offset, limit)(query)
@@ -113,9 +156,14 @@ def test_Pagination_with_custom_count(
 
 @fixture
 def app(user_cls, note_cls):
-    from sqlalchemy.orm import joinedload
-
-    from fastapi_sqla import Page, Paginate, Session, setup
+    from fastapi_sqla import (
+        Page,
+        Paginate,
+        PaginateSignature,
+        Pagination,
+        Session,
+        setup,
+    )
 
     app = FastAPI()
     setup(app)
@@ -135,9 +183,26 @@ class User(BaseModel):
         class Config:
             orm_mode = True
 
-    @app.get("/users", response_model=Page[User])
-    def all_users(session: Session = Depends(), paginate: Paginate = Depends()):
-        query = session.query(user_cls).options(joinedload("notes"))
+    @app.get("/v1/users", response_model=Page[User])
+    def sqla_13_all_users(session: Session = Depends(), paginate: Paginate = Depends()):
+        query = (
+            session.query(user_cls).options(joinedload("notes")).order_by(user_cls.id)
+        )
+        return paginate(query)
+
+    @app.get("/v2/users", response_model=Page[User])
+    def sqla_14_all_users(paginate: Paginate = Depends()):
+        query = select(user_cls).options(joinedload("notes")).order_by(user_cls.id)
+        return paginate(query)
+
+    def query_count(session: Session, query: Select) -> int:
+        return session.execute(select(func.count()).select_from(user_cls)).scalar()
+
+    CustomPaginate: PaginateSignature = Pagination(query_count=query_count)
+
+    @app.get("/v2/custom/users", response_model=Page[User])
+    def sqla_14_all_users_custom_pagination(paginate: CustomPaginate = Depends()):
+        query = select(user_cls).options(joinedload("notes")).order_by(user_cls.id)
         return paginate(query)
 
     return app
@@ -154,14 +219,27 @@ async def client(app):
 
 @mark.asyncio
 @mark.parametrize(
-    "offset,items_number",
-    [(0, 10), (10, 10), (40, 2)],
+    "offset,items_number,path",
+    [
+        param(0, 10, "/v1/users"),
+        param(10, 10, "/v1/users"),
+        param(40, 2, "/v1/users"),
+        param(0, 10, "/v2/users", marks=mark.sqlalchemy("1.4")),
+        param(10, 10, "/v2/users", marks=mark.sqlalchemy("1.4")),
+        param(40, 2, "/v2/users", marks=mark.sqlalchemy("1.4")),
+        param(0, 10, "/v2/custom/users", marks=mark.sqlalchemy("1.4")),
+        param(10, 10, "/v2/custom/users", marks=mark.sqlalchemy("1.4")),
+        param(40, 2, "/v2/custom/users", marks=mark.sqlalchemy("1.4")),
+    ],
 )
-async def test_functional(client, offset, items_number):
-    result = await client.get("/users", params={"offset": offset})
+async def test_functional(client, offset, items_number, path):
+    result = await client.get(path, params={"offset": offset})
 
     assert result.status_code == 200, result.json()
     users = result.json()["data"]
     assert len(users) == items_number
     user_ids = [u["id"] for u in users]
     assert user_ids == list(range(offset + 1, offset + 1 + items_number))
+
+    meta = result.json()["meta"]
+    assert meta["total_items"] == 42