diff --git a/CHANGELOG.md b/CHANGELOG.md
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+++ b/CHANGELOG.md
diff --git a/LICENSE b/LICENSE
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--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,674 @@
+                    GNU GENERAL PUBLIC LICENSE
+                       Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+                            Preamble
+
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+  16. Limitation of Liability.
+
+  IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
+WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
+THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
+GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
+USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
+DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
+PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
+EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
+SUCH DAMAGES.
+
+  17. Interpretation of Sections 15 and 16.
+
+  If the disclaimer of warranty and limitation of liability provided
+above cannot be given local legal effect according to their terms,
+reviewing courts shall apply local law that most closely approximates
+an absolute waiver of all civil liability in connection with the
+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+                     END OF TERMS AND CONDITIONS
+
+            How to Apply These Terms to Your New Programs
+
+  If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+  To do so, attach the following notices to the program.  It is safest
+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+    <one line to give the program's name and a brief idea of what it does.>
+    Copyright (C) <year>  <name of author>
+
+    This program is free software: you can redistribute it and/or modify
+    it under the terms of the GNU General Public License as published by
+    the Free Software Foundation, either version 3 of the License, or
+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+    GNU General Public License for more details.
+
+    You should have received a copy of the GNU General Public License
+    along with this program.  If not, see <https://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+  If the program does terminal interaction, make it output a short
+notice like this when it starts in an interactive mode:
+
+    <program>  Copyright (C) <year>  <name of author>
+    This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
+    This is free software, and you are welcome to redistribute it
+    under certain conditions; type `show c' for details.
+
+The hypothetical commands `show w' and `show c' should show the appropriate
+parts of the General Public License.  Of course, your program's commands
+might be different; for a GUI interface, you would use an "about box".
+
+  You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU GPL, see
+<https://www.gnu.org/licenses/>.
+
+  The GNU General Public License does not permit incorporating your program
+into proprietary programs.  If your program is a subroutine library, you
+may consider it more useful to permit linking proprietary applications with
+the library.  If this is what you want to do, use the GNU Lesser General
+Public License instead of this License.  But first, please read
+<https://www.gnu.org/licenses/why-not-lgpl.html>.
diff --git a/README.md b/README.md
new file mode 100644
--- /dev/null
+++ b/README.md
@@ -0,0 +1,173 @@
+# dataframe-persistent
+
+Persistent database integration for the Haskell DataFrame library.
+
+## Overview
+
+This package provides seamless integration between the `dataframe` library and the `persistent` database library, allowing you to:
+
+- Load database entities directly into DataFrames
+- Perform DataFrame operations on database data  
+- Save DataFrame results back to the database
+- Work with type-safe database entities
+
+## Installation
+
+Add to your `package.yaml`:
+
+```yaml
+dependencies:
+- dataframe ^>= 0.3
+- dataframe-persistent ^>= 0.1
+- persistent >= 2.14
+- persistent-sqlite >= 2.13  # or your preferred backend
+```
+
+Or to your `.cabal` file:
+
+```cabal
+build-depends:
+  dataframe ^>= 0.3,
+  dataframe-persistent ^>= 0.1,
+  persistent >= 2.14,
+  persistent-sqlite >= 2.13
+```
+
+## Quick Start
+
+```haskell
+{-# LANGUAGE DataKinds #-}
+{-# LANGUAGE DerivingStrategies #-}
+{-# LANGUAGE FlexibleInstances #-}
+{-# LANGUAGE GADTs #-}
+{-# LANGUAGE GeneralizedNewtypeDeriving #-}
+{-# LANGUAGE MultiParamTypeClasses #-}
+{-# LANGUAGE OverloadedStrings #-}
+{-# LANGUAGE QuasiQuotes #-}
+{-# LANGUAGE StandaloneDeriving #-}
+{-# LANGUAGE TemplateHaskell #-}
+{-# LANGUAGE TypeApplications #-}
+{-# LANGUAGE TypeFamilies #-}
+{-# LANGUAGE UndecidableInstances #-}
+
+import Control.Monad.IO.Class (liftIO)
+import Database.Persist
+import Database.Persist.Sqlite
+import Database.Persist.TH
+import qualified DataFrame as DF
+import qualified DataFrame.Functions as F
+import DataFrame.IO.Persistent
+import DataFrame.IO.Persistent.TH
+import qualified Data.Vector as V
+
+-- Define your entities
+share [mkPersist sqlSettings, mkMigrate "migrateAll"] [persistLowerCase|
+TestUser
+    name Text
+    age Int
+    active Bool
+    deriving Show Eq
+|]
+
+-- Derive DataFrame instances
+$(derivePersistentDataFrame ''TestUser)
+
+-- Example usage
+main :: IO ()
+main = runSqlite "example.db" $ do
+    -- Run migrations
+    runMigration migrateAll
+    
+    -- Insert some test data
+    _ <- insert $ TestUser "Alice" 25 True
+    _ <- insert $ TestUser "Bob" 30 False
+    _ <- insert $ TestUser "Charlie" 35 True
+    
+    -- Load from database
+    allUsersDF <- fromPersistent @TestUser []
+    liftIO $ putStrLn $ "Loaded " ++ show (nRows allUsersDF) ++ " users"
+    
+    -- Load with filters
+    activeUsersDF <- fromPersistent @TestUser [TestUserActive ==. True]
+    liftIO $ putStrLn $ "Active users: " ++ show (nRows activeUsersDF)
+    
+    -- Process with DataFrame operations
+    let youngUsers = DF.filter @Int "age" (< 30) allUsersDF
+        ages = V.toList $ DF.columnAsVector @Int "age" youngUsers
+    liftIO $ putStrLn $ "Young user ages: " ++ show ages
+    
+    -- Custom configuration
+    let config = defaultPersistentConfig 
+                    { pcIdColumnName = "user_id"
+                    , pcIncludeId = True
+                    }
+    customDF <- fromPersistentWith @TestUser config []
+    liftIO $ putStrLn $ "Columns with custom config: " ++ show (DF.columnNames customDF)
+```
+
+## Features
+
+- **Type-safe conversions** between Persistent entities and DataFrames
+- **Template Haskell support** for automatic instance generation
+- **Configurable loading** with batch size and column selection
+- **Column name cleaning** - removes table prefixes automatically (e.g., `test_user_name` → `name`)
+- **Type preservation** - maintains proper types for Text, Int, Bool, Day, etc.
