diff --git a/.mise.toml b/.mise.toml
index befe0ad..d41748e 100644
--- a/.mise.toml
+++ b/.mise.toml
@@ -1,4 +1,4 @@
 [tools]
-python="3.11"
+python="3.12"
 poetry="2.3.3"
 java="liberica-1.8.0"
diff --git a/poetry.lock b/poetry.lock
index 634f9e1..ec61a6d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,5 +1,17 @@
 # This file is automatically @generated by Poetry 2.3.3 and should not be changed by hand.
 
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
+    {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
+]
+
 [[package]]
 name = "argcomplete"
 version = "3.6.3"
@@ -17,23 +29,18 @@ test = ["coverage", "mypy", "pexpect", "ruff", "wheel"]
 
 [[package]]
 name = "astroid"
-version = "2.14.2"
+version = "3.3.9"
 description = "An abstract syntax tree for Python with inference support."
 optional = false
-python-versions = ">=3.7.2"
+python-versions = ">=3.9.0"
 groups = ["dev", "lint"]
 files = [
-    {file = "astroid-2.14.2-py3-none-any.whl", hash = "sha256:0e0e3709d64fbffd3037e4ff403580550f14471fd3eaae9fa11cc9a5c7901153"},
-    {file = "astroid-2.14.2.tar.gz", hash = "sha256:a3cf9f02c53dd259144a7e8f3ccd75d67c9a8c716ef183e0c1f291bc5d7bb3cf"},
+    {file = "astroid-3.3.9-py3-none-any.whl", hash = "sha256:d05bfd0acba96a7bd43e222828b7d9bc1e138aaeb0649707908d3702a9831248"},
+    {file = "astroid-3.3.9.tar.gz", hash = "sha256:622cc8e3048684aa42c820d9d218978021c3c3d174fb03a9f0d615921744f550"},
 ]
 
 [package.dependencies]
-lazy-object-proxy = ">=1.4.0"
 typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
-wrapt = [
-    {version = ">=1.11,<2", markers = "python_version < \"3.11\""},
-    {version = ">=1.14,<2", markers = "python_version >= \"3.11\""},
-]
 
 [[package]]
 name = "behave"
@@ -1072,19 +1079,19 @@ dev = ["black", "build", "mypy", "pytest", "pyupgrade", "twine", "validate-pypro
 
 [[package]]
 name = "delta-spark"
-version = "2.4.0"
+version = "3.2.0"
 description = "Python APIs for using Delta Lake with Apache Spark"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
 files = [
-    {file = "delta-spark-2.4.0.tar.gz", hash = "sha256:ef776e325e80d98e3920cab982c747b094acc46599d62dfcdc9035fb112ba6a9"},
-    {file = "delta_spark-2.4.0-py3-none-any.whl", hash = "sha256:7204142a97ef16367403b020d810d0c37f4ae8275b4997de4056423cf69b3a4b"},
+    {file = "delta-spark-3.2.0.tar.gz", hash = "sha256:641967828e47c64805f8c746513da80bea24b5f19b069cdcf64561cd3692e11d"},
+    {file = "delta_spark-3.2.0-py3-none-any.whl", hash = "sha256:c4ff3fa7218e58a702cb71eb64384b0005c4d6f0bbdd0fe0b38a53564d946e09"},
 ]
 
 [package.dependencies]
 importlib-metadata = ">=1.0.0"
-pyspark = ">=3.4.0,<3.5.0"
+pyspark = ">=3.5.0,<3.6.0"
 
 [[package]]
 name = "deprecated"
@@ -1225,21 +1232,6 @@ typing-extensions = {version = ">=4.6.0", markers = "python_version < \"3.13\""}
 [package.extras]
 test = ["pytest (>=6)"]
 
-[[package]]
-name = "faker"
-version = "18.11.1"
-description = "Faker is a Python package that generates fake data for you."
-optional = false
-python-versions = ">=3.7"
-groups = ["dev", "test"]
-files = [
-    {file = "Faker-18.11.1-py3-none-any.whl", hash = "sha256:02980fe15acd58861305568bae0a277680792a505a5a45a309d352f79c452dd1"},
-    {file = "Faker-18.11.1.tar.gz", hash = "sha256:df4ee36d058a6a96de9d5e645571ef8536946a0b62db841494f8a3bc3bcdc5af"},
-]
-
-[package.dependencies]
-python-dateutil = ">=2.4"
-
 [[package]]
 name = "filelock"
 version = "3.29.0"
@@ -1353,21 +1345,18 @@ files = [
 
 [[package]]
 name = "isort"
-version = "5.11.5"
+version = "5.13.2"
 description = "A Python utility / library to sort Python imports."
 optional = false
-python-versions = ">=3.7.0"
+python-versions = ">=3.8.0"
 groups = ["dev", "lint"]
 files = [
-    {file = "isort-5.11.5-py3-none-any.whl", hash = "sha256:ba1d72fb2595a01c7895a5128f9585a5cc4b6d395f1c8d514989b9a7eb2a8746"},
-    {file = "isort-5.11.5.tar.gz", hash = "sha256:6be1f76a507cb2ecf16c7cf14a37e41609ca082330be4e3436a18ef74add55db"},
+    {file = "isort-5.13.2-py3-none-any.whl", hash = "sha256:8ca5e72a8d85860d5a3fa69b8745237f2939afe12dbf656afbcb47fe72d947a6"},
+    {file = "isort-5.13.2.tar.gz", hash = "sha256:48fdfcb9face5d58a4f6dde2e72a1fb8dcaf8ab26f95ab49fab84c2ddefb0109"},
 ]
 
 [package.extras]
-colors = ["colorama (>=0.4.3,<0.5.0)"]
-pipfile-deprecated-finder = ["pip-shims (>=0.5.2)", "pipreqs", "requirementslib"]
-plugins = ["setuptools"]
-requirements-deprecated-finder = ["pip-api", "pipreqs"]
+colors = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "jinja2"
@@ -1400,57 +1389,103 @@ files = [
 ]
 
 [[package]]
-name = "lazy-object-proxy"
-version = "1.12.0"
-description = "A fast and thorough lazy object proxy."
+name = "librt"
+version = "0.11.0"
+description = "Mypyc runtime library"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev", "lint"]
 files = [
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 ]
 
 [[package]]
@@ -1812,14 +1847,14 @@ typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "moto"
-version = "4.0.13"
-description = "A library that allows your python tests to easily mock out the boto library"
+version = "4.2.14"
+description = ""
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 groups = ["dev", "test"]
 files = [
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+    {file = "moto-4.2.14.tar.gz", hash = "sha256:8f9263ca70b646f091edcc93e97cda864a542e6d16ed04066b1370ed217bd190"},
 ]
 
 [package.dependencies]
@@ -1827,7 +1862,7 @@ boto3 = ">=1.9.201"
 botocore = ">=1.12.201"
 cryptography = ">=3.3.1"
 Jinja2 = ">=2.10.1"
-MarkupSafe = "!=2.0.0a1"
+py-partiql-parser = {version = "0.5.0", optional = true, markers = "extra == \"s3\""}
 python-dateutil = ">=2.1,<3.0.0"
 PyYAML = {version = ">=5.1", optional = true, markers = "extra == \"s3\""}
 requests = ">=2.5"
@@ -1836,78 +1871,94 @@ werkzeug = ">=0.5,<2.2.0 || >2.2.0,<2.2.1 || >2.2.1"
 xmltodict = "*"
 
 [package.extras]
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+all = ["PyYAML (>=5.1)", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "ecdsa (!=0.15)", "graphql-core", "jsondiff (>=1.1.2)", "multipart", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.5.0)", "pyparsing (>=3.0.7)", "python-jose[cryptography] (>=3.1.0,<4.0.0)", "setuptools", "sshpubkeys (>=3.1.0)"]
+apigateway = ["PyYAML (>=5.1)", "ecdsa (!=0.15)", "openapi-spec-validator (>=0.5.0)", "python-jose[cryptography] (>=3.1.0,<4.0.0)"]
 apigatewayv2 = ["PyYAML (>=5.1)"]
 appsync = ["graphql-core"]
-awslambda = ["docker (>=2.5.1)"]
-batch = ["docker (>=2.5.1)"]
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 [package.extras]
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 reports = ["lxml"]
 
 [[package]]
@@ -2159,6 +2210,7 @@ files = [
 [package.dependencies]
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 [[package]]
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 ]
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-    {file = "xlsx2csv-0.8.2-py3-none-any.whl", hash = "sha256:adcc76589d664f2bd597564851cc97c4d6b8825bb19d09c621e36baefa2d4274"},
-    {file = "xlsx2csv-0.8.2.tar.gz", hash = "sha256:cdd272c82f8b32f1cee76aeaef87b2ee3549661fddf90f7ecf2310967a16fc84"},
+    {file = "xlsx2csv-0.8.4-py3-none-any.whl", hash = "sha256:52ab873fc7b2f2ca75d14aee8bd1985a9f5c1bcb3cc7b80df7a5d57a40a67473"},
+    {file = "xlsx2csv-0.8.4.tar.gz", hash = "sha256:2aa809888826f6af5b26c77fc7f613f2bbeada0d8cc09e5a58e0f59684bb6911"},
 ]
 
 [[package]]
@@ -3343,5 +3540,5 @@ type = ["pytest-mypy"]
 
 [metadata]
 lock-version = "2.1"
-python-versions = ">=3.10,<3.12"
-content-hash = "2655344a334cdaeec3e76c4c3752c89b2db1bbe1bc0532b1eaa5bb8018a914bc"
+python-versions = ">=3.10,<3.13"
+content-hash = "793e65e9dcefec411b9423ed3587c05121529b422f9299ac99cd157c7dec7c01"
diff --git a/pylint_checkers/check_typing_imports.py b/pylint_checkers/check_typing_imports.py
deleted file mode 100644
index 8e35529..0000000
--- a/pylint_checkers/check_typing_imports.py
+++ /dev/null
@@ -1,113 +0,0 @@
-"""
-A pylint checker to check that deprecated imports are not being
-taken from `typing`.
-
-No longer in use since downgrade to Python 3.7.
-"""
-
-from typing import TYPE_CHECKING
-
-from astroid.node_classes import Attribute, Import, ImportFrom, Name
-from pylint.checkers import BaseChecker
-
-if TYPE_CHECKING:
-    from pylint.lint import PyLinter
-
-
-DEPRECATED_REPLACEMENTS: dict[str, str] = {
-    "Tuple": "tuple",
-    "Callable": "collections.abc.Callable",
-    "Type": "type",
-    "Dict": "dict",
-    "List": "list",
-    "Set": "set",
-    "FrozenSet": "frozenset",
-    "DefaultDict": "collections.defaultdict",
-    "OrderedDict": "collections.OrderedDict",
-    "ChainMap": "collections.ChainMap",
-    "Counter": "collections.counter",
-    "Deque": "collections.deque",
-    "Pattern": "re.Pattern",
-    "Match": "re.Match",
-    "AbstractSet": "collections.abc.AbstractSet",
-    "ByteString": "collections.abc.ByteString",
-    "Collection": "collections.abc.Collection",
-    "Container": "collections.abc.Container",
-    "ItemsView": "collections.abc.ItemsView",
-    "KeysView": "collections.abc.KeysView",
-    "Mapping": "collections.abc.Mapping",
-    "MappingView": "collections.abc.MappingView",
-    "MutableMapping": "collections.abc.MutableMapping",
-    "MutableSequence": "collections.abc.MutableSequence",
-    "MutableSet": "collections.abc.MutableSet",
-    "Sequence": "collections.abc.Sequence",
-    "ValuesView": "collections.abc.ValuesView",
-    "Iterable": "collections.abc.Iterable",
-    "Iterator": "collections.abc.Iterator",
-    "Generator": "collections.abc.Generator",
-    "Hashable": "collections.abc.Hashable",
-    "Reversible": "collections.abc.Reversible",
-    "Sized": "collections.abc.Sized",
-    "Coroutine": "collections.abc.Coroutine",
-    "AsyncGenerator": "collections.abc.AsyncGenerator",
-    "AsyncIterable": "collections.abc.AsyncIterable",
-    "AsyncIterator": "collections.abc.AsyncIterator",
-    "Awaitable": "collections.abc.Awaitable",
-    "ContextManager": "contextlib.AbstractContextManager",
-    "AsyncContextManager": "contextlib.AbstractAsyncContextManager",
-}
-"""Deprecated typing imports and their replacements."""
-
-
-class TypingImportChecker(BaseChecker):
-    """A pylint 'checker' to validate that deprecated typing generics are not being used."""
-
-    name = "deprecated-typing-imports-checker"
-    msgs = {
-        "W1901": (
-            "Using deprecated 'typing.%s' instead of %s'%s'",
-            "deprecated-typing-generic",
-            "Emitted when deprecated typing generics are used instead of their replacements.",
-            {"minversion": (3, 9)},
-        ),
-    }
-
-    def visit_import(self, node: Import):
-        """Check import usage."""
-        for import_name, import_alias in node.names:
-            if import_name != "typing":
-                continue
-
-            typing_name = import_alias or import_name
-            for attr_node in node.root().nodes_of_class(Attribute):
-                name_node = attr_node.expr
-
-                if not isinstance(name_node, Name) or name_node.name != typing_name:
-                    continue
-
-                name = attr_node.attrname
-                replacement = DEPRECATED_REPLACEMENTS.get(name)
-                qualifier = "builtin " if "." not in replacement else ""
-                self.add_message(
-                    "deprecated-typing-generic",
-                    node=attr_node,
-                    args=(name, qualifier, replacement),
-                )
-
-    def visit_importfrom(self, node: ImportFrom):
-        """Check import from usage."""
-        if not node.modname == "typing":
-            return
-
-        for name, _ in node.names:
-            replacement = DEPRECATED_REPLACEMENTS.get(name)
-            if replacement is not None:
-                qualifier = "builtin " if "." not in replacement else ""
-                self.add_message(
-                    "deprecated-typing-generic", node=node, args=(name, qualifier, replacement)
-                )
-
-
-def register(linter: "PyLinter"):
-    """Register the checker."""
-    linter.register_checker(TypingImportChecker(linter))
diff --git a/pyproject.toml b/pyproject.toml
index fb633c3..64e4bc8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -30,21 +30,21 @@ packages = [
 ]
 
 [tool.poetry.dependencies]
-python = ">=3.10,<3.12"
+python = ">=3.10,<3.13"  # breaking changes beyond 3.12
 boto3 = ">=1.34.162,<1.36"  # breaking change beyond 1.36
 botocore = ">=1.34.162,<1.36"  # breaking change beyond 1.36
-delta-spark = "2.4.*"
-duckdb = "1.1.*"  # breaking changes beyond 1.1
-Jinja2 = "3.1.*"
-lxml = "^4.9.1"
+delta-spark = "3.2.0"
+duckdb = "1.1.3"  # breaking changes beyond 1.1
+Jinja2 = "3.1.6"
+lxml = "4.9.4"
 numpy = "1.26.4"
-openpyxl = "^3.1"
-pandas = "^2.2.2"
-polars = "0.20.*"
-pyarrow = "^17.0.0"
-pydantic = "1.10.16"
-pyspark = "3.4.*"
-typing_extensions = "^4.6.2"
+openpyxl = "3.1.5"
+pandas = "2.3.3"
+polars = "0.20.31"
+pyarrow = "17.0.0"
+pydantic = "2.13.4"
+pyspark = "3.5.2"
+typing_extensions = "4.15.0"
 
 [tool.poetry.group.dev]
 optional = true
@@ -58,30 +58,30 @@ commitizen = "4.9.1"
 pre-commit = "4.3.0"
 charset-normalizer = "3.4.6"
 python-discovery = "1.2.0"
-requests = "2.33.0"
 
 [tool.poetry.group.test]
 optional = true
 
 [tool.poetry.group.test.dependencies]
-faker = "18.11.1"
 behave = "1.3.3"
 coverage = "7.11.0"
-moto = {extras = ["s3"], version = "4.0.13"}
+moto = {extras = ["s3"], version = "4.2.14"}
+requests = "2.33.0"  # dependency of `moto`
 Werkzeug = "3.1.6"
 pytest = "8.4.2"
 pytest-lazy-fixtures = "1.4.0"  # switched from https://github.com/TvoroG/pytest-lazy-fixture as it's no longer supported
-xlsx2csv = "0.8.2"
+xlsx2csv = "0.8.4"  # polars requirement
 
 [tool.poetry.group.lint]
 optional = true
 
 [tool.poetry.group.lint.dependencies]
 black = "24.3.0"
-astroid = "2.14.2"
-isort = "5.11.5"
-pylint = "2.16.4"
-mypy = "0.991"
+astroid = "3.3.9"
+isort = "5.13.2"
+pylint = "3.3.9"
+mypy = "1.20.2"
+librt = "0.11.0"  # mypy dependency
 boto3-stubs = {extras = ["essential"], version = "1.26.72"}
 botocore-stubs = "1.29.72"
 pandas-stubs = "1.2.0.62"
@@ -100,7 +100,7 @@ optional = true
 
 [tool.poetry.group.docs.dependencies]
 click = "8.2.1"
-mkdocs = "^1.6.1"
+mkdocs = "1.6.1"
 mkdocstrings = { version = "1.0.3", extras = ["python"] }
 griffelib = "2.0.1"
 pymdown-extensions = "10.21.2"
@@ -142,10 +142,6 @@ source_pkgs = [
 [tool.coverage.report]
 show_missing = true
 
-[tool.pylint]
-init-hook = "import sys; sys.path.append('./pylint_checkers')"
-load-plugins = "check_typing_imports"
-
 [tool.pylint.main]
 extension-pkg-allow-list = ["pyspark", "lxml", "pydantic"]
 fail-under = 10.0
@@ -194,7 +190,7 @@ max-statements = 50
 min-public-methods = 2
 
 [tool.pylint.exceptions]
-overgeneral-exceptions = ["BaseException", "Exception"]
+overgeneral-exceptions = ["builtins.BaseException", "builtins.Exception"]
 
 [tool.pylint.format]
 ignore-long-lines = "^\\s*(# )?<?https?://\\S+>?$"
@@ -229,6 +225,8 @@ disable = [
     "use-symbolic-message-instead",
     "logging-fstring-interpolation",
     "fixme",
+    "too-many-positional-arguments",
+    "too-many-arguments",
 ]
 enable = ["c-extension-no-member"]
 
diff --git a/src/dve/core_engine/backends/base/auditing.py b/src/dve/core_engine/backends/base/auditing.py
index d120fcb..c921cd9 100644
--- a/src/dve/core_engine/backends/base/auditing.py
+++ b/src/dve/core_engine/backends/base/auditing.py
@@ -14,7 +14,7 @@
 from types import TracebackType
 from typing import Any, ClassVar, Generic, Optional, TypeVar, Union
 
-from pydantic import ValidationError, validate_arguments
+from pydantic import ValidationError, validate_call
 from typing_extensions import Literal, get_origin
 
 from dve.core_engine.models import (
@@ -98,8 +98,8 @@ def __init__(self, name: str, record_type: type[AuditRecord]):
     def schema(self) -> dict[str, type]:
         """Determine python schema of auditor"""
         return {
-            fld: str if get_origin(mdl.type_) == Literal else mdl.type_
-            for fld, mdl in self._record_type.__fields__.items()
+            fld: str if get_origin(mdl.annotation) == Literal else mdl.annotation  # type: ignore
+            for fld, mdl in self._record_type.model_fields.items()
         }
 
