diff --git a/eng/Versions.props b/eng/Versions.props
index 902cc3dab3..d13d42aadc 100644
--- a/eng/Versions.props
+++ b/eng/Versions.props
@@ -30,7 +30,7 @@
     <SystemTextJsonVersion>6.0.1</SystemTextJsonVersion>
     <SystemThreadingChannelsVersion>4.7.1</SystemThreadingChannelsVersion>
     <!-- Other product dependencies -->
-    <ApacheArrowVersion>2.0.0</ApacheArrowVersion>
+    <ApacheArrowVersion>11.0.0</ApacheArrowVersion>
     <GoogleProtobufVersion>3.19.6</GoogleProtobufVersion>
     <LightGBMVersion>2.3.1</LightGBMVersion>
     <MicrosoftCodeAnalysisAnalyzersVersion>3.3.0</MicrosoftCodeAnalysisAnalyzersVersion>
diff --git a/src/Microsoft.Data.Analysis/DataFrame.Arrow.cs b/src/Microsoft.Data.Analysis/DataFrame.Arrow.cs
index 2938413459..270cfff63b 100644
--- a/src/Microsoft.Data.Analysis/DataFrame.Arrow.cs
+++ b/src/Microsoft.Data.Analysis/DataFrame.Arrow.cs
@@ -101,10 +101,18 @@ private static void AppendDataFrameColumnFromArrowArray(Field field, IArrowArray
                         AppendDataFrameColumnFromArrowArray(fieldsEnumerator.Current, structArrayEnumerator.Current, ret, field.Name + "_");
                     }
                     break;
-                case ArrowTypeId.Decimal:
+                case ArrowTypeId.Date64:
+                    Date64Array arrowDate64Array = (Date64Array)arrowArray;
+                    dataFrameColumn = new PrimitiveDataFrameColumn<DateTime>(fieldName, arrowDate64Array.Data.Length);
+                    for (int i = 0; i < arrowDate64Array.Data.Length; i++)
+                    {
+                        dataFrameColumn[i] = arrowDate64Array.GetDateTime(i);
+                    }
+                    break;
+                case ArrowTypeId.Decimal128:
+                case ArrowTypeId.Decimal256:
                 case ArrowTypeId.Binary:
                 case ArrowTypeId.Date32:
-                case ArrowTypeId.Date64:
                 case ArrowTypeId.Dictionary:
                 case ArrowTypeId.FixedSizedBinary:
                 case ArrowTypeId.HalfFloat:
@@ -114,6 +122,7 @@ private static void AppendDataFrameColumnFromArrowArray(Field field, IArrowArray
                 case ArrowTypeId.Null:
                 case ArrowTypeId.Time32:
                 case ArrowTypeId.Time64:
+                case ArrowTypeId.Timestamp:
                 default:
                     throw new NotImplementedException($"{fieldType.Name}");
             }
@@ -145,7 +154,7 @@ public static DataFrame FromArrowRecordBatch(RecordBatch recordBatch)
         }
 