+- **Empty DataFrame support** - preserves column structure even with no data
+- **Support for all Persistent backends** (SQLite, PostgreSQL, MySQL, etc.)
+
+## Configuration Options
+
+```haskell
+data PersistentConfig = PersistentConfig
+    { pcBatchSize :: Int        -- Number of records to fetch at once (default: 10000)
+    , pcIncludeId :: Bool       -- Whether to include entity ID as column (default: True)
+    , pcIdColumnName :: Text    -- Name for the ID column (default: "id")
+    }
+```
+
+## Advanced Usage
+
+### Custom Field Extraction
+
+You can also extract fields from individual entities:
+
+```haskell
+let user = TestUser "Alice" 25 True
+    columns = persistFieldsToColumns user
+-- Result: [("name", SomeColumn ["Alice"]), ("age", SomeColumn [25]), ("active", SomeColumn [True])]
+```
+
+### Working with Vector Data
+
+```haskell
+-- Extract specific column data
+let names = V.toList $ DF.columnAsVector @Text "name" df
+    ages = V.toList $ DF.columnAsVector @Int "age" df
+    activeFlags = V.toList $ DF.columnAsVector @Bool "active" df
+```
+
+## Examples
+
+For comprehensive examples and test cases, see:
+- [`tests/PersistentTests.hs`](tests/PersistentTests.hs) - Full test suite with examples
+- [`../docs/persistent_integration.md`](../docs/persistent_integration.md) - Detailed integration guide
+
+## Status
+
+This package is **actively maintained** and tested. Current test coverage includes:
+- ✅ Entity loading with and without filters
+- ✅ Custom configuration options
+- ✅ DataFrame operations on Persistent data
+- ✅ Empty result set handling
+- ✅ Field extraction utilities
+- ✅ Multi-table relationships
+
+## Documentation
+
+For detailed documentation, see:
+- [Main dataframe documentation](https://github.com/mchav/dataframe)
+- [Persistent integration guide](../docs/persistent_integration.md)
+
+## License
+
+GPL-3.0-or-later (same as the main dataframe package)
diff --git a/dataframe-persistent.cabal b/dataframe-persistent.cabal
new file mode 100644
--- /dev/null
+++ b/dataframe-persistent.cabal
@@ -0,0 +1,72 @@
+cabal-version:      2.4
+name:               dataframe-persistent
+version:            0.1.0.0
+
+synopsis: Persistent database integration for the dataframe library
+
+description: This package provides integration between the dataframe library and the Persistent database library, allowing you to load database entities into DataFrames and save DataFrames back to the database.
+
+bug-reports: https://github.com/mchav/dataframe/issues
+license:            GPL-3.0-or-later
+license-file:       ./LICENSE
+author:             Michael Chavinda, Junji Hashimoto
+maintainer:         mschavinda@gmail.com
+
+copyright: (c) 2024-2025 Michael Chavinda
+category: Data, Database
+tested-with: GHC ==9.4.8 || ==9.6.7 || ==9.8.4 || ==9.10.3 || ==9.12.2
+extra-doc-files: ./CHANGELOG.md ./README.md
+
+source-repository head
+  type:     git
+  location: https://github.com/mchav/dataframe
+
+common warnings
+    ghc-options:
+        -Wincomplete-patterns
+        -Wincomplete-uni-patterns
+        -Wunused-imports
+        -Wunused-packages
+        -Wunused-local-binds
+
+library
+    import: warnings
+    default-extensions: Strict
+    exposed-modules: DataFrame.IO.Persistent,
+                    DataFrame.IO.Persistent.TH
+    build-depends:    base >= 4 && <5,
+                      bytestring >= 0.11 && < 0.13,
+                      containers >= 0.6.7 && < 0.9,
+                      dataframe ^>= 0.3,
+                      persistent >= 2.14 && < 3,
+                      template-haskell >= 2.0 && < 3,
+                      text >= 2.0 && < 3,
+                      time >= 1.12 && < 2,
+                      transformers >= 0.5 && < 0.7,
+                      vector ^>= 0.13
+    hs-source-dirs:   src
+    default-language: Haskell2010
+
+test-suite dataframe-persistent-tests
+    import: warnings
+    type: exitcode-stdio-1.0
+    main-is: Main.hs
+    other-modules: PersistentTests
+    build-depends:  base >= 4 && < 5,
+                    dataframe ^>= 0.3,
+                    dataframe-persistent,