     @staticmethod
@@ -195,7 +195,7 @@ def conv_to_iterable(recs: Union[AuditorType, AuditReturnType]) -> Iterable[dict
         """Convert AuditReturnType to iterable of dictionaries"""
         raise NotImplementedError()
 
-    @validate_arguments
+    @validate_call
     def add_processing_records(self, processing_records: list[ProcessingStatusRecord]):
         """Add an entry to the processing_status auditor."""
         if self.pool:
@@ -207,7 +207,7 @@ def add_processing_records(self, processing_records: list[ProcessingStatusRecord
             records=[dict(rec) for rec in processing_records]
         )
 
-    @validate_arguments
+    @validate_call
     def add_submission_statistics_records(self, sub_stats: list[SubmissionStatisticsRecord]):
         """Add an entry to the submission statistics auditor."""
         if self.pool:
@@ -217,7 +217,7 @@ def add_submission_statistics_records(self, sub_stats: list[SubmissionStatistics
             )
         return self._submission_statistics.add_records(records=[dict(rec) for rec in sub_stats])
 
-    @validate_arguments
+    @validate_call
     def add_transfer_records(self, transfer_records: list[TransferRecord]):
         """Add an entry to the transfers auditor"""
         if self.pool:
@@ -226,7 +226,7 @@ def add_transfer_records(self, transfer_records: list[TransferRecord]):
             )
         return self._transfers.add_records(records=[dict(rec) for rec in transfer_records])
 
-    @validate_arguments
+    @validate_call
     def add_new_submissions(
         self,
         submissions: list[SubmissionMetadata],
@@ -249,7 +249,7 @@ def add_new_submissions(
                     processing_status="received",
                     job_run_id=job_run_id,
                     **ts_info,
-                ).dict(),
+                ).model_dump(),
             }
             processing_status_recs.append(processing_rec)
             if sub_info:
diff --git a/src/dve/core_engine/backends/implementations/duckdb/auditing.py b/src/dve/core_engine/backends/implementations/duckdb/auditing.py
index 3124c6d..b3c8b75 100644
--- a/src/dve/core_engine/backends/implementations/duckdb/auditing.py
+++ b/src/dve/core_engine/backends/implementations/duckdb/auditing.py
@@ -14,10 +14,10 @@
     OrderCriteria,
 )
 from dve.core_engine.backends.implementations.duckdb.duckdb_helpers import (
-    PYTHON_TYPE_TO_DUCKDB_TYPE,
+    get_duckdb_type_from_annotation,
     table_exists,
 )
-from dve.core_engine.backends.utilities import PYTHON_TYPE_TO_POLARS_TYPE
+from dve.core_engine.backends.utilities import get_polars_type_from_annotation
 from dve.core_engine.models import (
     AuditRecord,
     ProcessingStatusRecord,
@@ -62,7 +62,10 @@ def ddb_create_table_sql(self) -> str:
         """Generate create table sql script for auditor"""
         _sql_expression = f"CREATE TABLE {self._name} ("
         _sql_expression += ", ".join(
-            [f"{fld} {PYTHON_TYPE_TO_DUCKDB_TYPE.get(dtype)}" for fld, dtype in self.schema.items()]
+            [
+                f"{fld} {get_duckdb_type_from_annotation(dtype)}"
+                for fld, dtype in self.schema.items()
+            ]
         )
         _sql_expression += ")"
         return _sql_expression
@@ -70,10 +73,7 @@ def ddb_create_table_sql(self) -> str:
     @property
     def polars_schema(self) -> dict[str, PolarsType]:
         """Get polars dataframe schema for auditor"""
-        return {
-            fld: PYTHON_TYPE_TO_POLARS_TYPE.get(dtype, pl.Utf8)  # type: ignore
-            for fld, dtype in self.schema.items()
-        }
+        return {fld: get_polars_type_from_annotation(dtype) for fld, dtype in self.schema.items()}
 
     def get_relation(self) -> DuckDBPyRelation:
         """Get a relation to interact with the auditor duckdb table"""
@@ -106,7 +106,7 @@ def conv_to_entity(self, recs: list[AuditRecord]) -> DuckDBPyRelation:
         """Convert a list of audit records to a relation"""
         # pylint: disable=W0612
         rec_df = pl.DataFrame(  # type: ignore
-            [rec.dict() for rec in recs],
+            [rec.model_dump() for rec in recs],
             schema=self.polars_schema,
         )
         return self._connection.sql("select * from rec_df")
diff --git a/src/dve/core_engine/backends/implementations/duckdb/contract.py b/src/dve/core_engine/backends/implementations/duckdb/contract.py
index 3595716..d9bb9bc 100644
--- a/src/dve/core_engine/backends/implementations/duckdb/contract.py
+++ b/src/dve/core_engine/backends/implementations/duckdb/contract.py
@@ -14,7 +14,6 @@
 from duckdb.typing import DuckDBPyType
 from polars.datatypes.classes import DataTypeClass as PolarsType
 from pydantic import BaseModel
-from pydantic.fields import ModelField
 
 import dve.parser.file_handling as fh
 from dve.common.error_utils import (
@@ -96,8 +95,8 @@ def create_entity_from_py_iterator(  # pylint: disable=unused-argument
     ) -> DuckDBPyRelation:
         """Create DuckDB Relation from iterator of records"""
         polars_schema: dict[str, PolarsType] = {
-            fld.name: get_polars_type_from_annotation(fld.type_)
-            for fld in stringify_model(schema).__fields__.values()
+            name: get_polars_type_from_annotation(fld.annotation)
+            for name, fld in stringify_model(schema).model_fields.items()
         }
         _lazy_df = pl.LazyFrame(records, polars_schema)  # type: ignore # pylint: disable=unused-variable
         return self._connection.sql("select * from _lazy_df")
@@ -130,17 +129,15 @@ def apply_data_contract(
         ) as msg_writer:
             for entity_name, relation in entities.items():
                 # get dtypes for all fields -> python data types or use with relation
-                entity_fields: dict[str, ModelField] = contract_metadata.schemas[
-                    entity_name
-                ].__fields__
+                entity_fields = contract_metadata.schemas[entity_name].model_fields
                 ddb_schema: dict[str, DuckDBPyType] = {
-                    fld.name: get_duckdb_type_from_annotation(fld.annotation)
-                    for fld in entity_fields.values()
+                    name: get_duckdb_type_from_annotation(fld.annotation)
+                    for name, fld in entity_fields.items()
                 }
                 ddb_schema[RECORD_INDEX_COLUMN_NAME] = get_duckdb_type_from_annotation(int)
                 polars_schema: dict[str, PolarsType] = {
-                    fld.name: get_polars_type_from_annotation(fld.annotation)
-                    for fld in entity_fields.values()
+                    name: get_polars_type_from_annotation(fld.annotation)
+                    for name, fld in entity_fields.items()
                 }
                 polars_schema[RECORD_INDEX_COLUMN_NAME] = get_polars_type_from_annotation(int)
                 if relation_is_empty(relation):
diff --git a/src/dve/core_engine/backends/implementations/duckdb/duckdb_helpers.py b/src/dve/core_engine/backends/implementations/duckdb/duckdb_helpers.py
index 627822b..724a5f5 100644
--- a/src/dve/core_engine/backends/implementations/duckdb/duckdb_helpers.py
+++ b/src/dve/core_engine/backends/implementations/duckdb/duckdb_helpers.py
@@ -7,7 +7,7 @@
 from datetime import date, datetime, time
 from decimal import Decimal
 from pathlib import Path
-from typing import Any, ClassVar, Union
+from typing import Any, ClassVar, Literal, Union
 from urllib.parse import urlparse
 
 import duckdb.typing as ddbtyp
@@ -125,8 +125,8 @@ def get_duckdb_type_from_annotation(type_annotation: Any) -> DuckDBPyType:
       'optional' wrapper and return the inner type
     - A subclass of `typing.TypedDict` with values typed using supported types. This
       will parse the value types as Polars types and return a duckdb STRUCT.
-    - A dataclass or `pydantic.main.ModelMetaClass` with values typed using supported types.
-      This will parse the field types as Polars types and return a duckdb STRUCT.
+    - A dataclass or `pydantic.BaseModel` with values typed using supported types.
+      This will parse the field types as duckdb types and return a duckdb STRUCT.
     - Any supported type, with a `typing_extensions.Annotated` wrapper.
 
     Any `ClassVar` types within `TypedDict`s, dataclasses, or `pydantic` models will be
@@ -135,6 +135,14 @@ def get_duckdb_type_from_annotation(type_annotation: Any) -> DuckDBPyType:
     """
     type_origin = get_origin(type_annotation)
 
+    if type_origin is Literal:
+        ddb_types = [get_duckdb_type_from_annotation(type(t)) for t in get_args(type_annotation)]
+        if not ddb_types or not all(t == ddb_types[0] for t in ddb_types):
+            raise ValueError(
+                f"Unable to determine a single concrete type for Literal. Got {type_annotation!r}"
+            )
+        return ddb_types[0]
+
     # An `Optional` or `Union` type, check to ensure non-heterogenity.
     if type_origin is Union:
         python_type = _get_non_heterogenous_type(get_args(type_annotation))
diff --git a/src/dve/core_engine/backends/implementations/duckdb/readers/csv.py b/src/dve/core_engine/backends/implementations/duckdb/readers/csv.py
index 17d7635..7d8201d 100644
--- a/src/dve/core_engine/backends/implementations/duckdb/readers/csv.py
+++ b/src/dve/core_engine/backends/implementations/duckdb/readers/csv.py
@@ -110,8 +110,8 @@ def read_to_relation(  # pylint: disable=unused-argument
         }
 
         ddb_schema: dict[str, SQLType] = {
-            fld.name: str(get_duckdb_type_from_annotation(fld.annotation))  # type: ignore
-            for fld in schema.__fields__.values()
+            name: str(get_duckdb_type_from_annotation(fld.annotation))  # type: ignore
+            for name, fld in schema.model_fields.items()
         }
 
         reader_options["columns"] = ddb_schema
@@ -154,8 +154,8 @@ def read_to_relation(  # pylint: disable=unused-argument
         }
 
         polars_types = {
-            fld.name: get_polars_type_from_annotation(fld.annotation)  # type: ignore
-            for fld in schema.__fields__.values()
+            name: get_polars_type_from_annotation(fld.annotation)  # type: ignore
+            for name, fld in schema.model_fields.items()
         }
         reader_options["dtypes"] = polars_types
 
diff --git a/src/dve/core_engine/backends/implementations/duckdb/readers/json.py b/src/dve/core_engine/backends/implementations/duckdb/readers/json.py
index cf0fa82..e316593 100644
--- a/src/dve/core_engine/backends/implementations/duckdb/readers/json.py
+++ b/src/dve/core_engine/backends/implementations/duckdb/readers/json.py
@@ -48,8 +48,8 @@ def read_to_relation(  # pylint: disable=unused-argument
         """Returns a relation object from the source json"""
 
         ddb_schema: dict[str, SQLType] = {
-            fld.name: str(get_duckdb_type_from_annotation(fld.annotation))  # type: ignore
-            for fld in schema.__fields__.values()
+            name: str(get_duckdb_type_from_annotation(fld.annotation))  # type: ignore
+            for name, fld in schema.model_fields.items()
         }
 
         return self.add_record_index(
diff --git a/src/dve/core_engine/backends/implementations/duckdb/readers/xml.py b/src/dve/core_engine/backends/implementations/duckdb/readers/xml.py
index c63e464..678047d 100644
--- a/src/dve/core_engine/backends/implementations/duckdb/readers/xml.py
+++ b/src/dve/core_engine/backends/implementations/duckdb/readers/xml.py
@@ -41,8 +41,8 @@ def read_to_relation(self, resource: URI, entity_name: str, schema: type[BaseMod
                 )
 
         polars_schema: dict[str, pl.DataType] = {  # type: ignore
-            fld.name: get_polars_type_from_annotation(fld.annotation)
-            for fld in stringify_model(schema).__fields__.values()
+            name: get_polars_type_from_annotation(fld.annotation)
+            for name, fld in stringify_model(schema).model_fields.items()
         }
 
         _lazy_frame = self.add_record_index(
diff --git a/src/dve/core_engine/backends/implementations/duckdb/rules.py b/src/dve/core_engine/backends/implementations/duckdb/rules.py
index c93a6dd..debb8fe 100644
--- a/src/dve/core_engine/backends/implementations/duckdb/rules.py
+++ b/src/dve/core_engine/backends/implementations/duckdb/rules.py
@@ -152,7 +152,7 @@ def _add_cnst_field(rel: DuckDBPyRelation) -> tuple[str, DuckDBPyRelation]:
             group_pl = entity.pl().pivot(
                 columns=[config.pivot_column],
                 values=agg_cols,
-                index=(group_cols or [const_fld]),
+                index=(group_cols or [const_fld]),  # pylint: disable=E0606
                 aggregate_function=config.agg_function,
             )
             if const_fld in group_pl.columns:
diff --git a/src/dve/core_engine/backends/implementations/spark/auditing.py b/src/dve/core_engine/backends/implementations/spark/auditing.py
index c050a17..3f50721 100644
--- a/src/dve/core_engine/backends/implementations/spark/auditing.py
+++ b/src/dve/core_engine/backends/implementations/spark/auditing.py
@@ -116,7 +116,7 @@ def conv_to_records(self, recs: DataFrame) -> Iterable[AuditRecord]:
     def conv_to_entity(self, recs: list[AuditRecord]) -> DataFrame:
         """Convert the dataframe to an iterable of the related audit record"""
         return self._spark.createDataFrame(  # type: ignore
-            [rec.dict() for rec in recs], schema=self.spark_schema
+            [rec.model_dump() for rec in recs], schema=self.spark_schema
         )
 
     def add_records(self, records: Iterable[dict[str, Any]]):
diff --git a/src/dve/core_engine/backends/implementations/spark/backend.py b/src/dve/core_engine/backends/implementations/spark/backend.py
index 126e07a..abd1540 100644
--- a/src/dve/core_engine/backends/implementations/spark/backend.py
+++ b/src/dve/core_engine/backends/implementations/spark/backend.py
@@ -92,5 +92,5 @@ def write_entities_to_parquet(
 
     def convert_submission_info(self, submission_info: SubmissionInfo) -> DataFrame:
         return self.spark_session.createDataFrame(  # type: ignore
-            [submission_info.dict()], schema=get_type_from_annotation(type(submission_info))
+            [submission_info.model_dump()], schema=get_type_from_annotation(type(submission_info))
         )
diff --git a/src/dve/core_engine/backends/implementations/spark/spark_helpers.py b/src/dve/core_engine/backends/implementations/spark/spark_helpers.py
index ced985a..92703cc 100644
--- a/src/dve/core_engine/backends/implementations/spark/spark_helpers.py
+++ b/src/dve/core_engine/backends/implementations/spark/spark_helpers.py
@@ -12,11 +12,10 @@
 from dataclasses import dataclass, is_dataclass
 from decimal import Decimal
 from functools import wraps
-from typing import Any, ClassVar, Optional, TypeVar, Union, overload
+from typing import Any, ClassVar, Literal, Optional, TypeVar, Union, overload
 
 from delta.exceptions import ConcurrentAppendException, DeltaConcurrentModificationException
 from pydantic import BaseModel
-from pydantic.types import ConstrainedDecimal
 from pyspark.sql import DataFrame, Row, SparkSession
 from pyspark.sql import functions as sf
 from pyspark.sql import types as st
@@ -49,6 +48,7 @@
 """A wrapped function (Spark UDF) taking four args."""
 
 
+# TODO - lets see if we can bin this off as it's a bit overkill
 @dataclass(frozen=True)
 class DecimalConfig:
     """Configuration for a Python decimal to enable it to be mapped to a
@@ -61,13 +61,13 @@ class DecimalConfig:
 
     """
 
-    precision: int = 38
+    max_digits: int = 38
     """
     The precision of the decimal. This is the total number of digits in the
     decimal.
 
     """
-    scale: int = 18
+    decimal_places: int = 18
     """
     The scale of the decimal. This is the number of digits to the right of the
     decimal point.
@@ -75,10 +75,12 @@ class DecimalConfig:
     """
 
     def __post_init__(self):
-        if not 0 < self.precision <= 38:
-            raise ValueError("Precision must be between 1 and 38 (inclusive)")
-        if not 0 <= self.scale <= self.precision:
-            raise ValueError("Scale must be between 0 and the precision (inclusive)")
+        if not 0 < self.max_digits <= 38:
+            raise ValueError("Max digits must be between 1 and 38 (inclusive)")
+        if not 0 <= self.decimal_places <= self.max_digits:
+            raise ValueError(
+                "Decimal Places must be between 0 and the specified number of digits (inclusive)"
+            )
 
 
 DEFAULT_DECIMAL_CONFIG = DecimalConfig()
@@ -93,7 +95,9 @@ def __post_init__(self):
     bytes: st.BinaryType(),
     dt.date: st.DateType(),
     dt.datetime: st.TimestampType(),
-    Decimal: st.DecimalType(DEFAULT_DECIMAL_CONFIG.precision, DEFAULT_DECIMAL_CONFIG.scale),
+    Decimal: st.DecimalType(
+        DEFAULT_DECIMAL_CONFIG.max_digits, DEFAULT_DECIMAL_CONFIG.decimal_places
+    ),
 }
 """A mapping of Python types to the equivalent Spark types."""
 
