diff --git a/.gitignore b/.gitignore
index ade8080..80e8d37 100644
--- a/.gitignore
+++ b/.gitignore
@@ -178,4 +178,6 @@ secrets.toml
 
 .DS_Store
 
-.python-version
\ No newline at end of file
+.python-version
+
+/*.json
\ No newline at end of file
diff --git a/.yamlfmt b/.yamlfmt
index fe04c78..20eff81 100644
--- a/.yamlfmt
+++ b/.yamlfmt
@@ -2,5 +2,4 @@ gitignore_excludes: true
 eof_newline: true
 exclude:
   - .yamllint
-  - .pre-commit-config.yaml
-  - dlt_source_notion/model/spec
\ No newline at end of file
+  - .pre-commit-config.yaml
\ No newline at end of file
diff --git a/README.md b/README.md
index 1673d80..90792dc 100644
--- a/README.md
+++ b/README.md
@@ -15,6 +15,13 @@ Currently loads the following data:
 | -- | -- |
 | `persons` | Items of the `user` model of type `person` |
 | `bots` | Items of the `user` model of type `bot` |
+| `database_<name>_<shorthash>` | The database content (pages) of a given database. Columns are all global page columns + selected columns of properties |
+| `databases` | All metadata of each loaded database. Has the title and a reference to the database table as well. |
+| `databases__properties` | Column \<-> Label mapping for each unfiltered database property |
+| `options_<name>_<shorthash>` | All options of a `select` or `multi_select` in one of the loaded databases. |
+
+`<shorthash>` refers to the hashed `id` of an entity.
+The hash is a 4-bit BLAKE2b hash.
 
 ## Why are you not using the `dlt-hub/verified-sources` notion source / Differences
 
@@ -26,6 +33,8 @@ has a few drawbacks:
   Once you make changes to it, it effectively becomes a fork,
   making it hard to update after the fact.
 - This makes use of a preexisting client implementation
+- And Pydantic types for Notion entities,
+  which makes this implementation a lot more stable
 
 ## Usage
 
diff --git a/devenv.lock b/devenv.lock
index 3e64290..f3b7c2b 100644
--- a/devenv.lock
+++ b/devenv.lock
@@ -3,10 +3,10 @@
     "devenv": {
       "locked": {
         "dir": "src/modules",
-        "lastModified": 1741068816,
+        "lastModified": 1742320965,
         "owner": "cachix",
         "repo": "devenv",
-        "rev": "9f6da63c162ad86b6fb84edcbd8c447fdc411c3d",
+        "rev": "6bde92766ddd3ee1630029a03d36baddd51934e2",
         "type": "github"
       },
       "original": {
@@ -55,10 +55,10 @@
         ]
       },
       "locked": {
-        "lastModified": 1740915799,
+        "lastModified": 1742300892,
         "owner": "cachix",
         "repo": "git-hooks.nix",
-        "rev": "42b1ba089d2034d910566bf6b40830af6b8ec732",
+        "rev": "ea26a82dda75bee6783baca6894040c8e6599728",
         "type": "github"
       },
       "original": {
@@ -122,12 +122,28 @@
         "type": "github"
       }
     },
+    "nixpkgs-unstable": {
+      "locked": {
+        "lastModified": 1742272065,
+        "owner": "nixos",
+        "repo": "nixpkgs",
+        "rev": "3549532663732bfd89993204d40543e9edaec4f2",
+        "type": "github"
+      },
+      "original": {
+        "owner": "nixos",
+        "ref": "nixpkgs-unstable",
+        "repo": "nixpkgs",
+        "type": "github"
+      }
+    },
     "root": {
       "inputs": {
         "devenv": "devenv",
         "git-hooks": "git-hooks",
         "nixpkgs": "nixpkgs",
         "nixpkgs-python": "nixpkgs-python",
+        "nixpkgs-unstable": "nixpkgs-unstable",
         "pre-commit-hooks": [
           "git-hooks"
         ]
diff --git a/devenv.nix b/devenv.nix
index 6ad2153..c9e78f1 100644
--- a/devenv.nix
+++ b/devenv.nix
@@ -6,15 +6,19 @@
   ...
 }:
 