+                    -- directory >= 1.3.0.0 && < 2,
+                    HUnit ^>= 1.6,
+                    monad-logger >= 0.3 && < 0.4,
+                    persistent >= 2.14 && < 3,
+                    persistent-sqlite >= 2.13 && < 3,
+                    -- persistent-template >= 2.12 && < 3,
+                    resourcet >= 0.1 && < 2,
+                    temporary >= 1.3 && < 2,
+                    text >= 2.0 && < 3,
+                    time >= 1.12 && < 2,
+                    transformers >= 0.5 && < 0.7,
+                    vector ^>= 0.13,
+                    -- unliftio-core >= 0.2 && < 0.3
+    hs-source-dirs: tests
+    default-language: Haskell2010
diff --git a/src/DataFrame/IO/Persistent.hs b/src/DataFrame/IO/Persistent.hs
new file mode 100644
--- /dev/null
+++ b/src/DataFrame/IO/Persistent.hs
@@ -0,0 +1,275 @@
+{-# LANGUAGE AllowAmbiguousTypes #-}
+{-# LANGUAGE BangPatterns #-}
+{-# LANGUAGE ConstraintKinds #-}
+{-# LANGUAGE DataKinds #-}
+{-# LANGUAGE ExistentialQuantification #-}
+{-# LANGUAGE FlexibleContexts #-}
+{-# LANGUAGE FlexibleInstances #-}
+{-# LANGUAGE GADTs #-}
+{-# LANGUAGE MultiParamTypeClasses #-}
+{-# LANGUAGE OverloadedStrings #-}
+{-# LANGUAGE RankNTypes #-}
+{-# LANGUAGE ScopedTypeVariables #-}
+{-# LANGUAGE TypeApplications #-}
+{-# LANGUAGE TypeFamilies #-}
+{-# LANGUAGE TypeOperators #-}
+{-# LANGUAGE UndecidableInstances #-}
+
+module DataFrame.IO.Persistent (
+    -- * Main functions
+    fromPersistent,
+    fromPersistentWith,
+    toPersistent,
+
+    -- * Configuration
+    PersistentConfig (..),
+    defaultPersistentConfig,
+
+    -- * Type classes
+    EntityToDataFrame (..),
+    DataFrameToEntity (..),
+
+    -- * Helper types
+    SomeColumn (..),
+
+    -- * Utilities
+    entityToColumns,
+    columnsToEntity,
+    persistFieldsToColumns,
+    nRows,
+) where
+
+import Control.Monad (forM)
+import Control.Monad.IO.Class (MonadIO, liftIO)
+import Control.Monad.Trans.Reader (ReaderT)
+import Data.ByteString (ByteString)
+import qualified Data.Map.Strict as M
+import Data.Proxy (Proxy (..))
+import Data.Text (Text)
+import qualified Data.Text as T
+import Data.Time (Day, TimeOfDay, UTCTime)
+import qualified Data.Vector as V
+import qualified DataFrame.Internal.Column as DFCol
+import DataFrame.Internal.DataFrame (DataFrame (..))
+import qualified DataFrame.Internal.DataFrame as DF
+import Database.Persist
+import Database.Persist.Sql hiding (Column)
+import Database.Persist.Types (fieldHaskell, getEntityFields, unFieldNameHS)
+import Unsafe.Coerce (unsafeCoerce)
+
+-- | Get number of rows in a DataFrame
+nRows :: DataFrame -> Int
+nRows df = fst (DF.dataframeDimensions df)
+
+-- | Configuration for Persistent DataFrame operations
+data PersistentConfig = PersistentConfig
+    { pcBatchSize :: Int
+    -- ^ Number of records to fetch at once (default: 10000)
+    , pcIncludeId :: Bool
+    -- ^ Whether to include the entity ID as a column (default: True)
+    , pcIdColumnName :: Text
+    -- ^ Name for the ID column (default: "id")
+    }
+
+-- | Default configuration
+defaultPersistentConfig :: PersistentConfig
+defaultPersistentConfig =
+    PersistentConfig
+        { pcBatchSize = 10000
+        , pcIncludeId = True
+        , pcIdColumnName = "id"
+        }
+
+-- | Type class for converting Persistent entities to DataFrame columns
+class (PersistEntity record) => EntityToDataFrame record where
+    -- | Get column names for the entity
+    entityColumnNames :: Proxy record -> [Text]
+
+    -- | Convert entity fields to column data
+    entityToColumnData :: Entity record -> [(Text, SomeColumn)]
+
+-- | Type class for converting DataFrame rows back to Persistent entities
+class (PersistEntity record) => DataFrameToEntity record where
+    -- | Convert a row from DataFrame to entity
+    rowToEntity :: Int -> DataFrame -> Either String (Entity record)
+
+-- | Helper type for heterogeneous column data
+data SomeColumn = forall a. (DFCol.Columnable a) => SomeColumn (V.Vector a)
+
+-- | Read entities from database into a DataFrame
+fromPersistent ::
+    forall record m.