@@ -146,7 +150,7 @@ def get_type_from_annotation(type_annotation: Any) -> st.DataType:
       'optional' wrapper and return the inner type (Spark types are all nullable).
     - A subclass of `typing.TypedDict` with values typed using supported types. This
       will parse the value types as Spark types and return a Spark `StructType`.
-    - A dataclass or `pydantic.main.ModelMetaClass` with values typed using supported types.
+    - A dataclass or `pydantic.BaseModel` with values typed using supported types.
       This will parse the field types as Spark types and return a Spark `StructType`.
     - Any supported type, with a `typing_extensions.Annotated` wrapper.
     - A `decimal.Decimal` wrapped with `typing_extensions.Annotated` with a `DecimalConfig`
@@ -160,6 +164,14 @@ def get_type_from_annotation(type_annotation: Any) -> st.DataType:
     """
     type_origin = get_origin(type_annotation)
 
+    if type_origin is Literal:
+        types = [get_type_from_annotation(type(t)) for t in get_args(type_annotation)]
+        if not types or not all(t == types[0] for t in types):
+            raise ValueError(
+                f"Unable to determine a single concrete type for Literal. Got {type_annotation!r}"
+            )
+        return types[0]
+
     # An `Optional` or `Union` type, check to ensure non-heterogenity.
     if type_origin is Union:
         python_type = _get_non_heterogenous_type(get_args(type_annotation))
@@ -176,13 +188,13 @@ def get_type_from_annotation(type_annotation: Any) -> st.DataType:
         if python_type is not Decimal:
             return get_type_from_annotation(python_type)
 
-        try:  # Grab the decimal configuration from the list of other args.
-            configuration: DecimalConfig = next(
-                filter(lambda config: isinstance(config, DecimalConfig), other_args)
-            )
-        except StopIteration:
+        config_options = [arg for arg in other_args if hasattr(arg, "max_digits")]
+        if config_options:
+            configuration = config_options[0]
+        else:
             configuration = DEFAULT_DECIMAL_CONFIG
-        return st.DecimalType(configuration.precision, configuration.scale)
+
+        return st.DecimalType(configuration.max_digits, configuration.decimal_places)
 
     # Ensure that we have a concrete type at this point.
     if not isinstance(type_annotation, type):
@@ -216,11 +228,6 @@ def get_type_from_annotation(type_annotation: Any) -> st.DataType:
 
         return st.StructType(fields)
 
-    if issubclass(type_annotation, ConstrainedDecimal):
-        precision = int(type_annotation.max_digits or 38)
-        scale = int(type_annotation.decimal_places or precision)
-        return st.DecimalType(precision, scale)
-
     if type_annotation is list:
         raise ValueError(
             f"list must have type annotation (e.g. `list[str]`), got {type_annotation!r}"
diff --git a/src/dve/core_engine/backends/implementations/spark/utilities.py b/src/dve/core_engine/backends/implementations/spark/utilities.py
index 5eca158..399d355 100644
--- a/src/dve/core_engine/backends/implementations/spark/utilities.py
+++ b/src/dve/core_engine/backends/implementations/spark/utilities.py
@@ -110,7 +110,7 @@ class PydanticCompatibleJSONEncoder(JSONEncoder):
     def default(self, o: Any) -> Any:
         """Sets the format for given types for json encoding"""
         if isinstance(o, BaseModel):
-            return o.dict()
+            return o.model_dump()
         if isinstance(o, dt.date):
             return o.isoformat()
         return super().default(o)
diff --git a/src/dve/core_engine/backends/metadata/contract.py b/src/dve/core_engine/backends/metadata/contract.py
index 12beb41..e3eb0c0 100644
--- a/src/dve/core_engine/backends/metadata/contract.py
+++ b/src/dve/core_engine/backends/metadata/contract.py
@@ -2,7 +2,7 @@
 
 from typing import Any
 
-from pydantic import BaseModel, PrivateAttr, root_validator
+from pydantic import BaseModel, PrivateAttr, model_validator
 
 from dve.core_engine.type_hints import EntityName, ReportingFields
 from dve.core_engine.validation import RowValidator
@@ -44,10 +44,10 @@ def schemas(self) -> dict[EntityName, type[BaseModel]]:
         """The per-entity schemas, as pydantic models."""
         if not self._schemas:
             for entity_name, validator in self.validators.items():
-                self._schemas[entity_name] = validator.model  # type: ignore
-        return self._schemas.copy()
+                self._schemas[entity_name] = validator.model  # type: ignore # pylint: disable=E1137
+        return self._schemas.copy()  # pylint: disable=E1101
 
-    @root_validator(allow_reuse=True)
+    @model_validator(mode="before")
     @classmethod
     def _ensure_entities_complete(cls, values: dict[str, dict[EntityName, Any]]):
         """Ensure the entities in 'readers' and 'validators' are the same."""
diff --git a/src/dve/core_engine/backends/metadata/reporting.py b/src/dve/core_engine/backends/metadata/reporting.py
index 3989a13..6385f37 100644
--- a/src/dve/core_engine/backends/metadata/reporting.py
+++ b/src/dve/core_engine/backends/metadata/reporting.py
@@ -5,7 +5,7 @@
 from collections.abc import Callable
 from typing import Any, ClassVar, Optional, Union
 
-from pydantic import BaseModel, root_validator, validate_arguments
+from pydantic import BaseModel, model_validator, validate_call
 from typing_extensions import Literal
 
 from dve.core_engine.templating import template_object
@@ -124,8 +124,10 @@ def template(
             variables.update(local_variables)
         else:
             variables = local_variables
-        templated = template_object(self.dict(exclude=self.UNTEMPLATED_FIELDS), variables, "jinja")
-        templated.update(self.dict(include=self.UNTEMPLATED_FIELDS))
+        templated = template_object(
+            self.model_dump(exclude=self.UNTEMPLATED_FIELDS), variables, "jinja"
+        )
+        templated.update(self.model_dump(include=self.UNTEMPLATED_FIELDS))
         return type_(**templated)
 
 
@@ -269,7 +271,7 @@ class LegacyReportingConfig(BaseReportingConfig):
     legacy_is_informational: Optional[Union[bool, str]] = None
     """DEPRECATED: The legacy 'is_informational' flag."""
 
-    @root_validator(allow_reuse=True, skip_on_failure=True)
+    @model_validator(mode="before")
     @classmethod
     def _ensure_only_one_reporting_config(cls, values: dict[str, Any]) -> dict[str, Any]:
         """Ensure only the modern or legacy location is populated."""
@@ -283,7 +285,7 @@ def _ensure_only_one_reporting_config(cls, values: dict[str, Any]) -> dict[str,
             )
         return values
 
-    @root_validator(allow_reuse=True, skip_on_failure=True)
+    @model_validator(mode="before")
     @classmethod
     def _ensure_only_one_error_type_config(cls, values: dict[str, Any]) -> dict[str, Any]:
         """Ensure only the modern or legacy error type is populated."""
@@ -300,7 +302,7 @@ def _ensure_only_one_error_type_config(cls, values: dict[str, Any]) -> dict[str,
         return values
 
     @staticmethod
-    @validate_arguments
+    @validate_call
     def _convert_legacy_emit_value(
         failure_type: Literal["record", "submission", "integrity", "group"], is_informational: bool
     ) -> str:
@@ -319,7 +321,7 @@ def _convert_legacy_emit_value(
         return emit
 
     @staticmethod
-    @validate_arguments
+    @validate_call
     def _convert_legacy_reporting_fields(
         error_location: Optional[str] = None, reporting_field: Union[str, list[str], None] = None
     ) -> Optional[str]:
diff --git a/src/dve/core_engine/backends/metadata/rules.py b/src/dve/core_engine/backends/metadata/rules.py
index 7bc0353..f3a6305 100644
--- a/src/dve/core_engine/backends/metadata/rules.py
+++ b/src/dve/core_engine/backends/metadata/rules.py
@@ -1,11 +1,13 @@
 """Metadata classes for rule steps."""
 
+from __future__ import annotations
+
 import warnings
 from abc import ABCMeta, abstractmethod
 from collections.abc import Iterator, Sequence
 from typing import Any, ClassVar, Optional, TypeVar, Union
 
-from pydantic import BaseModel, Extra, Field, root_validator, validate_arguments, validator
+from pydantic import BaseModel, Field, ValidationInfo, field_validator, model_validator
 from typing_extensions import Literal
 
 from dve.core_engine.backends.base.reference_data import ReferenceConfigUnion
@@ -72,16 +74,15 @@ def __repr__(self) -> str:
         else:
             components.append(f"rule=Rule(name={self.rule!r}, ...)")
 
-        for key, value in self.dict(exclude={"rule"}).items():
+        for key, value in self.model_dump(exclude={"rule"}).items():
             components.append(f"{key}={value!r}")
 
         return f"ParentMetadata({', '.join(components)})"
 
-    class Config:  # pylint: disable=too-few-public-methods
-        """`pydantic configuration options`"""
-
-        frozen = True
-        extra = Extra.forbid
+    model_config = {
+        "frozen": True,
+        "extra": "allow",
+    }
 
 
 # pylint: disable=too-few-public-methods
@@ -98,11 +99,10 @@ class AbstractStep(BaseModel, metaclass=ABCMeta):
     UNTEMPLATED_KEYS: ClassVar[set[str]] = {"id", "description", "parent"}
     """A set of aliases which are exempted from templating."""
 
-    class Config:  # pylint: disable=too-few-public-methods
-        """`pydantic configuration options`"""
-
-        frozen = True
-        extra = Extra.forbid
+    model_config = {
+        "frozen": True,
+        "extra": "allow",
+    }
 
     def __repr_args__(self) -> Sequence[tuple[Optional[str], Any]]:
         # Exclude nulls from 'repr' for conciseness.
@@ -149,7 +149,7 @@ def template(
     def __str__(self):  # pydantic's default __str__ strips the model name.
         return super().__repr__()
 
-    @root_validator(pre=True)
+    @model_validator(mode="before")
     @classmethod
     def _warn_for_deprecated_aliases(cls, values: dict[str, JSONable]) -> dict[str, JSONable]:
         for deprecated_name, replacement in (
@@ -375,27 +375,19 @@ class Aggregation(BaseStep):
     agg_function: Optional[Alias] = None
     """The aggregate function to apply to the agg_columns (for duckdb backend)"""
 
-    @validator("pivot_values")
+    @field_validator("pivot_values")
     @classmethod
-    def _ensure_column_if_values(
-        cls,
-        value: Optional[Any],
-        values: dict[str, Any],
-    ):
+    def _ensure_column_if_values(cls, value: Optional[Any], info: ValidationInfo):
         """Ensure that `pivot_column` is not null if pivot values are provided."""
-        if value and not values["pivot_column"]:
+        if value and not info.data["pivot_column"]:
             raise ValueError("`pivot_values` specified, but no `pivot_column`")
         return value
 
-    @validator("agg_function")
+    @field_validator("agg_function")
     @classmethod
-    def _ensure_column_if_function(
-        cls,
-        agg_function: Optional[Any],
-        values: dict[str, Any],
-    ):
+    def _ensure_column_if_function(cls, agg_function: Optional[Any], info: ValidationInfo):
         """Ensure that `pivot_column` is not null if pivot values are provided."""
-        if agg_function and not values["agg_columns"]:
+        if agg_function and not info.data["agg_columns"]:
             raise ValueError("`agg_function` specified, but no `agg_columns`")
         return agg_function
 
@@ -582,7 +574,7 @@ def __str__(self):  # pydantic's default __str__ strips the model name.
         return super().__repr__()
 
     @classmethod
-    @validate_arguments
+    # @validate_call #TODO - removed for now as it's broken in pydantic v2
     def from_step_list(cls, name: str, steps: list[Step]):
         """Load the rule from a single step list."""
         pre_sync_steps: list[AbstractStep] = []
@@ -711,7 +703,7 @@ class RuleMetadata(BaseModel):
 
     """
 
-    @root_validator()
+    @model_validator(mode="before")
     @classmethod
     def _ensure_locals_same_length_as_rules(cls, values: dict[str, list[Any]]):
         """Ensure that if 'local_variables' is provided, it's the same length as 'rules'."""
@@ -734,4 +726,4 @@ def __iter__(self) -> Iterator[tuple[Rule, TemplateVariables]]:  # type: ignore
             yield from zip(self.rules, self.local_variables)
 
 
-ParentMetadata.update_forward_refs()
+ParentMetadata.model_rebuild()
diff --git a/src/dve/core_engine/backends/readers/csv.py b/src/dve/core_engine/backends/readers/csv.py
index edd6bf0..055458a 100644
--- a/src/dve/core_engine/backends/readers/csv.py
+++ b/src/dve/core_engine/backends/readers/csv.py
@@ -196,7 +196,7 @@ def read_to_py_iterator(
         if get_content_length(resource) == 0:
             raise EmptyFileError(f"File at {resource!r} is empty")
 
-        field_names = list(schema.__fields__.keys())
+        field_names = list(schema.model_fields.keys())
         with open_stream(resource, "r", self.encoding) as stream:
             reader = csv.DictReader(
                 stream,
@@ -223,8 +223,8 @@ def write_parquet(  # type: ignore
             target_location = file_uri_to_local_path(target_location).as_posix()
         if schema:
             polars_schema: dict[str, pl.DataType] = {  # type: ignore
-                fld.name: get_polars_type_from_annotation(fld.annotation)
-                for fld in stringify_model(schema).__fields__.values()
+                name: get_polars_type_from_annotation(fld.annotation)
+                for name, fld in stringify_model(schema).model_fields.items()
             }
             polars_schema[RECORD_INDEX_COLUMN_NAME] = get_polars_type_from_annotation(int)
 
diff --git a/src/dve/core_engine/backends/readers/utilities.py b/src/dve/core_engine/backends/readers/utilities.py
index 642c0b2..6b103b6 100644
--- a/src/dve/core_engine/backends/readers/utilities.py
+++ b/src/dve/core_engine/backends/readers/utilities.py
@@ -17,5 +17,5 @@ def check_csv_header_expected(
     """Check the header of a CSV matches the expected fields"""
     with open_stream(resource) as fle:
         header_fields = fle.readline().rstrip().replace(quote_char, "").split(delimiter)
-    expected_fields = expected_schema.__fields__.keys()
+    expected_fields = expected_schema.model_fields.keys()
     return set(expected_fields).difference(header_fields)
diff --git a/src/dve/core_engine/backends/readers/xml.py b/src/dve/core_engine/backends/readers/xml.py
index 4620402..71a076e 100644
--- a/src/dve/core_engine/backends/readers/xml.py
+++ b/src/dve/core_engine/backends/readers/xml.py
@@ -13,7 +13,12 @@
 from dve.core_engine.backends.base.reader import BaseFileReader
 from dve.core_engine.backends.exceptions import EmptyFileError
 from dve.core_engine.backends.readers.xml_linting import run_xmllint
-from dve.core_engine.backends.utilities import get_polars_type_from_annotation, stringify_model
+from dve.core_engine.backends.utilities import (
+    get_polars_type_from_annotation,
+    is_field_complex,
+    is_type_complex,
+    stringify_model,
+)
 from dve.core_engine.constants import RECORD_INDEX_COLUMN_NAME
 from dve.core_engine.loggers import get_logger
 from dve.core_engine.message import FeedbackMessage
@@ -43,6 +48,15 @@ def _strip_annotated(annotation: Any) -> Any:
     return get_args(annotation)[0]
 
 
+def _strip_optional(annotation: Any) -> Any:
+    """Strip Optional type from a type"""
+    if hasattr(annotation, "_name"):
+        if annotation._name == "Optional":  # pylint: disable=W0212
+            python_type, _default = get_args(annotation)
+            return python_type
+    return annotation
+
+
 def create_template_row(schema: type[BaseModel]) -> dict[str, Any]:
     """Create a template row from a schema. A template row is essentially the
     shape of the record that would be populated by the reader (i.e. contains
@@ -51,10 +65,10 @@ def create_template_row(schema: type[BaseModel]) -> dict[str, Any]:
 
     """
     template_row: dict[str, Any] = {}
-    for field_name, model_field_def in schema.__fields__.items():
-        field_type = _strip_annotated(model_field_def.annotation)
+    for field_name, model_field_def in schema.model_fields.items():  # type: ignore
+        field_type = _strip_optional(_strip_annotated(model_field_def.annotation))
 
-        if not model_field_def.is_complex():
+        if not is_type_complex(field_type):
             template_row[field_name] = None
             continue
 
@@ -70,8 +84,8 @@ def create_template_row(schema: type[BaseModel]) -> dict[str, Any]:
 
             # This is a quick and dirty hack to avoid implementing our own logic
             # to check complex types...
-            list_type_field_spec = create_model("", lt=(list_type, ...)).__fields__["lt"]
-            if not list_type_field_spec.is_complex():
+            list_type_field_spec = create_model("", lt=(list_type, ...)).model_fields["lt"]
+            if not is_field_complex(list_type_field_spec):
                 template_row[field_name] = [None]
                 continue
 
@@ -329,8 +343,8 @@ def write_parquet(  # type: ignore
             target_location = file_uri_to_local_path(target_location).as_posix()
         if schema:
             polars_schema: dict[str, pl.DataType] = {  # type: ignore
-                fld.name: get_polars_type_from_annotation(fld.type_)
-                for fld in stringify_model(schema).__fields__.values()
+                name: get_polars_type_from_annotation(fld.type_)
+                for name, fld in stringify_model(schema).model_fields.items()
             }
             polars_schema[RECORD_INDEX_COLUMN_NAME] = get_polars_type_from_annotation(int)
             pl.LazyFrame(data=entity, schema=polars_schema).sink_parquet(
diff --git a/src/dve/core_engine/backends/utilities.py b/src/dve/core_engine/backends/utilities.py
index d94d0bf..6b8c5bc 100644
--- a/src/dve/core_engine/backends/utilities.py
+++ b/src/dve/core_engine/backends/utilities.py
@@ -4,11 +4,12 @@
 from dataclasses import is_dataclass
 from datetime import date, datetime, time
 from decimal import Decimal
-from typing import Any, ClassVar, GenericAlias, Union  # type: ignore
+from typing import Any, ClassVar, GenericAlias, Literal, Union  # type: ignore
 
 import polars as pl  # type: ignore
 from polars.datatypes.classes import DataTypeClass as PolarsType
 from pydantic import BaseModel, create_model
+from pydantic.fields import FieldInfo
 
 from dve.core_engine.backends.base.utilities import _get_non_heterogenous_type
 from dve.core_engine.constants import RECORD_INDEX_COLUMN_NAME
@@ -38,6 +39,26 @@
 """A mapping of Python types to the equivalent Polars types."""
 
