diff --git a/chord_drs/db.py b/chord_drs/db.py
index 2a55255..84bd93b 100644
--- a/chord_drs/db.py
+++ b/chord_drs/db.py
@@ -1,5 +1,7 @@
 from flask_sqlalchemy import SQLAlchemy
 
+from .models import Base
+
 __all__ = ["db"]
 
-db = SQLAlchemy()
+db = SQLAlchemy(model_class=Base)
diff --git a/chord_drs/models.py b/chord_drs/models.py
index b874b66..9407290 100644
--- a/chord_drs/models.py
+++ b/chord_drs/models.py
@@ -2,38 +2,47 @@
 from flask import current_app
 from hashlib import sha256
 from pathlib import Path
+from sqlalchemy import Boolean, Column, DateTime, ForeignKey, Integer, String
 from sqlalchemy.sql import func
-from sqlalchemy.orm import relationship
+from sqlalchemy.orm import declarative_base, relationship
 from werkzeug.utils import secure_filename
 from urllib.parse import urlparse
 from uuid import uuid4
 
 from .backend import get_backend
 from .backends.minio import MinioBackend
-from .db import db
 from .utils import drs_file_checksum
 
+__all__ = [
+    "Base",
+    "DrsMixin",
+    "DrsBlob",
+    "DrsBundle",
+]
+
+Base = declarative_base()
+
 
 class DrsMixin:
     # IDs (PKs) must remain outside the mixin!
-    created = db.Column(db.DateTime, server_default=func.now())
-    checksum = db.Column(db.String(64), nullable=False)
-    size = db.Column(db.Integer, default=0)
-    name = db.Column(db.String(250), nullable=True)
-    description = db.Column(db.String(1000), nullable=True)
+    created = Column(DateTime, server_default=func.now())
+    checksum = Column(String(64), nullable=False)
+    size = Column(Integer, default=0)
+    name = Column(String(250), nullable=True)
+    description = Column(String(1000), nullable=True)
     # Permissions/Bento-specific project & dataset tagging for DRS items
     # TODO: Make some of these not nullable in the future:
-    project_id = db.Column(db.String(64), nullable=True)  # Nullable for backwards-compatibility
-    dataset_id = db.Column(db.String(64), nullable=True)  # Nullable for backwards-compatibility / project-only stuff?
-    data_type = db.Column(db.String(24), nullable=True)  # NULL if multi-data type or something else
-    public = db.Column(db.Boolean, default=False, nullable=False)  # If true, the object is accessible by anyone
+    project_id = Column(String(64), nullable=True)  # Nullable for backwards-compatibility
+    dataset_id = Column(String(64), nullable=True)  # Nullable for backwards-compatibility / project-only stuff?
+    data_type = Column(String(24), nullable=True)  # NULL if multi-data type or something else
+    public = Column(Boolean, default=False, nullable=False)  # If true, the object is accessible by anyone
 
 
-class DrsBundle(db.Model, DrsMixin):
+class DrsBundle(Base, DrsMixin):
     __tablename__ = "drs_bundle"
 
-    id = db.Column(db.String, primary_key=True)
-    parent_bundle_id = db.Column(db.Integer, db.ForeignKey("drs_bundle.id"))
+    id = Column(String, primary_key=True)
+    parent_bundle_id = Column(Integer, ForeignKey("drs_bundle.id"))
     parent_bundle = relationship("DrsBundle", remote_side=[id])
     objects = relationship("DrsBlob", cascade="all, delete-orphan", backref="bundle")
 
@@ -62,12 +71,12 @@ def update_checksum_and_size(self):
         self.size = total_size
 
 
-class DrsBlob(db.Model, DrsMixin):
+class DrsBlob(Base, DrsMixin):
     __tablename__ = "drs_object"
 
-    id = db.Column(db.String, primary_key=True)
-    bundle_id = db.Column(db.Integer, db.ForeignKey(DrsBundle.id), nullable=True)
-    location = db.Column(db.String(500), nullable=False)
+    id = Column(String, primary_key=True)
+    bundle_id = Column(Integer, ForeignKey(DrsBundle.id), nullable=True)
+    location = Column(String(500), nullable=False)
 
     def __init__(self, *args, **kwargs):
         logger = current_app.logger
diff --git a/poetry.lock b/poetry.lock
index ae1d34b..b8d65d4 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -13,87 +13,87 @@ files = [
 