+    ( MonadIO m
+    , PersistEntity record
+    , PersistEntityBackend record ~ SqlBackend
+    , EntityToDataFrame record
+    , Show record
+    ) =>
+    [Filter record] ->
+    ReaderT SqlBackend m DataFrame
+fromPersistent = fromPersistentWith @record defaultPersistentConfig
+
+-- | Read entities from database into a DataFrame with custom config
+fromPersistentWith ::
+    forall record m.
+    ( MonadIO m
+    , PersistEntity record
+    , PersistEntityBackend record ~ SqlBackend
+    , EntityToDataFrame record
+    , Show record
+    ) =>
+    PersistentConfig ->
+    [Filter record] ->
+    ReaderT SqlBackend m DataFrame
+fromPersistentWith config filters = do
+    entities <- selectList filters []
+    liftIO $ entitiesToDataFrame @record config entities
+
+-- | Convert entities to DataFrame
+entitiesToDataFrame ::
+    forall record.
+    (PersistEntity record, EntityToDataFrame record, Show record) =>
+    PersistentConfig ->
+    [Entity record] ->
+    IO DataFrame
+entitiesToDataFrame config entities = do
+    let proxy = Proxy @record
+        baseColNames = entityColumnNames proxy
+        colNames =
+            if pcIncludeId config
+                then pcIdColumnName config : baseColNames
+                else baseColNames
+
+    if null entities
+        then do
+            -- Create empty dataframe with proper column structure
+            let indices = M.fromList $ zip colNames [0 ..]
+                numCols = length colNames
+                dimensions = (0, numCols)
+                emptyColumns = replicate numCols (DFCol.fromList ([] :: [Text]))
+            return $ DataFrame (V.fromList emptyColumns) indices dimensions
+        else do
+            -- Create columns from entity data
+            columns <- createColumnsFromEntities @record config entities
+            let indices = M.fromList $ zip colNames [0 ..]
+                numRows = if null entities then 0 else length entities
+                numCols = length colNames
+                dimensions = (numRows, numCols)
+            return $ DataFrame (V.fromList columns) indices dimensions
+
+-- | Create columns from entities
+createColumnsFromEntities ::
+    forall record.
+    (PersistEntity record, EntityToDataFrame record, Show record) =>
+    PersistentConfig ->
+    [Entity record] ->
+    IO [DFCol.Column]
+createColumnsFromEntities config entities = do
+    -- Get column data for all entities
+    let allColumnData = map entityToColumnData entities
+
+    -- Determine column names (with or without ID)
+    let proxy = Proxy @record
+        baseColNames = entityColumnNames proxy
+        allColNames =
+            if pcIncludeId config
+                then pcIdColumnName config : baseColNames
+                else baseColNames
+
+    -- For each column name, collect and combine data from all entities
+    let columns = map (createColumnFromEntityData allColumnData) allColNames
+    return columns
+
+-- | Create a single column by extracting and combining data for a specific column name
+createColumnFromEntityData :: [[(Text, SomeColumn)]] -> Text -> DFCol.Column
+createColumnFromEntityData allEntityData colName =
+    -- Find all matching columns for this name
+    case [ someCol
+         | entityData <- allEntityData
+         , (name, someCol) <- entityData
+         , name == colName
+         ] of
+        [] -> DFCol.fromList ([] :: [Text]) -- Empty column
+        allSomeColumns ->
+            -- Extract and concatenate vectors from SomeColumn wrappers
+            concatSomeColumns allSomeColumns
+
+-- | Helper to concatenate SomeColumn values into a single Column
+concatSomeColumns :: [SomeColumn] -> DFCol.Column
+concatSomeColumns [] = DFCol.fromList ([] :: [Text])
+concatSomeColumns (SomeColumn (firstVec :: V.Vector a) : rest) =
+    -- Since all columns for a given field should have the same type,
+    -- we can safely extract and concatenate them
+    let vectors = firstVec : map extractSameType rest
+        extractSameType (SomeColumn v) = unsafeCoerce v :: V.Vector a
+        combined = V.concat vectors
+     in DFCol.fromVector combined
+
+-- | Write DataFrame to database as entities
+toPersistent ::
+    ( MonadIO m
+    , PersistEntity record
+    , PersistEntityBackend record ~ SqlBackend
+    , DataFrameToEntity record
+    , SafeToInsert record
+    ) =>
+    DataFrame ->
+    ReaderT SqlBackend m [Key record]
+toPersistent df = do
+    let rowCount = nRows df
+    keys <- forM [0 .. rowCount - 1] $ \i -> do
+        case rowToEntity i df of
+            Left err -> error $ "Failed to convert row " <> show i <> ": " <> err
+            Right entity -> insert (entityVal entity)
+    return keys
+
+-- | Convert entity fields to columns (helper for implementations)
+entityToColumns ::
+    (PersistEntity record, ToBackendKey SqlBackend record) =>
+    Entity record ->
+    [(Text, SomeColumn)]
+entityToColumns (Entity key val) =
+    [("id", SomeColumn (V.singleton $ fromSqlKey key))]
+
+-- | Convert persistent fields to columns
+persistFieldsToColumns ::
+    (PersistEntity record) => record -> [(Text, SomeColumn)]
+persistFieldsToColumns record =
+    let persistValues = toPersistFields record
+        -- Get entity definition using proxy - pass the record value to get the correct type
+        fieldNames =
+            map (unFieldNameHS . fieldHaskell) $ getEntityFields $ entityDef (Just record)
+        fieldPairs = zip fieldNames persistValues