 
+def is_type_complex(type_: Any) -> bool:
+    """Check whether a type is a complex type or not."""
+    if type_ in (str, int, float, bool, bytes):
+        return False
+
+    if type_ in (date, datetime, time, Decimal):
+        return False
+
+    return True
+
+
+def is_field_complex(field: FieldInfo) -> bool:
+    """
+    Replacement function for Pydantic v1 `is_complex` check provided
+    by the v1 ModelField object.
+    """
+    type_annotation = field.annotation
+    return is_type_complex(type_annotation)
+
+
 def stringify_type(type_: Union[type, GenericAlias]) -> type:
     """Stringify an individual type."""
     if isinstance(type_, type) and not isinstance(
@@ -46,13 +67,13 @@ def stringify_type(type_: Union[type, GenericAlias]) -> type:
         if issubclass(type_, BaseModel):
             return stringify_model(type_)
 
-    is_complex = create_model("", t=(type_, ...)).__fields__["t"].is_complex()
+    is_complex = is_field_complex(create_model("", t=(type_, ...)).model_fields["t"])
     if not is_complex:  # A non-container type, return string.
         return str
 
     origin = get_origin(type_)
     if origin is None:  # A non-generic container type, return as-is
-        return type_
+        return type_  # type: ignore
 
     type_args = get_args(type_)
     if not type_args:
@@ -68,9 +89,9 @@ def stringify_type(type_: Union[type, GenericAlias]) -> type:
 def stringify_model(model: type[BaseModel]) -> type[BaseModel]:
     """Stringify a `pydantic` model."""
     fields = {}
-    for field_name, field in model.__fields__.items():
-        fields[field_name] = (stringify_type(field.annotation), ...)
-    return create_model(model.__name__, **fields)  # type: ignore
+    for field_name, field in model.model_fields.items():
+        fields[field_name] = (stringify_type(field.annotation), ...)  # type: ignore
+    return create_model(model.__class__.__name__, **fields)  # type: ignore
 
 
 def dedup_messages(messages: Messages) -> Messages:
@@ -106,7 +127,7 @@ def get_polars_type_from_annotation(type_annotation: Any) -> PolarsType:
       'optional' wrapper and return the inner type
     - A subclass of `typing.TypedDict` with values typed using supported types. This
       will parse the value types as Polars types and return a Polars Struct.
-    - A dataclass or `pydantic.main.ModelMetaClass` with values typed using supported types.
+    - A dataclass or `pydantic.BaseModel` with values typed using supported types.
       This will parse the field types as Polars types and return a Polars Struct.
     - Any supported type, with a `typing_extensions.Annotated` wrapper.
     - A `decimal.Decimal` wrapped with `typing_extensions.Annotated` with a `DecimalConfig`
@@ -120,6 +141,15 @@ def get_polars_type_from_annotation(type_annotation: Any) -> PolarsType:
     """
     type_origin = get_origin(type_annotation)
 
+    if type_origin is Literal:
+        # TODO - look at using _get_non_heterogenous_type instead?
+        polars_types = [get_polars_type_from_annotation(type(t)) for t in get_args(type_annotation)]
+        if not polars_types or not all(t == polars_types[0] for t in polars_types):
+            raise ValueError(
+                f"Unable to determine a single concrete type for Literal. Got {type_annotation!r}"
+            )
+        return polars_types[0]
+
     # An `Optional` or `Union` type, check to ensure non-heterogenity.
     if type_origin is Union:
         python_type = _get_non_heterogenous_type(get_args(type_annotation))
diff --git a/src/dve/core_engine/configuration/v1/__init__.py b/src/dve/core_engine/configuration/v1/__init__.py
index 89174be..959596f 100644
--- a/src/dve/core_engine/configuration/v1/__init__.py
+++ b/src/dve/core_engine/configuration/v1/__init__.py
@@ -3,8 +3,8 @@
 import json
 from typing import Any, Optional, Union
 
-from pydantic import BaseModel, Field, PrivateAttr, validate_arguments
-from typing_extensions import Annotated, Literal
+from pydantic import BaseModel, Field, PrivateAttr, validate_call
+from typing_extensions import Literal
 
 from dve.core_engine.backends.base.reference_data import ReferenceConfig, ReferenceConfigUnion
 from dve.core_engine.backends.metadata.contract import DataContractMetadata, ReaderConfig
@@ -38,7 +38,7 @@
 
 FieldName = str
 """The name of a field within a model/schema."""
-TypeOrDef = Union[
+TypeOrDef = Union[  # pylint: disable=C0103
     TypeName, "_CallableTypeDefinition", "_ModelTypeDefinition", "_TypeAliasDefinition"
 ]
 """The name or definition of a type."""
@@ -178,10 +178,10 @@ class V1EngineConfig(BaseEngineConfig):
     )
     """Rule store rules from the loaded rule stores."""
 
-    @validate_arguments
+    @validate_call
     def _update_rule_store(self, rule_store: dict[RuleName, BusinessComponentSpecConfigUnion]):
         """Update the rule store rules to add/override the rules from the new store."""
-        self._rule_store_rules.update(rule_store)
+        self._rule_store_rules.update(rule_store)  # pylint: disable=E1101
 
     def _load_rule_store(self, uri: URI):
         """Load a JSON rule store from the provided URI and update the stored
@@ -198,7 +198,7 @@ def _load_rule_store(self, uri: URI):
     def __init__(self, *args, **kwargs):
         super().__init__(*args, **kwargs)
         uri_prefix = self.location.rsplit("/", 1)[0]
-        for rule_store_config in self.transformations.rule_stores:
+        for rule_store_config in self.transformations.rule_stores:  # pylint: disable=E1101
             uri = joinuri(uri_prefix, rule_store_config.filename)
             self._load_rule_store(uri)
 
@@ -281,7 +281,9 @@ def _load_rules_and_vars(self) -> tuple[list[Rule], list[TemplateVariables]]:
         rules, local_variable_list = [], []
         added_rules: set[RuleName] = set()
 
-        for index, complex_rule_config in enumerate(self.transformations.complex_rules):
+        for index, complex_rule_config in enumerate(
+            self.transformations.complex_rules  # pylint: disable=E1101
+        ):
             rule, local_params, deps = self._resolve_business_rule(complex_rule_config)
             missing_rules = deps - added_rules
             if missing_rules:
@@ -295,9 +297,9 @@ def _load_rules_and_vars(self) -> tuple[list[Rule], list[TemplateVariables]]:
 
         rule, local_params = self._create_rule(
             name="root",
-            rules=self.transformations.rules,
-            filters=self.transformations.filters,
-            post_filter_rules=self.transformations.post_filter_rules,
+            rules=self.transformations.rules,  # pylint: disable=E1101
+            filters=self.transformations.filters,  # pylint: disable=E1101
+            post_filter_rules=self.transformations.post_filter_rules,  # pylint: disable=E1101
         )
         rules.append(rule)
         local_variable_list.append(local_params)
@@ -309,7 +311,7 @@ def get_contract_metadata(self) -> DataContractMetadata:
         validators = {}
         reporting_fields = {}
 
-        contract_dict = self.contract.dict()
+        contract_dict = self.contract.model_dump()
         error_info = {}
         if self.contract.error_details:
             error_info = self.load_error_message_info(self.contract.error_details)
@@ -338,7 +340,7 @@ def load_error_message_info(self, uri):
 
     def get_reference_data_config(self) -> dict[EntityName, ReferenceConfig]:  # type: ignore
         """Gets the reference data configuration from the transformations"""
-        return self.transformations.reference_data
+        return self.transformations.reference_data  # pylint: disable=E1101
 
     def get_rule_metadata(self) -> RuleMetadata:
         """Gets the rule metadata from the Engine configuration"""
@@ -346,6 +348,6 @@ def get_rule_metadata(self) -> RuleMetadata:
         return RuleMetadata(
             rules=rules,
             local_variables=local_variables,
-            global_variables=self.transformations.parameters,
+            global_variables=self.transformations.parameters,  # pylint: disable=E1101
             reference_data_config=self.get_reference_data_config(),
         )
diff --git a/src/dve/core_engine/configuration/v1/steps.py b/src/dve/core_engine/configuration/v1/steps.py
index f795c8c..6b30a4a 100644
--- a/src/dve/core_engine/configuration/v1/steps.py
+++ b/src/dve/core_engine/configuration/v1/steps.py
@@ -10,9 +10,9 @@
 
 # pylint: disable=missing-class-docstring
 from abc import ABC, abstractmethod
-from typing import Any, Optional, Union
+from typing import Optional, Union
 
-from pydantic import BaseModel, Extra, Field, validator
+from pydantic import BaseModel, Field, ValidationInfo, field_validator
 from typing_extensions import Annotated, Literal
 
 from dve.core_engine.backends.metadata.rules import (
@@ -40,10 +40,9 @@
 class ConfigStep(BaseModel, ABC):
     """The parent for the config steps."""
 
-    class Config:  # pylint: disable=too-few-public-methods
-        """Config class for dynamically generated pydantic models"""
-
-        extra = Extra.forbid
+    model_config = {
+        "extra": "forbid",
+    }
 
     name: Optional[str] = None
     """The 'name' of the rule. This is mapped to an ID in the entity."""
@@ -107,10 +106,10 @@ class GroupByConfig(ConfigStep):
     pivot_values: Optional[list[str]] = None
     agg_columns: MultipleExpressions
 
-    @validator("pivot_values")
+    @field_validator("pivot_values")
     @classmethod
-    def _ensure_no_values_if_not_column(cls, value: Optional[str], values: dict[str, Any]):
-        if value and not values["pivot_column"]:
+    def _ensure_no_values_if_not_column(cls, value: Optional[str], info: ValidationInfo):
+        if value and not info.data.get("pivot_column"):
             raise ValueError("Cannot provide 'pivot_values' if no 'pivot_column'")
         return value
 
diff --git a/src/dve/core_engine/engine.py b/src/dve/core_engine/engine.py
index c5d1ba9..a7931ad 100644
--- a/src/dve/core_engine/engine.py
+++ b/src/dve/core_engine/engine.py
@@ -4,9 +4,17 @@
 import logging
 from pathlib import Path
 from types import TracebackType
-from typing import Any, Optional, Union
-
-from pydantic import BaseModel, Field, PrivateAttr, validate_arguments, validator
+from typing import Annotated, Optional, Union
+
+from pydantic import (
+    BaseModel,
+    ConfigDict,
+    Field,
+    PrivateAttr,
+    ValidationInfo,
+    field_validator,
+    validate_call,
+)
 from pydantic.types import FilePath
 from pyspark.sql import SparkSession
 
@@ -26,11 +34,7 @@
 class CoreEngine(BaseModel):
     """The core engine implementation for the data validation engine."""
 
-    class Config:  # pylint: disable=too-few-public-methods
-        """`pydantic` configuration options."""
-
-        arbitrary_types_allowed = True
-        validate_assignment = True
+    model_config = {"arbitrary_types_allowed": True, "validate_assignment": True}
 
     backend_config: BaseEngineConfig
     """The backend configuration for the given run."""
@@ -52,16 +56,20 @@ class Config:  # pylint: disable=too-few-public-methods
 
     Data will be chunked to parquet in this directory after being read,
     and written here before filters are applied.
-
     """
-    backend: BaseBackend = None  # type: ignore
+    # TODO - recommended to not use validate_default like this, but for now will use as replacement to always=True  # pylint: disable=C0301
+    # see https://pydantic.dev/docs/validation/latest/get-started/migration/#validator-and-root_validator-are-deprecated  # pylint: disable=C0301
+    backend: Annotated[Optional[BaseBackend], Field(default=None, validate_default=True)]
     """The backend to use to process the files."""
+
     debug: bool = False
     """Indication of if this run is in debug mode."""
 
-    @validator("cache_prefix_uri", "output_prefix_uri", allow_reuse=True, pre=True)
+    @field_validator("cache_prefix_uri", "output_prefix_uri", mode="before")
     # pylint: disable=E0213
-    def _validate_prefix_uri(cls, location: Optional[Location]) -> Optional[URI]:
+    def _validate_prefix_uri(
+        cls, location: Optional[Location], info: ValidationInfo  # pylint: disable=W0613
+    ) -> Optional[URI]:
         """Ensure we support the cache prefix scheme."""
         if location is None:
             return None
@@ -71,25 +79,25 @@ def __init__(self, *args, **kwargs):
         # pylint: disable=W0235
         super().__init__(*args, **kwargs)
 
-    @validator("backend", always=True)
+    @field_validator("backend")
     @classmethod
-    def _ensure_backend(cls, value: Optional[BaseBackend], values: dict[str, Any]) -> BaseBackend:
+    def _ensure_backend(cls, value: Optional[BaseBackend], info: ValidationInfo) -> BaseBackend:
         """Ensure a default backend is created if a backend is not specified."""
         if value is not None:
             return value
 
-        main_logger = values.get("main_log")
+        main_logger = info.data.get("main_log")
         if main_logger is None:
-            return SparkBackend(dataset_config_uri=values.get("dataset_config_uri"))
+            return SparkBackend(dataset_config_uri=info.data.get("dataset_config_uri"))
         return SparkBackend(
-            dataset_config_uri=values.get("dataset_config_uri"),
+            dataset_config_uri=info.data.get("dataset_config_uri"),
             logger=get_child_logger(
                 ".".join((SparkBackend.__module__, SparkBackend.__name__)), main_logger
             ),
         )
 
     @classmethod
-    @validate_arguments(config={"arbitrary_types_allowed": True})
+    @validate_call(config=ConfigDict(arbitrary_types_allowed=True))
     def build(
         cls,
         dataset_config_path: Union[FilePath, URI],
@@ -137,7 +145,7 @@ def build(
             debug=debug,
             **kwargs,
         )
-        self.main_log.info(f"Output path: {self.output_prefix_uri!r}")
+        self.main_log.info(f"Output path: {self.output_prefix_uri!r}")  # pylint: disable=E1101
         return self
 
     @classmethod
@@ -152,16 +160,16 @@ def build_from_model(cls, model_str: JSONstring):
         """
         main_log = get_logger("CoreEngine")
         main_log.info("Initalise from model...")
-        return cls.build(**EngineRunValidation(**json.loads(model_str)).dict())
+        return cls.build(**EngineRunValidation(**json.loads(model_str)).model_dump())
 
     def __enter__(self) -> "CoreEngine":
-        self.main_log.info("Entering pipeline context.")
+        self.main_log.info("Entering pipeline context.")  # pylint: disable=E1101
         if self._cache_dir is not None:
             raise ValueError("Pipeline already within context")
 
         self._cache_dir = TemporaryPrefix(self.cache_prefix_uri)
         self._cache_dir.__enter__()
-        self.main_log.info(f"Pipeline will cache to {self.cache_prefix!r}")
+        self.main_log.info(f"Pipeline will cache to {self.cache_prefix!r}")  # pylint: disable=E1101
         return self
 
     def __exit__(
@@ -170,14 +178,16 @@ def __exit__(
         exc_value: Optional[Exception],
         traceback: Optional[TracebackType],
     ) -> None:
-        self.main_log.info(f"Exiting pipeline context, clearing {self.cache_prefix!r}")
+        self.main_log.info(  # pylint: disable=E1101
+            f"Exiting pipeline context, clearing {self.cache_prefix!r}"
+        )
         cache_dir = self._cache_dir
         self._cache_dir = None
 
         if cache_dir is not None:
             cache_dir.__exit__(exc_type, exc_value, traceback)
 
-        self.main_log.info("Cleared cache.")
+        self.main_log.info("Cleared cache.")  # pylint: disable=E1101
 
     @property
     def cache_prefix(self) -> URI:
@@ -198,17 +208,23 @@ def _write_entity_outputs(self, entities: SparkEntities) -> SparkEntities:
         """
         output_entities = {}
 
-        self.main_log.info(f"Writing entities to the output location: {self.output_prefix_uri}")
+        self.main_log.info(  # pylint: disable=E1101
+            f"Writing entities to the output location: {self.output_prefix_uri}"
+        )
         for entity_name, entity in entities.items():
             entity = entity.drop(RECORD_INDEX_COLUMN_NAME)
 
-            self.main_log.info(f"Entity: {entity_name} {type(entity)}")
+            self.main_log.info(f"Entity: {entity_name} {type(entity)}")  # pylint: disable=E1101
 
             output_uri = joinuri(self.output_prefix_uri, entity_name)
             if get_resource_exists(output_uri):
-                self.main_log.info(f"{output_uri} already exists - will be overwritten")
+                self.main_log.info(  # pylint: disable=E1101
+                    f"{output_uri} already exists - will be overwritten"
+                )
 
-            self.main_log.info(f"+ Writing parquet output to {output_uri!r}")
+            self.main_log.info(  # pylint: disable=E1101
+                f"+ Writing parquet output to {output_uri!r}"
+            )
             entity.write.mode("overwrite").parquet(output_uri)
             spark_session = SparkSession.builder.getOrCreate()
             output_entities[entity_name] = spark_session.read.format("parquet").load(
@@ -228,7 +244,7 @@ def _write_outputs(self, entities: SparkEntities) -> SparkEntities:
 
     def _show_available_entities(self, entities: SparkEntities, *, verbose: bool = False) -> None:
         """Print current entities."""
-        self.main_log.info("Displaying available dataframes in this run:")
+        self.main_log.info("Displaying available dataframes in this run:")  # pylint: disable=E1101
 
         for entity_name, entity in entities.items():
             # FIXME: Currently a print statement because log messages
@@ -255,11 +271,16 @@ def run_pipeline(
         references should be valid after the pipeline context exits.
 
         """
-        entities, errors_uri = self.backend.process_legacy(
-            self.output_prefix_uri,
-            entity_locations,
-            self.backend_config.get_contract_metadata(),
-            self.backend_config.get_rule_metadata(),
-            submission_info,
+        if self.backend:
+            entities, errors_uri = self.backend.process_legacy(
+                self.output_prefix_uri,
+                entity_locations,
+                self.backend_config.get_contract_metadata(),
+                self.backend_config.get_rule_metadata(),
+                submission_info,
+            )
+            return self._write_outputs(entities), errors_uri
+
+        raise AttributeError(
+            "Backend implementation not defined. Cannot run the pipeline without a defined backend. Choose DuckDB or Spark"  # pylint: disable=C0301
         )
-        return self._write_outputs(entities), errors_uri
diff --git a/src/dve/core_engine/loggers.py b/src/dve/core_engine/loggers.py
index 036c3d2..6c9b3aa 100644
--- a/src/dve/core_engine/loggers.py
+++ b/src/dve/core_engine/loggers.py
@@ -18,7 +18,7 @@ def filter(self, record):
 class UTCFormatter(logging.Formatter):  # pragma: no cover
     """A formatter with timestamps in the UTC timezone."""
 
-    converter = time.gmtime
+    converter = time.gmtime  # type: ignore
 
 
 def get_default_handler() -> logging.Handler:  # pragma: no cover
diff --git a/src/dve/core_engine/message.py b/src/dve/core_engine/message.py
index 627ae3a..2980990 100644
--- a/src/dve/core_engine/message.py
+++ b/src/dve/core_engine/message.py
@@ -10,7 +10,7 @@
 from functools import reduce
 from typing import Any, ClassVar, Optional, Union
 
-from pydantic import BaseModel, ValidationError, validator
+from pydantic import BaseModel, ConfigDict, ValidationError, ValidationInfo, field_validator
 from pydantic.dataclasses import dataclass
 
 from dve.core_engine.constants import CONTRACT_ERROR_VALUE_FIELD_NAME, RECORD_INDEX_COLUMN_NAME
@@ -83,12 +83,6 @@ def extract_error_value(records, error_location):
 """
 
 
-class Config:  # pylint: disable=too-few-public-methods
-    """`pydantic` configuration options."""
-
-    arbitrary_types_allowed = True
-
-
 # pylint: disable=R0902
 @dataclass
 class UserMessage:
@@ -130,7 +124,7 @@ def is_critical(self) -> bool:
         return self.FailureType == "integrity"
 
 
-@dataclass(config=Config, eq=True)
+@dataclass(config=ConfigDict(arbitrary_types_allowed=True), eq=True)
 class FeedbackMessage:  # pylint: disable=too-many-instance-attributes
     """Information which affects processing and needs to be feeded back."""
 
@@ -195,9 +189,11 @@ class FeedbackMessage:  # pylint: disable=too-many-instance-attributes
     ]
     """The header that should be written to CSV."""
 