         /// <summary>
-        /// Returns an <see cref="IEnumerable{RecordBatch}"/> without copying data
+        /// Returns an <see cref="IEnumerable{RecordBatch}"/> mostly without copying data
         /// </summary>
         public IEnumerable<RecordBatch> ToArrowRecordBatches()
         {
diff --git a/src/Microsoft.Data.Analysis/DataFrame.Join.cs b/src/Microsoft.Data.Analysis/DataFrame.Join.cs
index 2109573c38..8e4029ffd3 100644
--- a/src/Microsoft.Data.Analysis/DataFrame.Join.cs
+++ b/src/Microsoft.Data.Analysis/DataFrame.Join.cs
@@ -30,7 +30,7 @@ private void SetSuffixForDuplicatedColumnNames(DataFrame dataFrame, DataFrameCol
             {
                 // Pre-existing column. Change name
                 DataFrameColumn existingColumn = dataFrame.Columns[index];
-                dataFrame._columnCollection.SetColumnName(existingColumn, existingColumn.Name + leftSuffix);
+                existingColumn.SetName(existingColumn.Name + leftSuffix);
                 column.SetName(column.Name + rightSuffix);
                 index = dataFrame._columnCollection.IndexOf(column.Name);
             }
diff --git a/src/Microsoft.Data.Analysis/DataFrame.cs b/src/Microsoft.Data.Analysis/DataFrame.cs
index 20d42bb9f7..25a8cbbfbc 100644
--- a/src/Microsoft.Data.Analysis/DataFrame.cs
+++ b/src/Microsoft.Data.Analysis/DataFrame.cs
@@ -301,7 +301,7 @@ public DataFrame AddPrefix(string prefix, bool inPlace = false)
             for (int i = 0; i < df.Columns.Count; i++)
             {
                 DataFrameColumn column = df.Columns[i];
-                df._columnCollection.SetColumnName(column, prefix + column.Name);
+                column.SetName(prefix + column.Name);
                 df.OnColumnsChanged();
             }
             return df;
@@ -316,7 +316,7 @@ public DataFrame AddSuffix(string suffix, bool inPlace = false)
             for (int i = 0; i < df.Columns.Count; i++)
             {
                 DataFrameColumn column = df.Columns[i];
-                df._columnCollection.SetColumnName(column, column.Name + suffix);
+                column.SetName(column.Name + suffix);
                 df.OnColumnsChanged();
             }
             return df;
diff --git a/src/Microsoft.Data.Analysis/DataFrameColumn.cs b/src/Microsoft.Data.Analysis/DataFrameColumn.cs
index 3a2f97f817..1b55b92d8f 100644
--- a/src/Microsoft.Data.Analysis/DataFrameColumn.cs
+++ b/src/Microsoft.Data.Analysis/DataFrameColumn.cs
@@ -84,6 +84,26 @@ protected set
             }
         }
 
+        // List of ColumnCollections that owns the column
+        // Current API allows column to be added into multiple dataframes, that's why the list is needed
+        private readonly List<DataFrameColumnCollection> _ownerColumnCollections = new();
+
+        internal void AddOwner(DataFrameColumnCollection columCollection)
+        {
+            if (!_ownerColumnCollections.Contains(columCollection))
+            {
+                _ownerColumnCollections.Add(columCollection);
+            }
+        }
+
+        internal void RemoveOwner(DataFrameColumnCollection columCollection)
+        {
+            if (_ownerColumnCollections.Contains(columCollection))
+            {
+                _ownerColumnCollections.Remove(columCollection);
+            }
+        }
+
         /// <summary>
         /// The number of <see langword="null" /> values in this column.
         /// </summary>
@@ -95,24 +115,30 @@ public abstract long NullCount
         private string _name;
 
         /// <summary>
-        /// The name of this column.
+        /// The column name.
         /// </summary>
         public string Name => _name;
 
         /// <summary>
-        /// Updates the name of this column.
+        /// Updates the column name.
         /// </summary>
         /// <param name="newName">The new name.</param>
-        /// <param name="dataFrame">If passed in, update the column name in <see cref="DataFrame.Columns"/></param>
-        public void SetName(string newName, DataFrame dataFrame = null)
+        public void SetName(string newName)
         {
-            if (!(dataFrame is null))
-            {
-                dataFrame.Columns.SetColumnName(this, newName);
-            }
+            foreach (var owner in _ownerColumnCollections)
+                owner.UpdateColumnNameMetadata(this, newName);
+
             _name = newName;
         }
 
+        /// <summary>
+        /// Updates the name of this column.
+        /// </summary>
+        /// <param name="newName">The new name.</param>
+        /// <param name="dataFrame">Ignored (for backward compatibility)</param>
+        [Obsolete]
+        public void SetName(string newName, DataFrame dataFrame) => SetName(newName);
+
         /// <summary>
         /// The type of data this column holds.
         /// </summary>
diff --git a/src/Microsoft.Data.Analysis/DataFrameColumnCollection.cs b/src/Microsoft.Data.Analysis/DataFrameColumnCollection.cs
index 1fae1168c7..13c363660c 100644
--- a/src/Microsoft.Data.Analysis/DataFrameColumnCollection.cs
+++ b/src/Microsoft.Data.Analysis/DataFrameColumnCollection.cs
@@ -1,4 +1,4 @@
-// Licensed to the .NET Foundation under one or more agreements.
+// Licensed to the .NET Foundation under one or more agreements.
 // The .NET Foundation licenses this file to you under the MIT license.
 // See the LICENSE file in the project root for more information.
 