+let
+  pkgs-unstable = import inputs.nixpkgs-unstable { system = pkgs.stdenv.system; };
+in
 {
   packages = [
     pkgs.git
     pkgs.bash
+    pkgs.python312Packages.setuptools
   ];
 
   languages.python.enable = true;
   languages.python.uv.enable = true;
-  languages.python.uv.package = pkgs.uv;
+  languages.python.uv.package = pkgs-unstable.python312Packages.uv;
   languages.python.uv.sync.enable = true;
   languages.python.uv.sync.allExtras = true;
   languages.python.venv.enable = true;
diff --git a/devenv.yaml b/devenv.yaml
index 184b866..8a88bd9 100644
--- a/devenv.yaml
+++ b/devenv.yaml
@@ -1,6 +1,8 @@
 inputs:
   nixpkgs:
     url: github:cachix/devenv-nixpkgs/rolling
+  nixpkgs-unstable:
+    url: github:nixos/nixpkgs/nixpkgs-unstable
   nixpkgs-python:
     url: github:cachix/nixpkgs-python
     inputs:
diff --git a/dlt_source_notion/__init__.py b/dlt_source_notion/__init__.py
index 8452cca..6e8442c 100644
--- a/dlt_source_notion/__init__.py
+++ b/dlt_source_notion/__init__.py
@@ -1,21 +1,67 @@
 """A source loading entities and lists from notion  (notion.com)"""
 
 from enum import StrEnum
-from typing import Dict, Iterable, List, Sequence
+import json
+from typing import Any, Callable, Generator, Iterable, List, Sequence, TypeVar
+from uuid import UUID
 import dlt
-from dlt.sources import DltResource, TDataItem
+from pydantic import Field, TypeAdapter
+
+from dlt.common import json
+from dlt.common.json import JsonSerializable
+from dlt.sources import DltResource
+from pydantic_api.notion.models import (
+    UserObject,
+    StartCursor,
+    NotionPaginatedData,
+    Database,
+    Page,
+    PageProperty,
+    BaseDatabaseProperty,
+    MultiSelectPropertyConfig,
+    SelectPropertyConfig,
+)
+from dlt.common.normalizers.naming.snake_case import NamingConvention
+
+# from notion_client.helpers import iterate_paginated_api
+from pydantic import AnyUrl, BaseModel
+
+from .client import get_notion_client
+
+import hashlib
+
+
+def short_hash(input: str | UUID, digest_size: int = 4) -> str:
+    # Using BLAKE2b with an x-byte digest (64 bits)
+    h = hashlib.blake2b(str(input).encode(), digest_size=digest_size)
+    return h.hexdigest()
 
-from dlt_source_notion.client import get_notion_client
-from notion_client.helpers import iterate_paginated_api
+
+def anyurl_encoder(obj: Any) -> JsonSerializable:
+    if isinstance(obj, AnyUrl):
+        return obj.unicode_string()
+    raise TypeError(f"Object of type {type(obj)} is not JSON serializable")
+
+
+json.set_custom_encoder(anyurl_encoder)
+
+
+def pydantic_model_dump(model: BaseModel, **kwargs):
+    """
+    Dumps a Pydantic model to a dictionary, using the model's field names as keys and NOT observing the field aliases,
+    which is important for DLT to correctly map the data to the destination.
+    """
+    return model.model_dump(by_alias=True, **kwargs)
 
 
 class Table(StrEnum):
     PERSONS = "persons"
     BOTS = "bots"
+    DATABASES = "databases"
 
 
-def use_id(entity: Dict, **kwargs) -> Dict:
-    return filter_dict(entity, **kwargs) | {"_dlt_id": __get_id(entity)}
+def use_id(entity: UserObject, **kwargs) -> dict:
+    return pydantic_model_dump(entity, **kwargs) | {"_dlt_id": __get_id(entity)}
 
 
 def __get_id(obj):
@@ -24,44 +70,207 @@ def __get_id(obj):
     return getattr(obj, "id", None)
 