-    @validator("reporting_field")
+    @field_validator("reporting_field")
     # pylint: disable=no-self-argument
-    def _split_reporting_field(cls, value) -> Union[list[str], str, None]:
+    def _split_reporting_field(
+        cls, value: Optional[str | list[str]], info: ValidationInfo  # pylint: disable=W0613
+    ) -> Union[list[str], str, None]:
         if isinstance(value, list):
             return value
         if isinstance(value, str):
@@ -210,9 +206,11 @@ def _split_reporting_field(cls, value) -> Union[list[str], str, None]:
                 return value
         return None
 
-    @validator("error_location", pre=True)
+    @field_validator("error_location", mode="before")
     # pylint: disable=no-self-argument
-    def _validate_error_location(cls, value: Any) -> Optional[str]:
+    def _validate_error_location(
+        cls, value: Optional[str], info: ValidationInfo  # pylint: disable=W0613
+    ) -> Optional[str]:
         """Format error location to a string."""
         if value is None:
             return None  # pragma: no cover
@@ -247,7 +245,8 @@ def from_pydantic_error(
         messages: Messages = []
         for error_dict in error.errors():
             error_type = error_dict["type"]
-            if "none.not_allowed" in error_type or "value_error.missing" in error_type:
+            _input = error_dict["input"]
+            if "missing" in error_type or _input is None:
                 category = "Blank"
             else:
                 category = "Bad value"
@@ -267,6 +266,8 @@ def from_pydantic_error(
             is_informational = False
             if error_code.endswith("warning"):
                 is_informational = True
+            # TODO - this should copy the default error detail and then update with any custom codes defined in error_details  pylint: disable=C0301
+            # TODO - to ensure that user does not need to define all custom details (i.e. bad value custom, blank default)  pylint: disable=C0301
             error_detail: DataContractErrorDetail = error_details.get(  # type: ignore
                 error_field, DEFAULT_ERROR_DETAIL
             ).get(category)
diff --git a/src/dve/core_engine/models.py b/src/dve/core_engine/models.py
index 09fcbb3..1d84bab 100644
--- a/src/dve/core_engine/models.py
+++ b/src/dve/core_engine/models.py
@@ -11,7 +11,15 @@
 from pathlib import Path
 from typing import Any, Optional
 
-from pydantic import UUID4, BaseModel, Field, FilePath, root_validator, validator
+from pydantic import (
+    UUID4,
+    BaseModel,
+    Field,
+    FilePath,
+    ValidationInfo,
+    field_validator,
+    model_validator,
+)
 
 from dve.core_engine.backends.metadata.contract import ReaderConfig
 from dve.core_engine.type_hints import EntityName, ProcessingStatus, SubmissionResult
@@ -26,16 +34,17 @@ class AuditRecord(BaseModel):
 
     submission_id: str
     """Unique id of the submission"""
+    # todo - why bother supplying a date_updated here when it gets overwritten by time? Only works if you supply both values  # pylint: disable=C0301
     date_updated: Optional[dt.date] = None
     """The date the record was added to the table"""
     time_updated: Optional[dt.datetime] = Field(default_factory=dt.datetime.now)
     """The timestamp the record was added to the table"""
 
-    @root_validator(allow_reuse=True)
-    def populate_date_updated(cls, values):  # pylint: disable=no-self-argument
+    @model_validator(mode="after")
+    def populate_date_updated(self):
         """Add date_updated from time_updated value"""
-        values["date_updated"] = values["time_updated"].date()
-        return values
+        self.date_updated = self.time_updated.date()  # pylint: disable=E1101
+        return self
 
 
 class SubmissionInfoMismatchWarning(UserWarning):
@@ -64,8 +73,10 @@ class SubmissionInfo(AuditRecord):
     datetime_received: Optional[dt.datetime] = None  # type: ignore
     """The datetime the file was received."""
 
-    @validator("file_extension")
-    def _ensure_just_file_stem(cls, extension: str):  # pylint: disable=no-self-argument
+    @field_validator("file_extension")
+    def _ensure_just_file_stem(
+        cls, extension: str, info: ValidationInfo  # pylint: disable=W0613
+    ):  # pylint: disable=no-self-argument
         return extension.rsplit(".", 1)[-1]
 
     @property
@@ -95,8 +106,8 @@ def __eq__(self, other: object) -> bool:
         if not isinstance(other, SubmissionInfo):
             raise NotImplementedError("Unable to determine equality if not a SubmissionInfo object")
         _exclude = ["date_updated", "time_updated"]
-        return {k: v for k, v in self.dict().items() if k not in _exclude} == {
-            k: v for k, v in other.dict().items() if k not in _exclude
+        return {k: v for k, v in self.model_dump().items() if k not in _exclude} == {
+            k: v for k, v in other.model_dump().items() if k not in _exclude
         }
 
 
@@ -116,8 +127,8 @@ def __eq__(self, other: object) -> bool:
                 "Unable to determine equality if not a SubmissionStatisticsRecord object"
             )  # pylint: disable=line-too-long
         _exclude = ["date_updated", "time_updated"]
-        return {k: v for k, v in self.dict().items() if k not in _exclude} == {
-            k: v for k, v in other.dict().items() if k not in _exclude
+        return {k: v for k, v in self.model_dump().items() if k not in _exclude} == {
+            k: v for k, v in other.model_dump().items() if k not in _exclude
         }
 
 
@@ -139,9 +150,9 @@ class ProcessingStatusRecord(AuditRecord):
 
     processing_status: ProcessingStatus
     """The processing status of the submission"""
-    job_run_id: Optional[int]
+    job_run_id: Optional[int] = None
     """The run id of the databricks job used to process the submission"""
-    submission_result: Optional[SubmissionResult]
+    submission_result: Optional[SubmissionResult] = None
     """Whether the file validation was a success or failure"""
 
 
@@ -156,9 +167,9 @@ class EngineRun(BaseModel):
 
     # TODO: What if we want to set an alt/override output prefix
     #  and not have the submission_id appended to it?
-    @validator("output_prefix")
-    def _set_output_path(cls, prefix, values: dict):  # pylint: disable=E0213
-        v_id = values.get("submission_id")
+    @field_validator("output_prefix")
+    def _set_output_path(cls, prefix, info: ValidationInfo):  # pylint: disable=E0213
+        v_id = info.data.get("submission_id")
         if v_id:
             return os.path.join(prefix, str(v_id))
         return prefix
@@ -181,8 +192,11 @@ class ConcreteEntity(EntitySpecification, arbitrary_types_allowed=True):
     """An optional key field to use for the entity."""
     reporting_fields: Optional[list[str]] = None
 
-    @validator("reporting_fields", pre=True)
-    def _ensure_list(cls, value: Optional[str]) -> Optional[list[str]]:  # pylint: disable=E0213
+    @field_validator("reporting_fields", mode="before")
+    @classmethod
+    def _ensure_list(
+        cls, value: Optional[str], info: ValidationInfo  # pylint: disable=W0613
+    ) -> Optional[list[str]]:
         """Ensure the reporting fields are a list."""
         if value is None:
             return None
diff --git a/src/dve/core_engine/type_hints.py b/src/dve/core_engine/type_hints.py
index 3112e28..154ada6 100644
--- a/src/dve/core_engine/type_hints.py
+++ b/src/dve/core_engine/type_hints.py
@@ -5,7 +5,7 @@
 from multiprocessing import Queue as ProcessQueue
 from pathlib import Path
 from queue import Queue as ThreadQueue
-from typing import TYPE_CHECKING, Any, List, Optional, TypeVar, Union  # pylint: disable=W1901
+from typing import TYPE_CHECKING, Any, List, Optional, TypeVar, Union
 
 from pyspark.sql import DataFrame
 from pyspark.sql.types import StructType
diff --git a/src/dve/core_engine/validation.py b/src/dve/core_engine/validation.py
index f62309b..05f2e2b 100644
--- a/src/dve/core_engine/validation.py
+++ b/src/dve/core_engine/validation.py
@@ -6,8 +6,7 @@
 from typing import Optional
 
 from pyarrow.lib import RecordBatch  # type: ignore
-from pydantic import ValidationError
-from pydantic.main import ModelMetaclass
+from pydantic import BaseModel, ValidationError
 
 from dve.core_engine.message import DEFAULT_ERROR_DETAIL, DataContractErrorDetail, FeedbackMessage
 from dve.core_engine.type_hints import ContractContents, EntityName, ErrorCategory, Messages, Record
@@ -36,7 +35,7 @@ def __init__(
         self._model_definition = model_definition
         self._validators = validators
         self.entity_name = entity_name
-        self._model: Optional[ModelMetaclass] = None
+        self._model: Optional[BaseModel] = None
         self._error_info = error_info or {}
         self._error_details: Optional[
             dict[FieldName, dict[ErrorCategory, DataContractErrorDetail]]
@@ -48,7 +47,7 @@ def __reduce__(self):  # Don't attempt to pickle Pydantic models.
         return super().__reduce__()
 
     @property
-    def model(self) -> ModelMetaclass:
+    def model(self) -> BaseModel:
         """The loaded pydantic model for the entity."""
         if not self._model:
             models = JSONtoPyd(self._model_definition).generate_models(
@@ -83,7 +82,7 @@ def __call__(self, record: Record) -> tuple[Optional[Record], Messages]:
             messages: Messages = []
             try:
                 # pylint: disable=not-callable
-                validated: Record = self.model(**record).dict()
+                validated: Record = self.model(**record).model_dump()  # type: ignore
             except ValidationError as err:
                 # we still want to report warnings
                 # when a record is invalid
diff --git a/src/dve/metadata_parser/domain_types.py b/src/dve/metadata_parser/domain_types.py
index 6e102ea..3d7bc3c 100644
--- a/src/dve/metadata_parser/domain_types.py
+++ b/src/dve/metadata_parser/domain_types.py
@@ -1,15 +1,18 @@
 """Domain specific type definitions for use in validators."""
 
 # pylint: disable=too-few-public-methods
+# pylint: disable=W0613
+
 import datetime as dt
 import itertools
 import re
 import warnings
-from collections.abc import Iterator, Sequence
+from collections.abc import Sequence
 from functools import lru_cache
-from typing import ClassVar, Optional, TypeVar, Union
+from typing import Any, ClassVar, Optional, TypeVar, Union
 
-from pydantic import fields, types, validate_arguments
+from pydantic import GetCoreSchemaHandler, types, validate_call
+from pydantic_core import CoreSchema, core_schema
 from typing_extensions import Literal
 
 from dve.metadata_parser import exc
@@ -32,16 +35,16 @@
 POSTCODE_REGEX = re.compile(r"\A[a-zA-Z]{1,2}\d([a-zA-Z]?|\d?)\s\d[a-zA-Z]{2}\Z")
 
 
-class _SimpleRegexValidator(types.ConstrainedStr):
+class _SimpleRegexValidator:
     """A basic regex-validated type."""
 
-    regex: re.Pattern
+    pattern: re.Pattern
     """A regex pattern used to validate the string."""
     strip_whitespace: bool = True
     """Whether to strip the whitespace from the string."""
 
 
-class NHSNumber(types.ConstrainedStr):
+class NHSNumber(str):
     """A constrained string which validates an NHS number.
 
     ### Validation criteria
@@ -98,7 +101,7 @@ class NHSNumber(types.ConstrainedStr):
     warn_on_test_numbers = True
 
     @classmethod
-    def _warn_for_possible_invalid_number(cls, nhs_number: str, loc: str) -> None:
+    def _warn_for_possible_invalid_number(cls, nhs_number: str) -> None:
         """Emit warnings for possible invalid NHS numbers."""
         reason = None
 
@@ -111,10 +114,10 @@ def _warn_for_possible_invalid_number(cls, nhs_number: str, loc: str) -> None:
             reason = "NHS number is a palindrome: this indicates a test number"
 
         if reason:
-            warnings.warn(exc.LocWarning(f"NHS number possibly invalid ({reason})", loc))
+            warnings.warn(exc.LocWarning(f"NHS number possibly invalid ({reason})"))
 
     @staticmethod
-    def ensure_format(nhs_number: Optional[str]) -> str:
+    def ensure_format(nhs_number: Optional[str | int]) -> str:
         """Coerce an NHS number string to the correct format, raising an error if
         coersion fails.
 
@@ -139,7 +142,7 @@ def confirm_checksum_validates(nhs_number: str) -> bool:
         return check == int(check_digit)
 
     @classmethod
-    def check_validates(cls, value: Optional[str]) -> bool:
+    def check_validates(cls, value: str) -> bool:
         """Check whether an NHS number is valid, returning `True` for valid numbers
         and `False` for invalid numbers.
 
@@ -152,19 +155,24 @@ def check_validates(cls, value: Optional[str]) -> bool:
         return is_valid
 
     @classmethod
-    def validate(cls, value: Optional[str], field: fields.ModelField) -> str:  # type: ignore
+    def validate(cls, value: Optional[str | int]) -> str:  # type: ignore  # pylint: disable=W0221
         """Validates the given postcode"""
         nhs_number = cls.ensure_format(value)
 
         if cls.confirm_checksum_validates(nhs_number):
-            # TODO: Get a better way to get 'loc' here.
-            cls._warn_for_possible_invalid_number(nhs_number, field.name)
+            cls._warn_for_possible_invalid_number(nhs_number)
             return nhs_number
         raise ValueError("NHS number invalid (incorrect check digit: cannot be a real NHS number)")
 
+    @classmethod
+    def __get_pydantic_core_schema__(
+        cls, source_type: Any, handler: GetCoreSchemaHandler
+    ) -> CoreSchema:
+        return core_schema.no_info_plain_validator_function(cls.validate)
+
 
 @lru_cache()
-@validate_arguments
+@validate_call
 def permissive_nhs_number(warn_on_test_numbers: bool = False):
     """Defaults to not checking for test numbers"""
     dict_ = NHSNumber.__dict__.copy()
@@ -173,10 +181,10 @@ def permissive_nhs_number(warn_on_test_numbers: bool = False):
     return type("NHSNumber", (NHSNumber, *NHSNumber.__bases__), dict_)
 
 
-class Postcode(types.ConstrainedStr):
+class Postcode(str):
     """Postcode constrained string"""
 
-    regex: re.Pattern = POSTCODE_REGEX
+    pattern: re.Pattern = POSTCODE_REGEX
     strip_whitespace = True
     apply_normalize = True
 
@@ -198,14 +206,25 @@ def validate(cls, value: str) -> Optional[str]:  # type: ignore
         if not value:
             return None
 
-        if not cls.regex.match(value):
+        if not cls.pattern.match(value):
             raise ValueError("Invalid Postcode submitted")
 
         return value
 
+    @classmethod
+    def __get_pydantic_core_schema__(
+        cls, source_type: Any, handler: GetCoreSchemaHandler
+    ) -> CoreSchema:
+        return core_schema.chain_schema(
+            [
+                handler(str),
+                core_schema.no_info_plain_validator_function(cls.validate),
+            ]
+        )
+
 
 @lru_cache()
-@validate_arguments
+@validate_call
 def postcode(
     # pylint: disable=R0913
     strip_whitespace: Optional[bool] = True,
@@ -214,8 +233,7 @@ def postcode(
     strict: Optional[bool] = False,
     min_length: Optional[int] = None,
     max_length: Optional[int] = None,
-    curtail_length: Optional[int] = None,
-    regex: Optional[str] = POSTCODE_REGEX,  # type: ignore
+    pattern: Optional[str] = POSTCODE_REGEX,  # type: ignore
     apply_normalize: Optional[bool] = True,
 ) -> type[Postcode]:
     """Return a formatted date class with a set date format
@@ -229,8 +247,7 @@ def postcode(
     dict_["strict"] = strict
     dict_["min_length"] = min_length
     dict_["max_length"] = max_length
-    dict_["curtail_length"] = curtail_length
-    dict_["regex"] = regex
+    dict_["pattern"] = pattern
     dict_["apply_normalize"] = apply_normalize
 
     return type("Postcode", (Postcode, *Postcode.__bases__), dict_)
@@ -244,17 +261,17 @@ class OrgID(_SimpleRegexValidator):
 
     """
 
-    regex = re.compile(r"^[A-Z0-9]{3,5}$")
+    pattern = re.compile(r"^[A-Z0-9]{3,5}$")
     strip_whitespace = False
 
     @classmethod
-    def validate(cls, value: str) -> str:
-        """Validates the given OrgID"""
-        if not value:
-            raise ValueError("org_id not provided")
-        return super().validate(value)
+    def __get_pydantic_core_schema__(
+        cls, source_type: Any, handler: GetCoreSchemaHandler
+    ) -> CoreSchema:
+        return core_schema.str_schema(pattern=cls.pattern, strip_whitespace=cls.strip_whitespace)
 
 
+# TODO - look into replacing datetime types with AwareDatetime and NaiveDatetime from pydantic v2
 class ConFormattedDate(dt.date):
     """A date, provided as a date or a string in a specific format."""
 
@@ -274,12 +291,9 @@ class ConFormattedDate(dt.date):
     @classmethod
     def validate(cls, value: Optional[Union[dt.date, str]]) -> Optional[dt.date]:
         """Validate a passed datetime or string."""
-        if value is None:
-            return value
-
         if isinstance(value, dt.date):
             date = value
-        elif cls.DATE_FORMAT is not None:
+        elif cls.DATE_FORMAT is not None and value:
             try:
                 date = dt.datetime.strptime(value, cls.DATE_FORMAT).date()
                 if cls.strict and (date.strftime(cls.DATE_FORMAT) != value):
@@ -311,14 +325,20 @@ def validate_range(cls, value) -> Optional[dt.date]:
         return value
 
     @classmethod
-    def __get_validators__(cls) -> Iterator[classmethod]:
-        """Gets all validators"""
-        yield cls.validate  # type: ignore
-        yield cls.validate_range  # type: ignore
+    def __get_pydantic_core_schema__(
+        cls, source_type: Any, handler: GetCoreSchemaHandler
+    ) -> CoreSchema:
+        return core_schema.chain_schema(
+            [
+                handler(str),
+                core_schema.no_info_plain_validator_function(cls.validate),
+                core_schema.no_info_plain_validator_function(cls.validate_range),
+            ]
+        )
 
 
 @lru_cache()
-@validate_arguments
+@validate_call
 def conformatteddate(
     date_format: Optional[str] = None,
     strict: Optional[bool] = False,
@@ -381,6 +401,7 @@ def reformat_nhs_string_format(string: str) -> str:
             )
         )
 
+    # TODO - check this hasn't broken as pydantic.parse_datetime retired although this not using pydantic datetime AFAIK  pylint: disable=C0301
     @classmethod
     def parse_datetime(cls, string: str) -> dt.datetime:
         """Attempt to parse a datetime using various formats in sequence."""
@@ -403,6 +424,8 @@ def parse_datetime(cls, string: str) -> dt.datetime:
     @classmethod
     def validate(cls, value: Optional[Union[dt.datetime, str]]) -> Optional[dt.datetime]:
         """Validate a passed datetime or string."""
+        # TODO - This check is simply needed because of the test in test_domain_types which is possibly invalid post  pylint: disable=C0301
+        # Pydantic v2 upgrade now as NoneType will be handled by the handler
         if value is None:
             return value
 
@@ -427,9 +450,17 @@ def validate(cls, value: Optional[Union[dt.datetime, str]]) -> Optional[dt.datet
         return datetime
 