+     in map persistValueToColumn fieldPairs
+  where
+    persistValueToColumn :: (Text, PersistValue) -> (Text, SomeColumn)
+    persistValueToColumn (name, pval) = (name, persistValueToSomeColumn pval)
+
+-- | Convert a PersistValue to SomeColumn
+persistValueToSomeColumn :: PersistValue -> SomeColumn
+persistValueToSomeColumn pval = case pval of
+    PersistText t -> SomeColumn (V.singleton t)
+    PersistByteString bs -> SomeColumn (V.singleton bs)
+    PersistInt64 i -> SomeColumn (V.singleton (fromIntegral i :: Int))
+    PersistDouble d -> SomeColumn (V.singleton d)
+    PersistRational r -> SomeColumn (V.singleton (fromRational r :: Double))
+    PersistBool b -> SomeColumn (V.singleton b)
+    PersistDay d -> SomeColumn (V.singleton d)
+    PersistTimeOfDay tod -> SomeColumn (V.singleton tod)
+    PersistUTCTime utc -> SomeColumn (V.singleton utc)
+    PersistNull -> SomeColumn (V.singleton ("" :: Text)) -- Handle nulls as empty text
+    PersistList vals -> SomeColumn (V.singleton (T.pack $ show vals)) -- Convert list to string representation
+    PersistMap m -> SomeColumn (V.singleton (T.pack $ show m)) -- Convert map to string representation
+    PersistObjectId oid -> SomeColumn (V.singleton (T.pack $ show oid)) -- Convert ObjectId to string
+    PersistArray vals -> SomeColumn (V.singleton (T.pack $ show vals)) -- Convert array to string representation
+    PersistLiteral_ _ bs -> SomeColumn (V.singleton bs) -- Use the raw bytes
+
+-- | Convert columns back to entity (helper for implementations)
+columnsToEntity ::
+    (PersistEntity record) =>
+    Int ->
+    DataFrame ->
+    Either String (Entity record)
+columnsToEntity rowIdx df =
+    -- This would need to be implemented per entity type
+    Left "Not implemented: entity-specific conversion required"
diff --git a/src/DataFrame/IO/Persistent/TH.hs b/src/DataFrame/IO/Persistent/TH.hs
new file mode 100644
--- /dev/null
+++ b/src/DataFrame/IO/Persistent/TH.hs
@@ -0,0 +1,182 @@
+{-# LANGUAGE FlexibleInstances #-}
+{-# LANGUAGE LambdaCase #-}
+{-# LANGUAGE MultiParamTypeClasses #-}
+{-# LANGUAGE OverloadedStrings #-}
+{-# LANGUAGE RecordWildCards #-}
+{-# LANGUAGE ScopedTypeVariables #-}
+{-# LANGUAGE TemplateHaskell #-}
+{-# LANGUAGE TypeApplications #-}
+
+module DataFrame.IO.Persistent.TH (
+    -- * Template Haskell derivation
+    deriveEntityToDataFrame,
+    deriveDataFrameToEntity,
+    derivePersistentDataFrame,
+) where
+
+import Control.Monad (forM, when)
+import Data.List (foldl')
+import Data.Text (Text)
+import qualified Data.Text as T
+import qualified Data.Vector as V
+import DataFrame.IO.Persistent
+import qualified DataFrame.Internal.Column as DFCol
+import Database.Persist
+import Database.Persist.Sql (fromSqlKey)
+import Database.Persist.TH
+import Language.Haskell.TH
+import Language.Haskell.TH.Syntax (Lift, lift)
+
+-- | Derive EntityToDataFrame instance using Template Haskell
+deriveEntityToDataFrame :: Name -> Q [Dec]
+deriveEntityToDataFrame entityName = do
+    info <- reify entityName
+    case info of
+        TyConI (DataD _ _ _ _ [RecC conName fields] _) -> do
+            -- Extract field names and remove entity prefix
+            let entityNameStr = nameBase entityName
+                entityPrefix = camelToSnake entityNameStr ++ "_"
+                fieldNames = [nameBase fname | (fname, _, _) <- fields]
+                -- Remove the entity prefix from field names
+                cleanFieldNames = map (removePrefix entityPrefix . camelToSnake) fieldNames
+                textFieldNames = map T.pack cleanFieldNames
+
+            -- Generate entityColumnNames implementation
+            colNamesImpl <- [|$(lift textFieldNames)|]
+            let colNamesMethod =
+                    FunD
+                        'entityColumnNames
+                        [Clause [WildP] (NormalB colNamesImpl) []]
+
+            -- Generate entityToColumnData implementation
+            entityDataLambda <- generateEntityToColumnData conName fields cleanFieldNames
+            let entityVar = mkName "entity"
+                entityDataImpl = AppE entityDataLambda (VarE entityVar)
+                entityDataMethod =
+                    FunD
+                        'entityToColumnData
+                        [Clause [VarP entityVar] (NormalB entityDataImpl) []]
+
+            -- Create instance
+            let instanceDec =
+                    InstanceD
+                        Nothing
+                        []
+                        (AppT (ConT ''EntityToDataFrame) (ConT entityName))
+                        [colNamesMethod, entityDataMethod]
+
+            return [instanceDec]
+        _ ->
+            fail $
+                "deriveEntityToDataFrame: " ++ show entityName ++ " must be a record type"
+
+-- | Remove prefix from a string
+removePrefix :: String -> String -> String
+removePrefix prefix str
+    | take (length prefix) str == prefix = drop (length prefix) str
+    | otherwise = str
+
+-- | Generate the entityToColumnData expression
+generateEntityToColumnData :: Name -> [(Name, Bang, Type)] -> [String] -> Q Exp
+generateEntityToColumnData conName fields cleanFieldNames = do
+    entityVar <- newName "entity"
+    keyVar <- newName "key"
+    valVar <- newName "val"
+
+    -- Pattern to destructure Entity
+    let entityPat = ConP 'Entity [] [VarP keyVar, VarP valVar]
+
+    -- Generate field extractors
+    fieldExprs <-
+        mapM (generateFieldExtractor valVar) (zip3 fields cleanFieldNames [0 ..])