 
+R = TypeVar("R", bound=BaseModel)
+
+
+def iterate_paginated_api(
+    function: Callable[..., NotionPaginatedData[R]], **kwargs: Any
+) -> Generator[List[R], None, None]:
+    """Return an iterator over the results of any paginated Notion API."""
+    next_cursor: StartCursor = kwargs.pop("start_cursor", None)
+
+    while True:
+        response = function(**kwargs, start_cursor=next_cursor)
+        yield response.results
+
+        next_cursor = response.next_cursor
+        if not response.has_more or not next_cursor:
+            return
+
+
 @dlt.resource(
     selected=True,
     parallelized=True,
     primary_key="id",
 )
-def list_users() -> Iterable[TDataItem]:
+def list_users() -> Iterable[UserObject]:
+    client = get_notion_client()
+
+    yield from iterate_paginated_api(client.users.list)
+
+
+@dlt.transformer(
+    parallelized=True,
+    name="users",
+)
+def split_user(users: List[UserObject]):
+    """
+    Split users into two tables: persons and bots.
+    """
+    for user in users:
+        match user.type:
+            case "bot":
+                yield dlt.mark.with_hints(
+                    item=use_id(user, exclude=["type", "object"]),
+                    hints=dlt.mark.make_hints(
+                        table_name=Table.BOTS.value,
+                        primary_key="id",
+                        write_disposition="merge",
+                    ),
+                    # needs to be a variant due to https://github.com/dlt-hub/dlt/pull/2109
+                    create_table_variant=True,
+                )
+            case "person":
+                yield dlt.mark.with_hints(
+                    item=use_id(user, exclude=["bot", "type", "object"]),
+                    hints=dlt.mark.make_hints(
+                        table_name=Table.PERSONS.value,
+                        primary_key="id",
+                        write_disposition="merge",
+                    ),
+                    # needs to be a variant due to https://github.com/dlt-hub/dlt/pull/2109
+                    create_table_variant=True,
+                )
 
-    notion = get_notion_client()
 
-    yield from iterate_paginated_api(notion.users.list)
+page_property_adapter = TypeAdapter(PageProperty)
 
+naming_convention = NamingConvention()
 
-def filter_dict(d: Dict, exclude_keys: List[str]) -> Dict:
-    return {k: v for k, v in d.items() if k not in exclude_keys}
+DatabaseProperty = BaseDatabaseProperty
 
+ColumnNameProjection = Callable[[DatabaseProperty, Callable[[str], str]], str | None]
+"""
+A function that determines the resulting column name for a given property. Return `None` to exclude the property. Fails if the resulting column names are not unique.
+"""
 
-@dlt.transformer(
+
+@dlt.resource(
+    selected=True,
     parallelized=True,
+    primary_key="id",
+    max_table_nesting=1,
 )
-def split_user(user: Dict):
+def database_resource(
+    database_id: str,
+    column_name_projection: ColumnNameProjection,
+) -> Iterable[Page]:
+
+    client = get_notion_client()
+
+    db: Database = client.databases.retrieve(database_id=database_id)
+
+    db_table_name = naming_convention.normalize_path(
+        "database_" + db.plain_text_title + "_" + short_hash(db.id)
+    )
 