     @classmethod
-    def __get_validators__(cls) -> Iterator[classmethod]:
+    def __get_pydantic_core_schema__(
+        cls, source_type: Any, handler: GetCoreSchemaHandler
+    ) -> CoreSchema:
         """Gets all validators"""
-        yield cls.validate  # type: ignore
+        # yield cls.validate  # type: ignore
+        return core_schema.chain_schema(
+            [
+                handler(str),
+                core_schema.no_info_plain_validator_function(cls.validate),
+            ]
+        )
 
 
 class FormattedTime(dt.time):
@@ -496,9 +527,6 @@ def parse_time(cls, string: str) -> dt.time:
     @classmethod
     def validate(cls, value: Union[dt.time, dt.datetime, str]) -> dt.time | None:
         """Validate a passed time, datetime or string."""
-        if value is None:
-            return value
-
         if isinstance(value, dt.time):
             new_time = value
         elif isinstance(value, dt.datetime):
@@ -524,13 +552,20 @@ def validate(cls, value: Union[dt.time, dt.datetime, str]) -> dt.time | None:
         return new_time
 
     @classmethod
-    def __get_validators__(cls) -> Iterator[classmethod]:
+    def __get_pydantic_core_schema__(
+        cls, source_type: Any, handler: GetCoreSchemaHandler
+    ) -> CoreSchema:
         """Gets all validators"""
-        yield cls.validate  # type: ignore
+        return core_schema.chain_schema(
+            [
+                handler(str),
+                core_schema.no_info_plain_validator_function(cls.validate),
+            ]
+        )
 
 
 @lru_cache()
-@validate_arguments
+@validate_call
 def formatteddatetime(
     date_format: Optional[str] = None,
     timezone_treatment: Literal["forbid", "permit", "require"] = "permit",
@@ -550,7 +585,7 @@ def formatteddatetime(
 
 
 @lru_cache()
-@validate_arguments
+@validate_call
 def formattedtime(
     time_format: Optional[str] = None,
     timezone_treatment: Literal["forbid", "permit", "require"] = "permit",
@@ -612,13 +647,20 @@ def validate(cls, value: Union[dt.date, str]) -> Optional[dt.date]:
         return value
 
     @classmethod
-    def __get_validators__(cls) -> Iterator[classmethod]:
+    def __get_pydantic_core_schema__(
+        cls, source_type: Any, handler: GetCoreSchemaHandler
+    ) -> CoreSchema:
         """Gets all validators"""
-        yield cls.validate  # type: ignore
+        return core_schema.chain_schema(
+            [
+                handler(dt.date),
+                core_schema.no_info_plain_validator_function(cls.validate),
+            ]
+        )
 
 
 # @lru_cache()
-@validate_arguments
+@validate_call
 def reportingperiod(
     reporting_period_type: Literal["start", "end"], date_format: Optional[str] = "%Y-%m-%d"
 ) -> type[ReportingPeriod]:
@@ -632,11 +674,12 @@ def reportingperiod(
     return type("ReportingPeriod", (ReportingPeriod, *ReportingPeriod.__bases__), dict_)
 
 
+# TODO - refactor this as it won't work in Pyndatic V2
 @lru_cache()
-@validate_arguments
+@validate_call
 def alphanumeric(
-    min_digits: types.NonNegativeInt = 1,
-    max_digits: types.PositiveInt = 1,
+    min_digits: types.NonNegativeInt = 1,  # pylint: disable=E1101
+    max_digits: types.PositiveInt = 1,  # pylint: disable=E1101
 ) -> type[_SimpleRegexValidator]:
     """Return a regex-validated class which will ensure that
     passed numbers are alphanumeric.
@@ -651,7 +694,7 @@ def alphanumeric(
         pattern_str = f"{an_group_str}{{{min_digits},{max_digits}}}"
 
     dict_ = _SimpleRegexValidator.__dict__.copy()
-    dict_["regex"] = re.compile(f"^{pattern_str}$")
+    dict_["pattern"] = re.compile(f"^{pattern_str}$")
 
     return type(
         type_name,
@@ -660,11 +703,12 @@ def alphanumeric(
     )
 
 
+# TODO - refactor this as it won't work in Pyndatic V2
 @lru_cache()
-@validate_arguments
+@validate_call
 def identifier(
-    min_digits: types.NonNegativeInt = 1,
-    max_digits: types.PositiveInt = 1,
+    min_digits: types.NonNegativeInt = 1,  # pylint: disable=E1101
+    max_digits: types.PositiveInt = 1,  # pylint: disable=E1101
 ) -> type[_SimpleRegexValidator]:
     """
     Return a regex-validated class which will ensure that
@@ -680,7 +724,7 @@ def identifier(
         pattern_str = rf"{id_group_str}{{{min_digits},{max_digits}}}"
 
     dict_ = _SimpleRegexValidator.__dict__.copy()
-    dict_["regex"] = re.compile(f"^{pattern_str}$")
+    dict_["pattern"] = re.compile(f"^{pattern_str}$")
 
     return type(
         type_name,
diff --git a/src/dve/metadata_parser/function_library.py b/src/dve/metadata_parser/function_library.py
index 0e0e5af..87d0dd4 100644
--- a/src/dve/metadata_parser/function_library.py
+++ b/src/dve/metadata_parser/function_library.py
@@ -31,7 +31,7 @@ def inner(value, *args, **kwargs):
 
 # demo function
 @_nullcheck
-@pydantic.validate_arguments
+@pydantic.validate_call
 def normalise(value, capitalize: bool = False):  # pragma: no cover
     """Normalises a string by capitalising it"""
     if capitalize:
@@ -48,7 +48,7 @@ def exclude_word(value, word: str):
 
 
 @_nullcheck
-@pydantic.validate_arguments
+@pydantic.validate_call
 def split(value, split_on: str, keep: int = 0):
     """Splits a string on a given delimiter and keeps only the value at the given index
     defaults to 0
diff --git a/src/dve/metadata_parser/function_wrapper.py b/src/dve/metadata_parser/function_wrapper.py
index eb69546..cea12c0 100644
--- a/src/dve/metadata_parser/function_wrapper.py
+++ b/src/dve/metadata_parser/function_wrapper.py
@@ -9,13 +9,14 @@
 from dve.metadata_parser import exc
 
 PydanticCompatible = Callable[
-    [Any, dict[str, Any], pydantic.fields.ModelField, pydantic.BaseConfig], Any
+    [Any, dict[str, Any], pydantic.fields.FieldInfo, pydantic.ConfigDict],  # pylint: disable=E1101
+    Any,
 ]
 """Function Compatable with pydantic
         Args:
             value (Any): Value to be validated
             values (dict[str, Any]): dict of previously validated fields
-            field (pydantic.fields.ModelField): field object containing field name and type
+            field (pydantic.fields.FieldInfo): field object containing field name and type
             config (pydantic.BaseConfig): the config that determines things like aliases
 
 """
@@ -24,21 +25,21 @@
 def error_handler(
     error_type: Union[type[Exception], type[Warning]],
     error_message: str,
-    field: pydantic.fields.ModelField,
+    field: pydantic.fields.FieldInfo,  # pylint: disable=E1101
 ):
     """Determines whether to raise an error or warning based on error_type
 
     Args:
         error_type (Union[type[Exception], type[Warning]]): type of error to raise
         error_message (str): message to apply
-        field (pydantic.fields.ModelField): field that caused the error to be raised
+        field (pydantic.fields.FieldInfo): field that caused the error to be raised
 
     Raises:
         error_type
 
     """
     if issubclass(error_type, exc.LocWarning):
-        warnings.warn(error_type(msg=error_message, loc=field.name))
+        warnings.warn(error_type(msg=error_message, loc=field.title))
     elif issubclass(error_type, Warning):
         warnings.warn(error_message, error_type)
     else:
@@ -90,15 +91,15 @@ def wrapper(
 
         Returns:
             Callable: wrapped function with call signature:
-            (value: Any, values: dict, field: ModelField, config: BaseConfig) -> Any
+            (value: Any, values: dict, field: FieldInfo, config: BaseConfig) -> Any
 
         """
 
         def inner(
             value: Any,
             values: dict[str, Any],
-            field: pydantic.fields.ModelField,  # pylint: disable=unused-argument
-            config: pydantic.BaseConfig,  # pylint: disable=unused-argument
+            field: pydantic.fields.FieldInfo,  # pylint: disable=unused-argument,E1101
+            config: pydantic.ConfigDict,  # pylint: disable=unused-argument
         ) -> Any:
             fields = [values.get(name) for name in field_names]
             result = None
@@ -120,7 +121,7 @@ def inner(
     return wrapper
 
 
-validator_args = pydantic.validator.__kwdefaults__.copy()
+validator_args = pydantic.field_validator.__kwdefaults__.copy()  # type: ignore
 
 
 def create_validator(
@@ -153,7 +154,6 @@ def create_validator(
                 always: bool = False
                 check_fields: bool = True
                 whole: bool = None
-                allow_reuse: bool = False
 
             function kwargs
 
@@ -176,26 +176,19 @@ def create_validator(
         **kwargs,
     )(function)
 
-    validator_kwargs.update(allow_reuse=True)
-    validator = pydantic.validator(field, **validator_kwargs)(wrapped)
+    validator = pydantic.field_validator(field, **validator_kwargs)(wrapped)
     return validator
 
 
-@pydantic.validate_arguments
+@pydantic.validate_call
 def _validator_kwargs(
-    pre: bool = False,
-    each_item: bool = False,
-    always: bool = False,
-    check_fields: bool = True,
-    whole: Optional[bool] = None,
-    allow_reuse: bool = False,
+    mode: str = "after",
+    check_fields: bool | None = True,
+    json_schema_input_type: Any = None,
     **kwargs,  # pylint: disable=unused-argument
 ):
     return {
-        "pre": pre,
-        "each_item": each_item,
-        "always": always,
+        "mode": mode,
         "check_fields": check_fields,
-        "whole": whole,
-        "allow_reuse": allow_reuse,
+        "json_schema_input_type": json_schema_input_type,
     }
diff --git a/src/dve/metadata_parser/model_generator.py b/src/dve/metadata_parser/model_generator.py
index 2706458..892fbe1 100644
--- a/src/dve/metadata_parser/model_generator.py
+++ b/src/dve/metadata_parser/model_generator.py
@@ -37,7 +37,7 @@
 """
 
 
-@pyd.validate_arguments
+@pyd.validate_call
 def constr(
     *,
     strip_whitespace: bool = False,
@@ -45,7 +45,6 @@ def constr(
     strict: bool = False,
     min_length: Optional[int] = None,
     max_length: Optional[int] = None,
-    curtail_length: Optional[int] = None,
     regex: Optional[str] = None,
 ):
     """Wrapper around constr to enable argument validation"""
@@ -55,16 +54,15 @@ def constr(
         strict=strict,
         min_length=min_length,  # type: ignore
         max_length=max_length,  # type: ignore
-        curtail_length=curtail_length,  # type: ignore
-        regex=regex,  # type: ignore
+        pattern=regex,  # type: ignore
     )
 
 
 STR_TO_PY_MAPPING: Mapping[str, FieldTypeOption] = {
     "constr": constr,
-    "conint": pyd.validate_arguments(pyd.conint),
-    "condate": pyd.validate_arguments(pyd.condate),
-    "condecimal": pyd.validate_arguments(pyd.condecimal),
+    "conint": pyd.validate_call(pyd.conint),
+    "condate": pyd.validate_call(pyd.condate),
+    "condecimal": pyd.validate_call(pyd.condecimal),
     "postcode": domain_types.postcode,
     "nhsnumber": domain_types.NHSNumber,
     "permissivenhsno": domain_types.permissive_nhs_number(),
@@ -89,7 +87,7 @@ def __init__(self, contract_contents: dict[str, Any], type_map: Optional[dict] =
     @abstractmethod
     def generate_models(
         self, additional_validators: Optional[dict] = None
-    ) -> dict[str, pyd.main.ModelMetaclass]:
+    ) -> dict[str, pyd.BaseModel]:
         """Generates models from the instance schema.
 
         Args:
@@ -112,7 +110,7 @@ def __init__(self, contract_contents: dict[str, Any], type_map: Optional[dict] =
 
     def generate_models(
         self, additional_validators: Optional[dict] = None
-    ) -> dict[str, pyd.main.ModelMetaclass]:
+    ) -> dict[str, pyd.BaseModel]:
         """Generates pydantic models from a loaded json file"""
         if additional_validators:
             warnings.warn("Ignoring additional validator functions")
diff --git a/src/dve/metadata_parser/models.py b/src/dve/metadata_parser/models.py
index 73e6b5c..fd8ed6f 100644
--- a/src/dve/metadata_parser/models.py
+++ b/src/dve/metadata_parser/models.py
@@ -5,11 +5,11 @@
 import warnings
 from collections import Counter
 from collections.abc import Mapping, MutableMapping
-from typing import Any, Optional, Union
+from typing import Annotated, Any, Optional, Union
 
 import pydantic as pyd
-from pydantic import BaseModel, Field, root_validator, validator
-from typing_extensions import Literal
+from pydantic import BaseModel, ConfigDict, Field, ValidationInfo, field_validator, model_validator
+from typing_extensions import Literal, get_origin
 
 from dve.metadata_parser import exc, function_library
 from dve.metadata_parser.function_wrapper import create_validator
@@ -27,7 +27,7 @@
 """An alias for a field."""
 EntityName = str
 """The name of an entity."""
-PydanticType = Union[type, pyd.main.ModelMetaclass]
+PydanticType = Union[type, pyd.BaseModel]
 """A pydantic-appropriate type."""
 ValidatorName = str
 """The name of a validator."""
@@ -63,24 +63,25 @@ class ValidationFunctionSpecification(BaseModel):  # type: ignore
     kwargs_: dict[str, Any] = Field(default_factory=dict, alias="kwargs")
     """Keyword arguments for the validation function."""
 
-    @validator("name", allow_reuse=True)
-    def validate_name(cls, value: str) -> str:
+    @field_validator("name")
+    def validate_name(cls, value: str, info: ValidationInfo) -> str:  # pylint: disable=W0613
         """Ensure that the name exists in the function library."""
         if not hasattr(function_library, value):
             raise ValueError(f"Function {value!r} not available in function library")
         return value
 
-    @validator("error_message", allow_reuse=True)
-    def validate_error_message(cls, value: str, values: dict[str, Any]) -> str:
+    @field_validator("error_message")
+    def validate_error_message(cls, value: str, info: ValidationInfo) -> str:
         """set a default error message if one is not available."""
         if value:
             return value
-        name: str = values["name"]
+        name: str = info.data["name"]
         return f"{name} failed"
 
     def get_field_validator(self, field_name: str, **extra_kwargs: Any) -> classmethod:
         """Get a validator a given field."""
         func = getattr(function_library, self.name)
+        _kwargs = self.kwargs_ | extra_kwargs
         return create_validator(
             func,
             field_name,
@@ -88,8 +89,7 @@ def get_field_validator(self, field_name: str, **extra_kwargs: Any) -> classmeth
             self.error_message,
             return_result=True,
             fields=self.fields,
-            **self.kwargs_,
-            **extra_kwargs,
+            **_kwargs,
         )
 
 
@@ -128,12 +128,15 @@ class FieldSpecification(BaseModel):
     functions: list[ValidationFunctionSpecification] = Field(default_factory=list)
     """Validation functions to be applied to the type."""
 
-    @root_validator(allow_reuse=True)
-    def ensure_one_type_spec_method(cls, values: dict[str, Any]) -> dict[str, Any]:
+    model_config = {"validate_assignment": True}
+
+    @model_validator(mode="after")  # type: ignore
+    @classmethod
+    def ensure_one_type_spec_method(cls, field_spec) -> dict[str, Any]:
         """Ensure that exactly one of 'type', 'model' and 'callable' was specified."""
-        has_type = bool(values.get("type_"))
-        has_model = bool(values.get("model"))
-        has_callable = bool(values.get("callable"))
+        has_type = bool(field_spec.type_)
+        has_model = bool(field_spec.model)
+        has_callable = bool(field_spec.callable)
         n_specified = sum((has_type, has_model, has_callable))
 
         failure_messages = [
@@ -156,21 +159,21 @@ def ensure_one_type_spec_method(cls, values: dict[str, Any]) -> dict[str, Any]:
                 failure_messages.append(f"Got {supplied}")
             raise ValueError(" ".join(failure_messages))
 
-        if not has_callable and values.get("constraints"):
+        if not has_callable and field_spec.constraints:
             warnings.warn(
                 "'constraints' only used when field specification uses 'callable'",
                 category=UnusedConstraints,
             )
 
-        return values
+        return field_spec
 
-    @validator("default", allow_reuse=True)
-    def validate_default(cls, value: Any, values: dict[str, Any]) -> Any:
+    @field_validator("default")
+    def validate_default(cls, value: Any, info: ValidationInfo) -> Any:
         """Validate that 'default' is aligned with 'is_array'."""
         if value is None:
             return value
 
-        is_array = bool(values.get("is_array"))
+        is_array = bool(info.data.get("is_array"))
         if is_array:
             if not isinstance(value, list):
                 warnings.warn(
@@ -212,7 +215,7 @@ def get_type_and_validators(
         self,
         field_name: str,
         *type_mappings: Mapping[TypeName, FieldTypeOption],
-        schemas: Optional[dict[EntityName, pyd.main.ModelMetaclass]] = None,
+        schemas: Optional[dict[EntityName, pyd.BaseModel]] = None,
         is_mandatory: bool = False,
     ) -> tuple[PydanticType, Default, Validators]:
         """Get the type, default value, and validators for the specification."""
@@ -223,12 +226,14 @@ def get_type_and_validators(
             possible_python_type = chain_get(self.type_, *type_mappings, pyd, dt, __builtins__)
             if isinstance(possible_python_type, type):
                 python_type = possible_python_type
+            elif get_origin(possible_python_type) is Annotated:
+                python_type = possible_python_type  # type: ignore
             elif hasattr(possible_python_type, "get_type_and_validators"):
                 possible_python_type: "FieldSpecification"  # type: ignore
                 nested_vals = possible_python_type.get_type_and_validators(  # type: ignore
                     field_name, *type_mappings, schemas=schemas, is_mandatory=False
                 )
-                python_type, nested_default, nested_validators = nested_vals
+                python_type, nested_default, nested_validators = nested_vals  # type: ignore
 
                 if nested_validators and self.is_array:
                     # Need to work out how to hook into the validators and update
@@ -248,7 +253,7 @@ def get_type_and_validators(
             if not schemas:
                 raise ValueError("Type should be model, but `schemas` not passed")
             try:
-                python_type = schemas[self.model]
+                python_type = schemas[self.model]  # type: ignore
             except KeyError as err:
                 raise ValueError(
                     f"Type should be model {self.model!r} but this is not in `schemas`"
@@ -257,20 +262,25 @@ def get_type_and_validators(
             python_type_callable = chain_get(self.callable, *type_mappings, pyd, dt, __builtins__)
             if not callable(python_type_callable):
                 raise ValueError("Fetched callable is not callable")
-            python_type = python_type_callable(**self.constraints)
+            python_type = python_type_callable(**self.constraints)  # pylint: disable=E1134
         else:
             raise ValueError("No field type set")
 
         default = default or (... if is_mandatory else None)
+
         if self.is_array:
             python_type = list[python_type]  # type: ignore
+
+        if not is_mandatory:
+            python_type = Optional[python_type]  # type: ignore
+
         return python_type, default, validators
 
 
 class EntitySpecification(BaseModel):
     """Configuration options for an entity."""
 