+
+    -- Build the final list expression with ID column if needed
+    let idExpr =
+            TupE
+                [ Just (LitE (StringL "id"))
+                , Just
+                    ( AppE
+                        (ConE 'SomeColumn)
+                        ( AppE
+                            (VarE 'V.singleton)
+                            (VarE keyVar)
+                        )
+                    )
+                ]
+        allExprs = idExpr : fieldExprs
+
+    -- Return lambda that pattern matches on Entity
+    return $ LamE [entityPat] (ListE allExprs)
+
+-- | Generate field extractor for a single field
+generateFieldExtractor :: Name -> ((Name, Bang, Type), String, Int) -> Q Exp
+generateFieldExtractor valVar ((fieldName, _, fieldType), cleanName, idx) = do
+    let accessor = mkName (nameBase fieldName)
+        value = AppE (VarE accessor) (VarE valVar)
+
+    -- Wrap the value in SomeColumn after converting to vector
+    return $
+        TupE
+            [ Just (LitE (StringL cleanName))
+            , Just
+                ( AppE
+                    (ConE 'SomeColumn)
+                    (AppE (VarE 'V.singleton) value)
+                )
+            ]
+
+-- | Derive DataFrameToEntity instance
+deriveDataFrameToEntity :: Name -> Q [Dec]
+deriveDataFrameToEntity entityName = do
+    info <- reify entityName
+    case info of
+        TyConI (DataD _ _ _ _ [RecC conName fields] _) -> do
+            -- Generate rowToEntity implementation
+            rowToEntityImpl <- generateRowToEntity conName fields
+            let rowToEntityMethod =
+                    FunD
+                        'rowToEntity
+                        [ Clause
+                            [VarP (mkName "idx"), VarP (mkName "df")]
+                            (NormalB rowToEntityImpl)
+                            []
+                        ]
+
+            -- Create instance
+            let instanceDec =
+                    InstanceD
+                        Nothing
+                        []
+                        (AppT (ConT ''DataFrameToEntity) (ConT entityName))
+                        [rowToEntityMethod]
+
+            return [instanceDec]
+        _ ->
+            fail $
+                "deriveDataFrameToEntity: " ++ show entityName ++ " must be a record type"
+
+-- | Generate the rowToEntity expression
+generateRowToEntity :: Name -> [(Name, Bang, Type)] -> Q Exp
+generateRowToEntity conName fields = do
+    -- This is a simplified implementation
+    -- In practice, you'd need to extract values from the DataFrame
+    [|Left "Auto-generated rowToEntity not fully implemented"|]
+
+-- | Derive both instances at once
+derivePersistentDataFrame :: Name -> Q [Dec]
+derivePersistentDataFrame name = do
+    entityDecs <- deriveEntityToDataFrame name
+    dfDecs <- deriveDataFrameToEntity name
+    return (entityDecs ++ dfDecs)
+
+-- | Convert camelCase to snake_case
+camelToSnake :: String -> String
+camelToSnake [] = []
+camelToSnake (c : cs) = toLower c : go cs
+  where
+    go [] = []
+    go (c : cs)
+        | isUpper c = '_' : toLower c : go cs
+        | otherwise = c : go cs
+    isUpper c = c >= 'A' && c <= 'Z'
+    toLower c = if isUpper c then toEnum (fromEnum c + 32) else c
diff --git a/tests/Main.hs b/tests/Main.hs
new file mode 100644
--- /dev/null
+++ b/tests/Main.hs
@@ -0,0 +1,14 @@
+module Main where
+
+import qualified System.Exit as Exit
+
+import PersistentTests
+
+import Test.HUnit
+
+main :: IO ()
+main = do
+    result <- runTestTT persistentTests
+    if failures result > 0 || errors result > 0