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 name = "aiohttp"
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+version = "3.9.4"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -200,13 +200,13 @@ tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "p
 
 [[package]]
 name = "bento-lib"
-version = "11.5.2"
+version = "11.5.3"
 description = "A set of common utilities and helpers for Bento platform services."
 optional = false
-python-versions = ">=3.10,<4.0"
+python-versions = "<4.0,>=3.10"
 files = [
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 ]
 
 [package.dependencies]
@@ -229,17 +229,17 @@ flask = ["flask (>=2.2.5,<4)"]
 
 [[package]]
 name = "boto3"
-version = "1.34.81"
+version = "1.34.83"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-botocore = ">=1.34.81,<1.35.0"
+botocore = ">=1.34.83,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -248,13 +248,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.81"
+version = "1.34.83"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -732,18 +732,18 @@ Flask-SQLAlchemy = ">=1.0"
 
 [[package]]
 name = "flask-sqlalchemy"
-version = "3.0.5"
+version = "3.1.1"
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 [package.dependencies]
-greenlet = {version = "!=0.4.17", markers = "python_version >= \"3\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"}
+greenlet = {version = "!=0.4.17", markers = "platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\""}
+typing-extensions = ">=4.6.0"
 
 [package.extras]
 aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
+aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
 aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
 asyncio = ["greenlet (!=0.4.17)"]
-asyncmy = ["asyncmy (>=0.2.3,!=0.2.4)", "greenlet (!=0.4.17)"]
-mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2)"]
+asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
+mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5)"]
 mssql = ["pyodbc"]
 mssql-pymssql = ["pymssql"]
 mssql-pyodbc = ["pyodbc"]
-mypy = ["mypy (>=0.910)", "sqlalchemy2-stubs"]
-mysql = ["mysqlclient (>=1.4.0)", "mysqlclient (>=1.4.0,<2)"]
+mypy = ["mypy (>=0.910)"]
+mysql = ["mysqlclient (>=1.4.0)"]
 mysql-connector = ["mysql-connector-python"]
-oracle = ["cx_oracle (>=7)", "cx_oracle (>=7,<8)"]
+oracle = ["cx_oracle (>=8)"]
+oracle-oracledb = ["oracledb (>=1.0.1)"]
 postgresql = ["psycopg2 (>=2.7)"]
 postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
-postgresql-pg8000 = ["pg8000 (>=1.16.6,!=1.29.0)"]
+postgresql-pg8000 = ["pg8000 (>=1.29.1)"]
+postgresql-psycopg = ["psycopg (>=3.0.7)"]
 postgresql-psycopg2binary = ["psycopg2-binary"]
 postgresql-psycopg2cffi = ["psycopg2cffi"]
-pymysql = ["pymysql", "pymysql (<1)"]
+postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
+pymysql = ["pymysql"]
 sqlcipher = ["sqlcipher3_binary"]
 
 [[package]]
@@ -2306,4 +2314,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "e82d8a8d6620a87b45ec7a6240d14f22e34de20671aef931abf9f4754eee623d"
+content-hash = "de0372d6f746df8fd0a068626a842ef1b1ff55a5048d5fae65b9eb218b8fc53b"
diff --git a/pyproject.toml b/pyproject.toml
index a9a4dc5..2bcac80 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -16,11 +16,11 @@ python = "^3.10"
 boto3 = ">=1.34.81,<1.35"
 bento-lib = {version = "^11.5.2", extras = ["flask"]}
 flask = ">=2.2.5,<2.3"
-flask-sqlalchemy = ">=3.0.5,<3.1"  # 3.1 drops SQLAlchemy 1 support
+flask-sqlalchemy = ">=3.1.1,<3.2"
 flask-migrate = ">=4.0.5,<4.1"
 prometheus-flask-exporter = ">=0.23.0,<0.24"
 python-dotenv = ">=1.0.0,<1.1"
-sqlalchemy = ">=1.4.50,<1.5"
+sqlalchemy = ">=2.0.29,<2.1"
 flask-cors = "^4.0.0"
 werkzeug = "~2.2.3"  # werkzeug 2.3.x breaks debugpy, so manually keep it at 2.2.x
 asgiref = "^3.7.2"