-    match user["type"]:
-        case "bot":
+    all_properties = list(db.properties.values())
+
+    target_key_mapping = {
+        p.name: proj
+        for p in all_properties
+        if (proj := column_name_projection(p, naming_convention.normalize_path))
+        is not None
+    }
+
+    properties = [
+        {"column": column, "label": label}
+        for label, column in target_key_mapping.items()
+    ]
+
+    yield dlt.mark.with_hints(
+        item={
+            "title": db.plain_text_title,
+            "db_table_name": db_table_name,
+            "properties": properties,
+        }
+        | use_id(db, exclude=["object", "properties", "title"]),
+        hints=dlt.mark.make_hints(
+            table_name=Table.DATABASES.value,
+            primary_key="id",
+            write_disposition="merge",
+        ),
+        # needs to be a variant due to https://github.com/dlt-hub/dlt/pull/2109
+        create_table_variant=True,
+    )
+
+    for p in all_properties:
+        if p.type not in ["multi_select", "select"]:
+            continue
+
+        data: MultiSelectPropertyConfig | SelectPropertyConfig = getattr(p, p.type)
+        for option in data.options:
             yield dlt.mark.with_hints(
-                item=use_id(user, exclude_keys=["type", "object"]),
+                item=use_id(option, exclude=["object", "color"]),
                 hints=dlt.mark.make_hints(
-                    table_name=Table.BOTS.value,
+                    table_name="options_" + p.name + "_" + short_hash(p.id),
                     primary_key="id",
                     write_disposition="merge",
                 ),
-                # needs to be a variant due to https://github.com/dlt-hub/dlt/pull/2109
-                create_table_variant=True,
             )
-        case "person":
+
+    target_column_names = list(target_key_mapping.values())
+    selected_properties = list(target_key_mapping.keys())
+
+    if len(target_column_names) != len(set(target_column_names)):
+        raise ValueError(
+            "The column name projection function must produce unique column names. Current column names: "
+            + ", ".join(target_column_names)
+        )
+
+    for pages in iterate_paginated_api(client.databases.query, database_id=database_id):
+        for page in pages:
+            assert isinstance(page, Page)
+
+            row = {}
+            for selected_key in selected_properties:
+                prop = page.properties[selected_key]
+                target_key = target_key_mapping[selected_key]
+
+                match prop.type:
+                    case "title":
+                        row[target_key] = "".join([t.text.content for t in prop.title])
+                    case "rich_text":
+                        row[target_key] = "".join(
+                            [t.text.content for t in prop.rich_text]
+                        )
+                    case "number":
+                        row[target_key] = prop.number
+                    case "select":
+                        if prop.select is None:
+                            row[target_key] = None
+                            continue
+                        row[target_key + "_" + short_hash(prop.id)] = prop.select.id
+                    case "multi_select":
+                        row[target_key + "_" + short_hash(prop.id)] = [
+                            s.id for s in prop.multi_select
+                        ]
+                    case "date":
+                        if prop.date is None:
+                            row[target_key] = None
+                            continue
+                        if prop.date.end:
+                            # we have a range
+                            row[target_key] = prop.date
+                        else:
+                            row[target_key] = prop.date.start
+                    case "people":
+                        row[target_key + "_users"] = [p.id for p in prop.people]
+                    case "last_edited_by":
+                        row[target_key] = prop.last_edited_by.id
+                    case "last_edited_time":
+                        row[target_key] = prop.last_edited_time
+                    case "relation":
+                        row[target_key + "_relations"] = [r.id for r in prop.relation]
+                    case _:
+                        # See https://developers.notion.com/reference/page-property-values
+                        raise ValueError(
+                            f"Unsupported property type: {prop.type}; Please open a pull request."
+                        )
             yield dlt.mark.with_hints(
-                item=use_id(user, exclude_keys=["bot", "type", "object"]),
+                item=use_id(page, exclude=["properties"]) | row,
                 hints=dlt.mark.make_hints(
-                    table_name=Table.PERSONS.value,
+                    table_name=db_table_name,
                     primary_key="id",
                     write_disposition="merge",
                 ),
@@ -70,15 +279,43 @@ def split_user(user: Dict):
             )
 
 
+class DatabaseResourceBase:
+    column_name_projection: ColumnNameProjection = lambda x, normalize: normalize(
+        x.name
+    )
+
+
+class DatabaseResource(DatabaseResourceBase):
+    def __init__(
+        self, database_id: str, column_name_projection: ColumnNameProjection = None
+    ):
+        self.database_id = database_id
+        if column_name_projection is not None:
+            self.column_name_projection = column_name_projection
+
+    def get_resource(self):
+        return database_resource(
+            database_id=self.database_id,
+            column_name_projection=self.column_name_projection,
+        )
+
+    def __str__(self):
+        return f"DatabaseResource(database_id={self.database_id})"
+
+
 @dlt.source(name="notion")
 def source(
     limit: int = -1,
+    database_resources: List[DatabaseResource] = Field(default_factory=list),
 ) -> Sequence[DltResource]:
     users = list_users()
     if limit != -1:
         users.add_limit(limit)
 
-    return users | split_user
+    return (
+        users | split_user,
+        *[d.get_resource() for d in database_resources],
+    )
 
 
-__all__ = ["source"]
+__all__ = ["source", "DatabaseResource", "ColumnNameProjection", "DatabaseProperty"]
diff --git a/dlt_source_notion/client.py b/dlt_source_notion/client.py
index dfc4c9e..af76be0 100644
--- a/dlt_source_notion/client.py
+++ b/dlt_source_notion/client.py
@@ -1,6 +1,8 @@
 import dlt
-from notion_client import Client
+from pydantic_api.notion.sdk import NotionClient
 
 
-def get_notion_client():
-    return Client(auth=dlt.secrets["notion_token"])
+def get_notion_client() -> NotionClient:
+    if not hasattr(get_notion_client, "client"):
+        get_notion_client.client = NotionClient(auth=dlt.secrets["notion_token"])
+    return get_notion_client.client
diff --git a/notion_pipeline.py b/notion_pipeline.py
index d8a4e0f..9afaa61 100644
--- a/notion_pipeline.py
+++ b/notion_pipeline.py
@@ -1,5 +1,6 @@
+from typing import Callable
 import dlt
-from dlt_source_notion import source
+from dlt_source_notion import source, DatabaseResource, DatabaseProperty
 