-    fields: dict[FieldName, FieldSpecification]
+    fields: Annotated[dict[FieldName, FieldSpecification], Field(validate_default=True)]
     """
     A mapping of field names to their Python types. These will either be
     strings representing Python types (if there are no argumements to the type),
@@ -282,9 +292,11 @@ class EntitySpecification(BaseModel):
     mandatory_fields: list[FieldName] = Field(default_factory=list)
     """An array of field names which should be considered mandatory."""
 
-    @validator("fields", pre=True, allow_reuse=True)
+    @field_validator("fields", mode="before")
     def validate_fields(
-        cls, value: dict[FieldName, Union[TypeName, FieldSpecification]]
+        cls,
+        value: dict[FieldName, Union[TypeName, FieldSpecification]],
+        info: ValidationInfo,  # pylint: disable=W0613
     ) -> dict[FieldName, FieldSpecification]:
         """Convert bare string fields to field specifications."""
         for key in value:
@@ -294,9 +306,9 @@ def validate_fields(
 
         return value  # type: ignore
 
-    @validator("aliases", allow_reuse=True)
+    @field_validator("aliases")
     def validate_aliases(
-        cls, value: dict[FieldName, FieldAlias], values: dict[str, Any]
+        cls, value: dict[FieldName, FieldAlias], info: ValidationInfo
     ) -> dict[FieldName, FieldAlias]:
         """Ensure that 'aliases' is aligned with 'fields'."""
         # Check that aliases are not given more than once
@@ -316,7 +328,7 @@ def validate_aliases(
                 + f"more than once: {multiple_occurrences}"
             )
         # And warn when unnecessary aliases were given.
-        field_names: set[FieldName] = set(values["fields"].keys())
+        field_names: set[FieldName] = set(info.data["fields"].keys())
         missing_fields = set(value.keys()) - field_names
         if missing_fields:
             warnings.warn(
@@ -327,15 +339,15 @@ def validate_aliases(
 
         return value
 
-    @validator("mandatory_fields", allow_reuse=True)
+    @field_validator("mandatory_fields")
     def validate_mandatory_fields(
-        cls, value: list[FieldName], values: dict[str, Any]
+        cls, value: list[FieldName], info: ValidationInfo
     ) -> list[FieldName]:
         """Ensure that 'mandatory_fields' is aligned with 'fields'."""
         if not value:
             return value
 
-        field_names: set[FieldName] = set(values["fields"].keys())
+        field_names: set[FieldName] = set(info.data["fields"].keys())
         missing_fields = set(value) - field_names
         if missing_fields:
             raise ValueError(
@@ -349,8 +361,8 @@ def as_model(
         self,
         model_name: str,
         *type_mappings: Mapping[TypeName, FieldTypeOption],
-        schemas: Optional[dict[EntityName, pyd.main.ModelMetaclass]] = None,
-    ) -> pyd.main.ModelMetaclass:
+        schemas: Optional[dict[EntityName, pyd.BaseModel]] = None,
+    ) -> pyd.BaseModel:
         """Get the pydantic model from an entity definition."""
         validators = {}
         pyd_fields = {}
@@ -360,23 +372,17 @@ def as_model(
                 field_name,
                 *type_mappings,
                 schemas=schemas,
-                is_mandatory=field_name in self.mandatory_fields,
+                is_mandatory=field_name in self.mandatory_fields,  # pylint: disable=E1135
             )
             pyd_fields[field_name] = (python_type, default)
             validators.update(field_validators)
 
-        class Config(pyd.BaseConfig):
-            """Model configuration."""
-
-            fields = self.aliases  # type: ignore
-            anystr_strip_whitespace = True
-            allow_population_by_field_name = True
-            extra = pyd.Extra.ignore
-
         return pyd.create_model(  # type: ignore
             model_name,
             **pyd_fields,
-            __config__=Config,  # type: ignore
+            __config__=ConfigDict(
+                str_strip_whitespace=True, populate_by_name=True, extra="ignore"
+            ),  # type: ignore
             __validators__=validators,
         )
 
@@ -395,10 +401,10 @@ class DatasetSpecification(BaseModel):
     def load_models(
         self,
         *type_mappings: Mapping[TypeName, FieldTypeOption],
-    ) -> dict[EntityName, pyd.main.ModelMetaclass]:
+    ) -> dict[EntityName, pyd.BaseModel]:
         """Load the models from the dataset definition."""
-        loaded_schemas: dict[EntityName, pyd.main.ModelMetaclass] = {}
-        for model_name, specification in self.schemas.items():
+        loaded_schemas: dict[EntityName, pyd.BaseModel] = {}
+        for model_name, specification in self.schemas.items():  # pylint: disable=E1101
             loaded_schemas[model_name] = specification.as_model(
                 model_name, self.types, *type_mappings, schemas=loaded_schemas
             )
diff --git a/src/dve/parser/file_handling/helpers.py b/src/dve/parser/file_handling/helpers.py
index 9079e53..7ff9046 100644
--- a/src/dve/parser/file_handling/helpers.py
+++ b/src/dve/parser/file_handling/helpers.py
@@ -12,13 +12,13 @@ class NonClosingTextIOWrapper(TextIOWrapper):
 
     """
 
-    def __exit__(self, *_):  # pragma: no cover
+    def __exit__(self, *_):  # pragma: no cover  # pylint: disable=R1711
         """Exits the context and detaches"""
         try:
             self.detach()
         except ValueError:
             # Assume all ValuesErrors are safe to absorb.
-            return
+            return  # pylint: disable=R1711
 
 
 def parse_uri(uri: URI) -> tuple[Scheme, Hostname, URIPath]:
diff --git a/src/dve/parser/file_handling/implementations/file.py b/src/dve/parser/file_handling/implementations/file.py
index 76d8b58..9fb29db 100644
--- a/src/dve/parser/file_handling/implementations/file.py
+++ b/src/dve/parser/file_handling/implementations/file.py
@@ -2,7 +2,7 @@
 
 import platform
 import shutil
-from collections.abc import Callable, Iterator
+from collections.abc import Iterator
 from pathlib import Path
 from typing import IO, Any, NoReturn, Optional
 from urllib.parse import unquote
@@ -12,7 +12,7 @@
 from dve.parser.exceptions import FileAccessError
 from dve.parser.file_handling.helpers import parse_uri
 from dve.parser.file_handling.implementations.base import BaseFilesystemImplementation
-from dve.parser.type_hints import URI, NodeType, PathStr, Scheme
+from dve.parser.type_hints import URI, NodeType, Scheme
 
 FILE_URI_SCHEMES: set[Scheme] = {"file"}
 """A set of all allowed file URI schemes."""
@@ -179,9 +179,9 @@ def _transfer_resource(
                 parent.mkdir(exist_ok=True)
 
         if action == "copy":
-            func: Callable[[PathStr, PathStr], None] = shutil.copy
+            func = shutil.copy  # type: ignore
         elif action == "move":
-            func = shutil.move
+            func = shutil.move  # type: ignore
         else:  # pragma: no cover
             raise ValueError(f"Unsupported action {action!r}, expected one of: 'copy', 'move'")
         try:
diff --git a/src/dve/pipeline/pipeline.py b/src/dve/pipeline/pipeline.py
index fae60b6..8c32021 100644
--- a/src/dve/pipeline/pipeline.py
+++ b/src/dve/pipeline/pipeline.py
@@ -13,7 +13,7 @@
 from uuid import uuid4
 
 import polars as pl
-from pydantic import validate_arguments
+from pydantic import validate_call
 
 import dve.reporting.excel_report as er
 from dve.common.error_utils import (
@@ -108,7 +108,7 @@ def data_contract(self) -> BaseDataContract:
     @property
     def step_implementations(self) -> Optional[BaseStepImplementations[EntityType]]:
         """The step implementations to apply the business rules to a given dataset"""
-        return self._step_implementations
+        return self._step_implementations  # type: ignore
 
     @property
     def backend_reader_kwargs(self) -> dict[str, Any] | None:
@@ -139,7 +139,7 @@ def get_submission_status(
             return SubmissionStatus()
         return submission_status
 
-    @validate_arguments
+    @validate_call
     def _move_submission_to_working_location(
         self,
         submission_id: str,
@@ -824,7 +824,7 @@ def error_report(
 
         summary_dict = {
             key.replace("_", " ").title(): value
-            for key, value in submission_info.dict().items()
+            for key, value in submission_info.model_dump().items()
             if value is not None and not key.endswith("_updated")
         }
         summary_items = er.SummaryItems(
diff --git a/src/dve/pipeline/utils.py b/src/dve/pipeline/utils.py
index eebaa90..4fe114e 100644
--- a/src/dve/pipeline/utils.py
+++ b/src/dve/pipeline/utils.py
@@ -5,7 +5,7 @@
 from threading import Lock
 from typing import Any, Optional
 
-from pydantic.main import ModelMetaclass
+from pydantic import BaseModel
 from pyspark.sql import SparkSession
 
 import dve.core_engine.backends.implementations.duckdb  # pylint: disable=unused-import
@@ -18,7 +18,7 @@
 from dve.metadata_parser.model_generator import JSONtoPyd
 
 Dataset = dict[SchemaName, _ModelConfig]
-_configs: dict[str, tuple[dict[str, ModelMetaclass], V1EngineConfig, Dataset]] = {}
+_configs: dict[str, tuple[dict[str, BaseModel], V1EngineConfig, Dataset]] = {}
 locks = Lock()
 
 logger = get_logger(__name__)
@@ -27,7 +27,7 @@
 def load_config(
     dataset_id: str,
     file_uri: URI,
-) -> tuple[dict[SchemaName, ModelMetaclass], V1EngineConfig, dict[SchemaName, _ModelConfig]]:
+) -> tuple[dict[SchemaName, BaseModel], V1EngineConfig, dict[SchemaName, _ModelConfig]]:
     """Loads the configuration for a given dataset"""
     if dataset_id in _configs:
         return _configs[dataset_id]
diff --git a/tests/features/patches.py b/tests/features/patches.py
index 6db6a8c..c31aef4 100644
--- a/tests/features/patches.py
+++ b/tests/features/patches.py
@@ -89,7 +89,7 @@ def get_spark_session() -> SparkSession:
     os.environ["PYSPARK_SUBMIT_ARGS"] = " ".join(
         [
             "--packages",
-            "com.databricks:spark-xml_2.12:0.16.0,io.delta:delta-core_2.12:2.4.0",
+            "com.databricks:spark-xml_2.12:0.16.0,io.delta:delta-spark_2.12:3.2.0",
             "pyspark-shell",
         ]
     )
diff --git a/tests/features/steps/steps_post_pipeline.py b/tests/features/steps/steps_post_pipeline.py
index be679ba..906445e 100644
--- a/tests/features/steps/steps_post_pipeline.py
+++ b/tests/features/steps/steps_post_pipeline.py
@@ -108,7 +108,7 @@ def check_stats_record(context):
         record: Dict[str, str] = row.as_dict()
         expected[record["parameter"]] = int(record["value"])
     stats = (
-        get_pipeline(context)._audit_tables.get_submission_statistics(sub_info.submission_id).dict()
+        get_pipeline(context)._audit_tables.get_submission_statistics(sub_info.submission_id).model_dump()
     )
     assert all([val == stats.get(fld) for fld, val in expected.items()])
 
diff --git a/tests/fixtures.py b/tests/fixtures.py
index 457cf42..fa79eec 100644
--- a/tests/fixtures.py
+++ b/tests/fixtures.py
@@ -12,9 +12,6 @@
 from moto import mock_s3  # type: ignore
 from pyspark.sql import SparkSession
 
-from dve.core_engine.backends.implementations.duckdb.duckdb_helpers import (
-    PYTHON_TYPE_TO_DUCKDB_TYPE,
-)
 from dve.parser.file_handling.implementations import DBFSFilesystemImplementation
 from dve.parser.file_handling.service import (
     add_implementation,
diff --git a/tests/test_core_engine/test_backends/test_implementations/test_duckdb/test_audit_ddb.py b/tests/test_core_engine/test_backends/test_implementations/test_duckdb/test_audit_ddb.py
index 5daa471..3898ad5 100644
--- a/tests/test_core_engine/test_backends/test_implementations/test_duckdb/test_audit_ddb.py
+++ b/tests/test_core_engine/test_backends/test_implementations/test_duckdb/test_audit_ddb.py
@@ -344,11 +344,11 @@ def test_get_error_report_submissions(ddb_audit_manager_threaded: DDBAuditingMan
     expected = [
         SubmissionInfo(
             submission_id=sub_1.submission_id,
-            **{fld: val for fld, val in sub_1.dict().items() if fld != "submission_id"},
+            **{fld: val for fld, val in sub_1.model_dump().items() if fld != "submission_id"},
         ),
         SubmissionInfo(
             submission_id=sub_3.submission_id,
-            **{fld: val for fld, val in sub_3.dict().items() if fld != "submission_id"},
+            **{fld: val for fld, val in sub_3.model_dump().items() if fld != "submission_id"},
         ),
     ]
     assert len(processed) == 2
diff --git a/tests/test_core_engine/test_backends/test_implementations/test_duckdb/test_data_contract.py b/tests/test_core_engine/test_backends/test_implementations/test_duckdb/test_data_contract.py
index 74edce9..2019a66 100644
--- a/tests/test_core_engine/test_backends/test_implementations/test_duckdb/test_data_contract.py
+++ b/tests/test_core_engine/test_backends/test_implementations/test_duckdb/test_data_contract.py
@@ -96,8 +96,8 @@ def test_duckdb_data_contract_csv(temp_csv_file):
     entities, feedback_errors_uri, stage_successful = data_contract.apply_data_contract(get_parent(uri.as_posix()), entities, entity_locations, dc_meta)
     rel: DuckDBPyRelation = entities.get("test_ds")
     expected_schema = {
-        fld.name: str(get_duckdb_type_from_annotation(fld.annotation))
-        for fld in mdl.__fields__.values()
+        name: str(get_duckdb_type_from_annotation(fld.annotation))
+        for name, fld in mdl.model_fields.items()
     }
     expected_schema[RECORD_INDEX_COLUMN_NAME] = get_duckdb_type_from_annotation(int)
     assert dict(zip(rel.columns, rel.dtypes)) == expected_schema
@@ -196,13 +196,13 @@ def test_duckdb_data_contract_xml(temp_xml_file):
     entities, feedback_errors_uri, stage_successful = data_contract.apply_data_contract(get_parent(uri.as_posix()), entities, entity_locations, dc_meta)
     header_rel: DuckDBPyRelation = entities.get("test_header")
     header_expected_schema: Dict[str, DuckDBPyType] = {
-        fld.name: get_duckdb_type_from_annotation(fld.type_)
-        for fld in header_model.__fields__.values()
+        name: get_duckdb_type_from_annotation(fld.annotation)
+        for name, fld in header_model.model_fields.items()
     }
     header_expected_schema[RECORD_INDEX_COLUMN_NAME] = get_duckdb_type_from_annotation(int)
     class_data_expected_schema: Dict[str, DuckDBPyType] = {
-        fld.name: get_duckdb_type_from_annotation(fld.type_)
-        for fld in class_model.__fields__.values()
+        name: get_duckdb_type_from_annotation(fld.annotation)
+        for name, fld in class_model.model_fields.items()
     }
     class_data_expected_schema[RECORD_INDEX_COLUMN_NAME] = get_duckdb_type_from_annotation(int)
     class_data_rel: DuckDBPyRelation = entities.get("test_class_info")
diff --git a/tests/test_core_engine/test_backends/test_implementations/test_duckdb/test_duckdb_helpers.py b/tests/test_core_engine/test_backends/test_implementations/test_duckdb/test_duckdb_helpers.py
index 19e96e2..87e668f 100644
--- a/tests/test_core_engine/test_backends/test_implementations/test_duckdb/test_duckdb_helpers.py
+++ b/tests/test_core_engine/test_backends/test_implementations/test_duckdb/test_duckdb_helpers.py
@@ -168,9 +168,9 @@ def test_get_duckdb_cast_statement_from_annotation(field_name, field_type, cast_
 def test_use_cast_statements(casting_test_table):
     _, conn = casting_test_table
     test_rel = conn.sql("SELECT * from test_casting")
-    casting_statements = [ f"{get_duckdb_cast_statement_from_annotation(fld.name, fld.annotation)} as {fld.name}" for fld in CastingRecord.__fields__.values()]
+    casting_statements = [ f"{get_duckdb_cast_statement_from_annotation(name, fld.annotation)} as {name}" for name, fld in CastingRecord.model_fields.items()]
     test_rel = test_rel.project(",".join(casting_statements))
-    assert dict(zip(test_rel.columns, test_rel.dtypes)) == {fld.name: get_duckdb_type_from_annotation(fld.annotation) for fld in CastingRecord.__fields__.values()}
+    assert dict(zip(test_rel.columns, test_rel.dtypes)) == {name: get_duckdb_type_from_annotation(fld.annotation) for name, fld in CastingRecord.model_fields.items()}
     dodgy_date_rec = test_rel.pl()[1].to_dicts()[0]
     assert (not dodgy_date_rec.get("date_test") and 
             not dodgy_date_rec.get("basic_model",{}).get("date_field")
diff --git a/tests/test_core_engine/test_backends/test_implementations/test_duckdb/test_rules.py b/tests/test_core_engine/test_backends/test_implementations/test_duckdb/test_rules.py
index 5d3d3a8..35007a9 100644
--- a/tests/test_core_engine/test_backends/test_implementations/test_duckdb/test_rules.py
+++ b/tests/test_core_engine/test_backends/test_implementations/test_duckdb/test_rules.py
@@ -69,7 +69,7 @@ def test_column_addition(planets_rel: DuckDBPyRelation):
     rule = ColumnAddition(
         entity_name="planets",
         column_name="literal_one",
-        expression=1,
+        expression="1",
         new_entity_name="added",
     )
     _, success = DUCKDB_STEP_BACKEND.evaluate(entities, config=rule)
@@ -87,7 +87,7 @@ def test_column_addition_missing_entity():
     rule = ColumnAddition(
         entity_name="planets",
         column_name="literal_one",
-        expression=1,
+        expression="1",
         new_entity_name="added",
     )
     messages, success = DUCKDB_STEP_BACKEND.evaluate(entities, config=rule)
diff --git a/tests/test_core_engine/test_backends/test_implementations/test_spark/test_audit_spark.py b/tests/test_core_engine/test_backends/test_implementations/test_spark/test_audit_spark.py
index 4b328df..7da7f48 100644
--- a/tests/test_core_engine/test_backends/test_implementations/test_spark/test_audit_spark.py
+++ b/tests/test_core_engine/test_backends/test_implementations/test_spark/test_audit_spark.py
@@ -359,11 +359,11 @@ def test_get_error_report_submissions(spark_audit_manager: SparkAuditingManager)
     expected = [
         SubmissionInfo(
             submission_id=sub_1.submission_id,
-            **{fld: val for fld, val in sub_1.dict().items() if fld != "submission_id"},
+            **{fld: val for fld, val in sub_1.model_dump().items() if fld != "submission_id"},
         ),
         SubmissionInfo(
             submission_id=sub_3.submission_id,
-            **{fld: val for fld, val in sub_3.dict().items() if fld != "submission_id"},
+            **{fld: val for fld, val in sub_3.model_dump().items() if fld != "submission_id"},
         ),
     ]
     assert len(processed) == 2
diff --git a/tests/test_core_engine/test_backends/test_implementations/test_spark/test_rules.py b/tests/test_core_engine/test_backends/test_implementations/test_spark/test_rules.py
index e0cbf90..673e611 100644
--- a/tests/test_core_engine/test_backends/test_implementations/test_spark/test_rules.py
+++ b/tests/test_core_engine/test_backends/test_implementations/test_spark/test_rules.py
@@ -59,7 +59,7 @@ def test_column_addition(planets_df: DataFrame):
     rule = ColumnAddition(
         entity_name="planets",
         column_name="literal_one",
-        expression=1,
+        expression="1",
         new_entity_name="added",
     )
     _, success = SPARK_STEP_BACKEND.evaluate(entities, config=rule)
@@ -77,7 +77,7 @@ def test_column_addition_missing_entity():
     rule = ColumnAddition(
         entity_name="planets",
         column_name="literal_one",
-        expression=1,
+        expression="1",
         new_entity_name="added",
     )
     messages, success = SPARK_STEP_BACKEND.evaluate(entities, config=rule)
diff --git a/tests/test_core_engine/test_backends/test_implementations/test_spark/test_spark_helpers.py b/tests/test_core_engine/test_backends/test_implementations/test_spark/test_spark_helpers.py
index 7502673..2a336cb 100644
--- a/tests/test_core_engine/test_backends/test_implementations/test_spark/test_spark_helpers.py
+++ b/tests/test_core_engine/test_backends/test_implementations/test_spark/test_spark_helpers.py
@@ -256,9 +256,9 @@ def test_get_spark_cast_statement_from_annotation(field_name, field_type, expres
 