+        then Exit.exitFailure
+        else Exit.exitSuccess
diff --git a/tests/PersistentTests.hs b/tests/PersistentTests.hs
new file mode 100644
--- /dev/null
+++ b/tests/PersistentTests.hs
@@ -0,0 +1,291 @@
+{-# LANGUAGE DataKinds #-}
+{-# LANGUAGE DerivingStrategies #-}
+{-# LANGUAGE EmptyDataDecls #-}
+{-# LANGUAGE FlexibleContexts #-}
+{-# LANGUAGE FlexibleInstances #-}
+{-# LANGUAGE GADTs #-}
+{-# LANGUAGE GeneralizedNewtypeDeriving #-}
+{-# LANGUAGE MultiParamTypeClasses #-}
+{-# LANGUAGE OverloadedStrings #-}
+{-# LANGUAGE QuasiQuotes #-}
+{-# LANGUAGE ScopedTypeVariables #-}
+{-# LANGUAGE StandaloneDeriving #-}
+{-# LANGUAGE TemplateHaskell #-}
+{-# LANGUAGE TypeApplications #-}
+{-# LANGUAGE TypeFamilies #-}
+{-# LANGUAGE UndecidableInstances #-}
+
+module PersistentTests where
+
+import Control.Monad.IO.Class (liftIO)
+import Control.Monad.Logger (NoLoggingT)
+import Control.Monad.Trans.Reader (ReaderT)
+import Data.Text (Text)
+import qualified Data.Text as T
+import Data.Time
+import qualified Data.Vector as V
+import qualified DataFrame as DF
+import qualified DataFrame.Functions as F
+import DataFrame.IO.Persistent
+import DataFrame.IO.Persistent.TH
+import Database.Persist
+import Database.Persist.Sqlite
+import Database.Persist.TH
+import System.IO (hClose)
+import System.IO.Temp (withSystemTempFile)
+import Test.HUnit
+import UnliftIO.Resource (ResourceT)
+
+-- Define test entities
+share
+    [mkPersist sqlSettings, mkMigrate "migrateAll"]
+    [persistLowerCase|
+TestUser
+    name Text
+    age Int
+    active Bool
+    deriving Show Eq
+
+TestOrder  
+    userId TestUserId
+    amount Double
+    status Text
+    orderDate Day
+    deriving Show Eq
+|]
+
+share
+    [mkPersist sqlSettings]
+    [persistLowerCase|
+Artist sql=artists
+    Id sql=ArtistId Int64
+    name Text sql=Name
+    deriving Show Eq
+|]
+
+-- Derive DataFrame instances
+$(derivePersistentDataFrame ''TestUser)
+$(derivePersistentDataFrame ''TestOrder)
+$(derivePersistentDataFrame ''Artist)
+
+-- Test fixture data
+testUsers :: [TestUser]
+testUsers =
+    [ TestUser "Alice" 25 True
+    , TestUser "Bob" 30 False
+    , TestUser "Charlie" 35 True
+    , TestUser "Diana" 28 True
+    ]
+
+-- Helper to run tests with temp database
+withTestDb :: ReaderT SqlBackend (NoLoggingT (ResourceT IO)) a -> IO a
+withTestDb action = withSystemTempFile "test.db" $ \dbPath handle -> do
+    -- Close the handle as we'll let sqlite manage it
+    hClose handle
+    runSqlite (T.pack dbPath) $ do
+        runMigration migrateAll
+        action
+
+-- Test loading entities to DataFrame
+testFromPersistent :: Test
+testFromPersistent = TestCase $ withTestDb $ do
+    -- Insert test data
+    userIds <- mapM insert testUsers
+
+    -- Load all users
+    df <- fromPersistent @TestUser []
+    liftIO $ do
+        -- Check row count
+        assertEqual "Row count" 4 (nRows df)
+
+        -- Check columns exist
+        let cols = DF.columnNames df
+        print cols
+        assertBool "Has id column" ("id" `elem` cols)
+        assertBool "Has name column" ("name" `elem` cols)
+        assertBool "Has age column" ("age" `elem` cols)
+        assertBool "Has active column" ("active" `elem` cols)
+
+        -- Check data values
+        let names = V.toList (DF.columnAsVector @Text "name" df)
+
+        assertEqual "Names match" ["Alice", "Bob", "Charlie", "Diana"] names
+
+testChinookFromPersistent :: Test
+testChinookFromPersistent = TestCase $ do
+    let dbPath = "./data/chinook.db"
+    runSqlite (T.pack dbPath) $ do
+        -- No migration necessary since the table already exists.