 DEV_MODE = True
 
@@ -8,8 +9,25 @@ def load_notion_data() -> None:
     pipeline = dlt.pipeline(
         pipeline_name="notion_pipeline", destination="duckdb", dev_mode=DEV_MODE
     )
+
+    def column_name_projection(
+        prop: DatabaseProperty, normalize: Callable[[str], str]
+    ) -> str:
+        result_name = normalize(prop.name)
+        if result_name in [
+            "my_column_name",
+        ]:
+            return None
+        return result_name
+
+    my_db = DatabaseResource(
+        database_id="12345678912345678912345678912345",
+        column_name_projection=column_name_projection,
+    )
+
     data = source(
         limit=-1 if not DEV_MODE else 1,
+        database_resources=[my_db],
     )
     info = pipeline.run(
         data,
diff --git a/pyproject.toml b/pyproject.toml
index 8c3e5ab..f8536c2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,9 @@ readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [
     "dlt>=1.8.1",
-    "notion-client>=2.3.0",
+    "pydantic-api-sdk-notion>=0.0.34",
+    "pydantic>=2.10.6",
+    "pydantic-api-models-notion",
 ]
 dynamic = ["authors", "classifiers", "version", "description"]
 
@@ -26,3 +28,6 @@ include = '.*py$'
 [tool.autoflake]
 remove-all-unused-imports = true
 remove-unused-variables = true
+
+[tool.uv.sources]
+pydantic-api-models-notion = { git = "https://github.com/stevieflyer/pydantic-api-models-notion.git", rev = "050999bc3817422a11edb79835dcd1b48314ab04" }
\ No newline at end of file
diff --git a/uv.lock b/uv.lock
index f05bfd6..13401e1 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,8 +1,9 @@
 version = 1
+revision = 1
 requires-python = ">=3.12"
 resolution-markers = [
-    "python_full_version < '3.13'",
     "python_full_version >= '3.13'",
+    "python_full_version < '3.13'",
 ]
 
 [[package]]
@@ -21,6 +22,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/aa/f3/0b6ced594e51cc95d8c1fc1640d3623770d01e4969d29c0bd09945fafefa/altair-5.5.0-py3-none-any.whl", hash = "sha256:91a310b926508d560fe0148d02a194f38b824122641ef528113d029fcd129f8c", size = 731200 },
 ]
 
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643 },
+]
+
 [[package]]
 name = "anyio"
 version = "4.9.0"
@@ -144,7 +154,7 @@ name = "click"
 version = "8.1.8"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "colorama", marker = "platform_system == 'Windows'" },
+    { name = "colorama", marker = "sys_platform == 'win32'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/b9/2e/0090cbf739cee7d23781ad4b89a9894a41538e4fcf4c31dcdd705b78eb8b/click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a", size = 226593 }
 wheels = [
@@ -239,11 +249,12 @@ wheels = [
 
 [[package]]
 name = "dlt-source-notion"
-version = "0.0.1"
 source = { virtual = "." }
 dependencies = [
     { name = "dlt" },
-    { name = "notion-client" },
+    { name = "pydantic" },
+    { name = "pydantic-api-models-notion" },
+    { name = "pydantic-api-sdk-notion" },
 ]
 
 [package.optional-dependencies]
@@ -262,14 +273,26 @@ dev = [
 requires-dist = [
     { name = "dlt", specifier = ">=1.8.1" },
     { name = "dlt", extras = ["duckdb"], marker = "extra == 'show'", specifier = ">=1.8.1" },
-    { name = "notion-client", specifier = ">=2.3.0" },
+    { name = "pydantic", specifier = ">=2.10.6" },
+    { name = "pydantic-api-models-notion", git = "https://github.com/stevieflyer/pydantic-api-models-notion.git?rev=050999bc3817422a11edb79835dcd1b48314ab04" },
+    { name = "pydantic-api-sdk-notion", specifier = ">=0.0.34" },
     { name = "streamlit", marker = "extra == 'show'", specifier = ">=1.41.1" },
     { name = "watchdog", marker = "extra == 'show'", specifier = ">=6.0.0" },
 ]
+provides-extras = ["show"]
 
 [package.metadata.requires-dev]
 dev = [{ name = "pytest", specifier = ">=8.3.4" }]
 
+[[package]]
+name = "dnspython"
+version = "2.7.0"
+source = { registry = "https://pypi.org/simple" }
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