 
 def test_use_cast_statements(spark, casting_dataframe):
-    casting_statements = [ get_spark_cast_statement_from_annotation(fld.name, fld.annotation).alias(fld.name) for fld in CastingRecord.__fields__.values()]
+    casting_statements = [ get_spark_cast_statement_from_annotation(name, fld.annotation).alias(name) for name, fld in CastingRecord.model_fields.items()]
     cast_df = casting_dataframe.select(*casting_statements)
-    assert {fld.name: fld.dataType for fld in cast_df.schema} == {fld.name: get_type_from_annotation(fld.annotation) for fld in CastingRecord.__fields__.values()}
+    assert {fld.name: fld.dataType for fld in cast_df.schema} == {name: get_type_from_annotation(fld.annotation) for name, fld in CastingRecord.model_fields.items()}
     dodgy_date_rec = [rw.asDict(True) for rw in cast_df.collect()][1]
     assert (not dodgy_date_rec.get("date_test") and 
              not dodgy_date_rec.get("basic_model",{}).get("date_field")
diff --git a/tests/test_core_engine/test_backends/test_readers/test_csv.py b/tests/test_core_engine/test_backends/test_readers/test_csv.py
index 0737ad2..c7b2d6a 100644
--- a/tests/test_core_engine/test_backends/test_readers/test_csv.py
+++ b/tests/test_core_engine/test_backends/test_readers/test_csv.py
@@ -140,7 +140,7 @@ def test_csv_file_get_subset(
         parsed = {row["planet"]: row for row in results}
 
         # Keep only keys in the subset from the source
-        subset_keys = set(PlanetsSubset.__fields__.keys())
+        subset_keys = set(PlanetsSubset.model_fields.keys())
         for data in planet_data.values():
             to_pop = set(data.keys()) - subset_keys - {RECORD_INDEX_COLUMN_NAME}
             for key in to_pop:
@@ -162,7 +162,7 @@ def test_csv_file_get_subset_add_missing(
         parsed = {row["planet"]: row for row in results}
 
         # Keep only keys in the subset from the source
-        subset_keys = set(PlanetsSubset.__fields__.keys())
+        subset_keys = set(PlanetsSubset.model_fields.keys())
         for data in planet_data.values():
             to_pop = set(data.keys()) - subset_keys - {RECORD_INDEX_COLUMN_NAME}
             for key in to_pop:
diff --git a/tests/test_core_engine/test_backends/test_readers/test_ddb_csv.py b/tests/test_core_engine/test_backends/test_readers/test_ddb_csv.py
index 78974eb..96bc5f7 100644
--- a/tests/test_core_engine/test_backends/test_readers/test_ddb_csv.py
+++ b/tests/test_core_engine/test_backends/test_readers/test_ddb_csv.py
@@ -88,8 +88,8 @@ def test_ddb_csv_reader_cast(temp_csv_file):
     reader = DuckDBCSVReader(header=True, delim=",", connection=duckdb.connect())
     rel: DuckDBPyRelation = reader.read_to_entity_type(DuckDBPyRelation, str(uri), "test", mdl)
     expected_dtypes = {**{
-        fld.name: str(get_duckdb_type_from_annotation(fld.annotation))
-        for fld in mdl.__fields__.values()
+        name: str(get_duckdb_type_from_annotation(fld.annotation))
+        for name, fld in mdl.model_fields.items()
     }, RECORD_INDEX_COLUMN_NAME: get_duckdb_type_from_annotation(int)}
     expected_data = [(*rw, idx) for idx, rw in enumerate(data, start=1)]
     assert rel.columns == header.split(",") + [RECORD_INDEX_COLUMN_NAME]
diff --git a/tests/test_core_engine/test_backends/test_readers/test_ddb_json.py b/tests/test_core_engine/test_backends/test_readers/test_ddb_json.py
index 87a90e8..ae8e4ad 100644
--- a/tests/test_core_engine/test_backends/test_readers/test_ddb_json.py
+++ b/tests/test_core_engine/test_backends/test_readers/test_ddb_json.py
@@ -56,7 +56,7 @@ class SimpleModel(BaseModel):
 
 def test_ddb_json_reader_all_str(temp_json_file):
     uri, data, mdl = temp_json_file
-    expected_fields = [fld for fld in mdl.__fields__]
+    expected_fields = [fld for fld in mdl.model_fields]
     reader = DuckDBJSONReader()
     rel: DuckDBPyRelation = reader.read_to_entity_type(
         DuckDBPyRelation, uri.as_posix(), "test", stringify_model(mdl)
@@ -68,14 +68,14 @@ def test_ddb_json_reader_all_str(temp_json_file):
 
 def test_ddb_json_reader_cast(temp_json_file):
     uri, data, mdl = temp_json_file
-    expected_fields = [fld for fld in mdl.__fields__]
+    expected_fields = [fld for fld in mdl.model_fields]
     reader = DuckDBJSONReader()
     rel: DuckDBPyRelation = reader.read_to_entity_type(DuckDBPyRelation, uri.as_posix(), "test", mdl)
     
     assert rel.columns == expected_fields + [RECORD_INDEX_COLUMN_NAME]
     assert dict(zip(rel.columns, rel.dtypes)) == {**{
-        fld.name: str(get_duckdb_type_from_annotation(fld.annotation))
-        for fld in mdl.__fields__.values()
+        name: str(get_duckdb_type_from_annotation(fld.annotation))
+        for name, fld in mdl.model_fields.items()
     }, RECORD_INDEX_COLUMN_NAME: "BIGINT"}
     assert rel.fetchall() == [(*rw.values(), idx) for idx, rw in enumerate(data, start = 1)]
 
diff --git a/tests/test_core_engine/test_backends/test_readers/test_spark_json.py b/tests/test_core_engine/test_backends/test_readers/test_spark_json.py
index 24674ca..46d4729 100644
--- a/tests/test_core_engine/test_backends/test_readers/test_spark_json.py
+++ b/tests/test_core_engine/test_backends/test_readers/test_spark_json.py
@@ -55,7 +55,7 @@ class SimpleModel(BaseModel):
 
 def test_spark_json_reader_all_str(temp_json_file):
     uri, data, mdl = temp_json_file
-    expected_fields = [fld for fld in mdl.__fields__] + [RECORD_INDEX_COLUMN_NAME]
+    expected_fields = [fld for fld in mdl.model_fields] + [RECORD_INDEX_COLUMN_NAME]
     reader = SparkJSONReader()
     df: DataFrame = reader.read_to_entity_type(
         DataFrame, uri.as_posix(), "test", stringify_model(mdl)
@@ -66,13 +66,13 @@ def test_spark_json_reader_all_str(temp_json_file):
 
 def test_spark_json_reader_cast(temp_json_file):
     uri, data, mdl = temp_json_file
-    expected_fields = [fld for fld in mdl.__fields__] + [RECORD_INDEX_COLUMN_NAME]
+    expected_fields = [fld for fld in mdl.model_fields] + [RECORD_INDEX_COLUMN_NAME]
     reader = SparkJSONReader()
     df: DataFrame = reader.read_to_entity_type(DataFrame, uri.as_posix(), "test", mdl)
     
     assert df.columns == expected_fields
-    assert df.schema == StructType([StructField(fld.name, get_type_from_annotation(fld.annotation)) 
-                                    for fld in mdl.__fields__.values()] + [StructField(RECORD_INDEX_COLUMN_NAME, get_type_from_annotation(int))])
+    assert df.schema == StructType([StructField(name, get_type_from_annotation(fld.annotation)) 
+                                    for name, fld in mdl.model_fields.items()] + [StructField(RECORD_INDEX_COLUMN_NAME, get_type_from_annotation(int))])
     assert [rw.asDict() for rw in df.collect()] == [{**rw, RECORD_INDEX_COLUMN_NAME: idx} for idx, rw in enumerate(data, start=1)]
 
 
diff --git a/tests/test_core_engine/test_backends/test_utilities.py b/tests/test_core_engine/test_backends/test_utilities.py
new file mode 100644
index 0000000..839d9b7
--- /dev/null
+++ b/tests/test_core_engine/test_backends/test_utilities.py
@@ -0,0 +1,55 @@
+from datetime import date
+from typing import Any
+
+import pytest
+from pydantic import BaseModel
+
+from dve.core_engine.backends.utilities import is_field_complex
+
+
+class AnotherTestModel(BaseModel):
+    test_field: str
+
+
+class TestModel(BaseModel):
+    simple_str: str
+    simple_int: int
+    simple_bool: bool
+    simple_list: list[str]
+    simple_dict: dict[str, Any]
+    simple_set: set[str]
+    simple_tuple: tuple[int, str]
+    another_model: AnotherTestModel
+    date_example: date
+
+
+TEST_MODEL = TestModel(
+    simple_str="abc",
+    simple_int=123,
+    simple_bool=True,
+    simple_list=["apple", "banana", "orange",],
+    simple_dict={"key1": "abc"},
+    simple_set={"a", "b", "c"},
+    simple_tuple=(1, "wow"),
+    another_model=AnotherTestModel(test_field="lemon"),
+    date_example=date(2026,1,1)
+)
+
+
+@pytest.mark.parametrize(
+    "field_name, expected",
+    [
+        ("simple_str", False),
+        ("simple_int", False),
+        ("simple_bool", False),
+        ("simple_list", True),
+        ("simple_dict", True),
+        ("simple_set", True),
+        ("simple_tuple", True),
+        ("another_model", True),
+    ]
+)
+def test_is_field_complex(field_name: str, expected: bool):
+    _field = TEST_MODEL.model_fields[field_name]
+    _res = is_field_complex(_field)
+    assert _res == expected, f"Expected {expected}. Got {_res}."
diff --git a/tests/test_core_engine/test_message.py b/tests/test_core_engine/test_message.py
index ccb6736..9a4f8ac 100644
--- a/tests/test_core_engine/test_message.py
+++ b/tests/test_core_engine/test_message.py
@@ -4,8 +4,9 @@
 import json
 from string import ascii_letters
 from typing import Dict, List, Optional
+from typing_extensions import Annotated
 
-from pydantic import BaseModel, ValidationError
+from pydantic import BaseModel, Field, ValidationError
 import pytest
 
 from dve.core_engine.message import DEFAULT_ERROR_DETAIL, DataContractErrorDetail, FeedbackMessage
@@ -140,7 +141,7 @@ def test_from_pydantic_error():
     
     class TestModel(BaseModel):
         idx: int
-        other_field: str
+        other_field: Annotated[str, Field(coerce_numbers_to_str=True)]
         
     _bad_value_data = {"idx": "ABC", "other_field": 123}
     _blank_value_data = {"other_field": "hi"}
@@ -178,9 +179,9 @@ def test_from_pydantic_error_custom_error_details():
     class TestModel(BaseModel):
         idx: int
         str_field: str
-        date_field: Optional[date]
-        unimportant_field: Optional[int]
-        
+        date_field: Annotated[date, Field(default=None)]
+        unimportant_field: Annotated[int, Field(default=None)]
+
     custom_error_details: str = """
     {"idx": {"Blank": {"error_code": "IDBLANKERRCODE",
                       "error_message": "idx is a mandatory field"},
@@ -239,7 +240,7 @@ def test_from_pydantic_error_custom_codes_nested():
     
     class LowestModel(BaseModel):
         nested_field_3: str
-        test_date: Optional[date]
+        test_date: Annotated[date, Field(default=None)]
     class SubTestModel(BaseModel):
         nested_field_1: int
         nested_field_2: List[LowestModel]
diff --git a/tests/test_core_engine/test_models.py b/tests/test_core_engine/test_models.py
index e187de1..d1a55c4 100644
--- a/tests/test_core_engine/test_models.py
+++ b/tests/test_core_engine/test_models.py
@@ -1,10 +1,11 @@
 """Unit tests for core engine models."""
+from datetime import date, datetime
 from typing import Any, Dict, Tuple
 from uuid import uuid4
 
 import pytest
 
-from dve.core_engine.models import SubmissionInfo
+from dve.core_engine.models import AuditRecord, SubmissionInfo
 
 CONSTANT_SUBMISSION_ID = uuid4().hex
 
@@ -116,7 +117,7 @@ def test_submission_info(  # pylint: disable=missing-function-docstring
         actual = SubmissionInfo(**testcase["submitted"])
         expected = testcase["expected"]
 
-        assert {k: v for k, v in actual.dict().items() if k not in ignore} == expected
+        assert {k: v for k, v in actual.model_dump().items() if k not in ignore} == expected
         assert actual.file_name_with_ext == f"{expected['file_name']}.{expected['file_extension']}"
 
 
@@ -128,3 +129,23 @@ def test_submission_info_eq():  # pylint: disable=missing-function-docstring
         "file_extension": "csv",
     }
     assert SubmissionInfo(**data) == SubmissionInfo(**data)  # type: ignore
+
+
+class TestAuditRecord:
+    submission_id = uuid4().hex
+
+    def test_audit_record_just_time_updated(self):
+        data = {
+            "submission_id": self.submission_id,
+            "time_updated": datetime(2025,12,1,12,30,10)
+        }
+        
+        assert AuditRecord(**data).date_updated == date(2025,12,1)
+
+    def test_audit_record_date_updated(self):
+        data = {
+            "submission_id": self.submission_id,
+            "date_updated": date(2025,12,1)
+        }
+
+        assert AuditRecord(**data).date_updated == date.today()
diff --git a/tests/test_model_generation/test_domain_types.py b/tests/test_model_generation/test_domain_types.py
index 56cf3f9..8917bac 100644
--- a/tests/test_model_generation/test_domain_types.py
+++ b/tests/test_model_generation/test_domain_types.py
@@ -15,10 +15,10 @@
 
 
 class ATestModel(BaseModel):
-    nhsnumber: Optional[hct.NHSNumber]
-    postcode: Optional[hct.Postcode]
-    org_id: Optional[hct.OrgID]
-    nhsnumber2: Optional[hct.permissive_nhs_number()]
+    nhsnumber: Optional[hct.NHSNumber] = None
+    postcode: Optional[hct.Postcode] = None
+    org_id: Optional[hct.OrgID] = None
+    nhsnumber2: Optional[hct.permissive_nhs_number()] = None
 
 
 class DatetimeModel(BaseModel):
@@ -26,8 +26,8 @@ class DatetimeModel(BaseModel):
 
 
 class ReportingPeriodModel(BaseModel):
-    reporting_period_start: Optional[hct.reportingperiod(reporting_period_type="start")]
-    reporting_period_end: Optional[hct.reportingperiod(reporting_period_type="end")]
+    reporting_period_start: Optional[hct.reportingperiod(reporting_period_type="start")] = None
+    reporting_period_end: Optional[hct.reportingperiod(reporting_period_type="end")] = None
 
 
 @pytest.mark.parametrize(
@@ -256,9 +256,9 @@ def test_formatteddatetime_in_model_raises(datetime_to_validate: Union[str, dt.d
 class DateModel(BaseModel):
     """Model for testing FormattedDate."""
 
-    formatted_date: Optional[hct.conformatteddate("%Y-%m-%d")]
-    formatted_date_constrained: Optional[hct.conformatteddate("%Y-%m-%d", ge="1970-01-01")]
-    formatted_date_constrained2: Optional[hct.conformatteddate("%Y-%m-%d", lt="1970-01-01")]
+    formatted_date: Optional[hct.conformatteddate("%Y-%m-%d")] = None
+    formatted_date_constrained: Optional[hct.conformatteddate("%Y-%m-%d", ge="1970-01-01")] = None
+    formatted_date_constrained2: Optional[hct.conformatteddate("%Y-%m-%d", lt="1970-01-01")] = None
 
 
 @pytest.mark.parametrize(
diff --git a/tests/test_pipeline/test_spark_pipeline.py b/tests/test_pipeline/test_spark_pipeline.py
index b3048a1..974f4ac 100644
--- a/tests/test_pipeline/test_spark_pipeline.py
+++ b/tests/test_pipeline/test_spark_pipeline.py
@@ -166,7 +166,7 @@ def test_apply_data_contract_failed(  # pylint: disable=redefined-outer-name
             "Key": "",
             "FailureType": "record",
             "Status": "error",
-            "ErrorType": "value_error.any_str.max_length",
+            "ErrorType": "string_too_long",
             "ErrorLocation": "planet",
             "ErrorMessage": "is invalid",
             "ErrorCode": "BadValue",
@@ -180,7 +180,7 @@ def test_apply_data_contract_failed(  # pylint: disable=redefined-outer-name
             "Key": "",
             "FailureType": "record",
             "Status": "error",
-            "ErrorType": "value_error.number.not_ge",
+            "ErrorType": "greater_than_equal",
             "ErrorLocation": "numberOfMoons",
             "ErrorMessage": "is invalid",
             "ErrorCode": "BadValue",
@@ -194,7 +194,7 @@ def test_apply_data_contract_failed(  # pylint: disable=redefined-outer-name
             "Key": "",
             "FailureType": "record",
             "Status": "error",
-            "ErrorType": "type_error.bool",
+            "ErrorType": "bool_parsing",
             "ErrorLocation": "hasGlobalMagneticField",
             "ErrorMessage": "is invalid",
             "ErrorCode": "BadValue",
@@ -421,7 +421,7 @@ def test_error_report_where_report_is_expected(  # pylint: disable=redefined-out
         "number_warnings": 0,
     }
 
-    sub_stats = stats.dict()
+    sub_stats = stats.model_dump() if stats else {}
 
     assert all([expected.get(key) == sub_stats.get(key) for key in expected])