+        df <- fromPersistent @Artist []
+        liftIO $ do
+            assertEqual "Row count" 275 (nRows df)
+            let cols = DF.columnNames df
+            print cols
+            assertBool "Has id column" ("id" `elem` cols)
+            assertBool "Has name column" ("name" `elem` cols)
+            let names = V.toList (DF.columnAsVector @Text "name" (DF.take 5 df))
+
+            assertEqual
+                "Names match"
+                ["AC/DC", "Accept", "Aerosmith", "Alanis Morissette", "Alice In Chains"]
+                names
+
+-- Test loading with filters
+testFromPersistentWithFilters :: Test
+testFromPersistentWithFilters = TestCase $ withTestDb $ do
+    -- Insert test data
+    mapM_ insert testUsers
+
+    -- Load active users only
+    df <- fromPersistent @TestUser [TestUserActive ==. True]
+    liftIO $ do
+        assertEqual "Active users count" 3 (nRows df)
+
+        -- Check all loaded users are active
+        let activeFlags = V.toList $ DF.columnAsVector @Bool "active" df
+        assertBool "All active" (and activeFlags)
+
+-- Test custom configuration
+testCustomConfig :: Test
+testCustomConfig = TestCase $ withTestDb $ do
+    -- Insert test data
+    mapM_ insert testUsers
+
+    -- Load with custom config
+    let config =
+            defaultPersistentConfig
+                { pcIdColumnName = "user_id"
+                , pcBatchSize = 2
+                }
+    df <- fromPersistentWith @TestUser config []
+    liftIO $ do
+        -- Check custom ID column name
+        let cols = DF.columnNames df
+        print cols
+        assertBool "Has custom id column" ("user_id" `elem` cols)
+        assertBool "No default id column" ("id" `notElem` cols)
+
+-- Test without ID column
+testWithoutIdColumn :: Test
+testWithoutIdColumn = TestCase $ withTestDb $ do
+    -- Insert test data
+    mapM_ insert testUsers
+
+    -- Load without ID column
+    let config = defaultPersistentConfig{pcIncludeId = False}
+    df <- fromPersistentWith @TestUser config []
+    liftIO $ do
+        -- Check no ID column
+        let cols = DF.columnNames df
+        assertBool "No id column" ("id" `notElem` cols)
+        assertEqual "Column count" 3 (length cols)
+
+-- Test DataFrame operations on Persistent data
+testDataFrameOperations :: Test
+testDataFrameOperations = TestCase $ withTestDb $ do
+    -- Insert test data
+    mapM_ insert testUsers
+
+    -- Load and perform operations
+    df <- fromPersistent @TestUser []
+    liftIO $ do
+        -- Filter operation
+        let youngUsers = DF.filter @Int "age" (< 30) df
+        assertEqual "Young users count" 2 (nRows youngUsers)
+
+        -- Sort operation
+        let sorted = DF.sortBy DF.Ascending ["age"] df
+        let ages = V.toList $ DF.columnAsVector @Int "age" sorted
+        assertEqual "Ages sorted" [25, 28, 30, 35] ages
+
+        -- Derive column
+        let withAgeGroup =
+                DF.derive
+                    "age_group"
+                    ( F.ifThenElse
+                        (F.col @Int "age" `F.lt` F.lit 30)
+                        (F.lit @Text "young")
+                        (F.lit @Text "adult")
+                    )
+                    df
+        assertEqual "Has age_group column" 5 (length $ DF.columnNames withAgeGroup)
+
+-- Test with relationships
+testWithRelationships :: Test
+testWithRelationships = TestCase $ withTestDb $ do
+    -- Insert users and orders
+    userId1 <- insert $ TestUser "Alice" 25 True
+    userId2 <- insert $ TestUser "Bob" 30 False
+
+    let today = fromGregorian 2024 3 20
+    orderId1 <- insert $ TestOrder userId1 100.50 "completed" today
+    orderId2 <- insert $ TestOrder userId1 50.25 "pending" (addDays 1 today)
+    orderId3 <- insert $ TestOrder userId2 200.00 "completed" (addDays 2 today)
+
+    -- Load orders
+    ordersDF <- fromPersistent @TestOrder []
+    liftIO $ assertEqual "Order count" 3 (nRows ordersDF)
+
+    -- Load users
+    usersDF <- fromPersistent @TestUser []
+
+    -- TODO: Add join operations when available
+    liftIO $ assertEqual "User count" 2 (nRows usersDF)
+
+-- Test empty result set
+testEmptyResultSet :: Test
+testEmptyResultSet = TestCase $ withTestDb $ do
+    -- Don't insert any data
+    df <- fromPersistent @TestUser []
+    liftIO $ do
+        assertEqual "Empty DataFrame" 0 (nRows df)
+        -- Should still have column names
+        let cols = DF.columnNames df
+        assertBool "Has columns" (length cols > 0)
+
+-- Test persistFieldsToColumns function
+testPersistFieldsToColumns :: Test
+testPersistFieldsToColumns = TestCase $ do
+    let testUser = TestUser "Alice" 30 True
+        columns = persistFieldsToColumns testUser
+
+    -- Check that we got the expected number of columns (3 fields)
+    assertEqual "Column count" 3 (length columns)
+
+    -- Check column names
+    let columnNames = map fst columns
+    assertBool "Has name column" ("name" `elem` columnNames)
+    assertBool "Has age column" ("age" `elem` columnNames)
+    assertBool "Has active column" ("active" `elem` columnNames)
+
+    -- Check that each column has exactly one value (since we're testing a single record)
+    let nameCol = lookup "name" columns
+        ageCol = lookup "age" columns
+        activeCol = lookup "active" columns
+
+    case nameCol of
+        Just (SomeColumn vec) -> assertEqual "Name vector length" 1 (V.length vec)
+        Nothing -> assertFailure "Name column not found"
+
+    case ageCol of
+        Just (SomeColumn vec) -> assertEqual "Age vector length" 1 (V.length vec)
+        Nothing -> assertFailure "Age column not found"
+
+    case activeCol of
+        Just (SomeColumn vec) -> assertEqual "Active vector length" 1 (V.length vec)
+        Nothing -> assertFailure "Active column not found"
+
+-- All tests
+persistentTests :: Test
+persistentTests =
+    TestList
+        [ TestLabel "Load entities to DataFrame" testFromPersistent
+        , TestLabel "Load with filters" testFromPersistentWithFilters
+        , TestLabel "Custom configuration" testCustomConfig
+        , TestLabel "Without ID column" testWithoutIdColumn
+        , TestLabel "DataFrame operations" testDataFrameOperations
+        , TestLabel "With relationships" testWithRelationships
+        , TestLabel "Empty result set" testEmptyResultSet
+        , TestLabel "Test persistFieldsToColumns" testPersistFieldsToColumns
+        , TestLabel "Chinook: Reads first 10 rows" testChinookFromPersistent
+        ]