@@ -38,11 +38,23 @@ internal IReadOnlyList<string> GetColumnNames()
             return ret;
         }
 
+        public void RenameColumn(string currentName, string newName)
+        {
+            var column = this[currentName];
+            column.SetName(newName);
+        }
+
+        [Obsolete]
         public void SetColumnName(DataFrameColumn column, string newName)
+        {
+            column.SetName(newName);
+        }
+
+        //Updates column's metadata (is used as a callback from Column class)
+        internal void UpdateColumnNameMetadata(DataFrameColumn column, string newName)
         {
             string currentName = column.Name;
             int currentIndex = _columnNameToIndexDictionary[currentName];
-            column.SetName(newName);
             _columnNameToIndexDictionary.Remove(currentName);
             _columnNameToIndexDictionary.Add(newName, currentIndex);
             ColumnsChanged?.Invoke();
@@ -66,7 +78,7 @@ protected override void InsertItem(int columnIndex, DataFrameColumn column)
             }
             else if (column.Length != RowCount)
             {
-                //check all columns in the dataframe have the same length (amount of rows)
+                //check all columns in the dataframe have the same lenght (amount of rows)
                 throw new ArgumentException(Strings.MismatchedColumnLengths, nameof(column));
             }
 
@@ -75,7 +87,7 @@ protected override void InsertItem(int columnIndex, DataFrameColumn column)
                 throw new ArgumentException(string.Format(Strings.DuplicateColumnName, column.Name), nameof(column));
             }
 
-            RowCount = column.Length;
+            column.AddOwner(this);
 
             _columnNameToIndexDictionary[column.Name] = columnIndex;
             for (int i = columnIndex + 1; i < Count; i++)
@@ -100,7 +112,10 @@ protected override void SetItem(int columnIndex, DataFrameColumn column)
             }
             _columnNameToIndexDictionary.Remove(this[columnIndex].Name);
             _columnNameToIndexDictionary[column.Name] = columnIndex;
+
+            this[columnIndex].RemoveOwner(this);
             base.SetItem(columnIndex, column);
+
             ColumnsChanged?.Invoke();
         }
 
@@ -111,6 +126,8 @@ protected override void RemoveItem(int columnIndex)
             {
                 _columnNameToIndexDictionary[this[i].Name]--;
             }
+
+            this[columnIndex].RemoveOwner(this);
             base.RemoveItem(columnIndex);
 
             //Reset RowCount if the last column was removed and dataframe is empty
@@ -204,10 +221,10 @@ public PrimitiveDataFrameColumn<T> GetPrimitiveColumn<T>(string name)
         }
 
         /// <summary>
-        /// Gets the <see cref="PrimitiveDataFrameColumn{DateTime}"/> with the specified <paramref name="name"/>.
+        /// Gets the <see cref="PrimitiveDataFrameColumn{T}"/> with the specified <paramref name="name"/>.
         /// </summary>
         /// <param name="name">The name of the column</param>
-        /// <returns><see cref="PrimitiveDataFrameColumn{DateTime}"/>.</returns>
+        /// <returns><see cref="PrimitiveDataFrameColumn{T}"/>.</returns>
         /// <exception cref="ArgumentException">A column named <paramref name="name"/> cannot be found, or if the column's type doesn't match.</exception>
         public PrimitiveDataFrameColumn<DateTime> GetDateTimeColumn(string name)
         {
diff --git a/src/Microsoft.Data.Analysis/PrimitiveColumnContainer.cs b/src/Microsoft.Data.Analysis/PrimitiveColumnContainer.cs
index 92996b136b..d65255d5be 100644
--- a/src/Microsoft.Data.Analysis/PrimitiveColumnContainer.cs
+++ b/src/Microsoft.Data.Analysis/PrimitiveColumnContainer.cs
@@ -374,18 +374,6 @@ internal int MaxRecordBatchLength(long startIndex)
             return Buffers[arrayIndex].Length - (int)startIndex;
         }
 
-        internal ReadOnlyMemory<byte> GetValueBuffer(long startIndex)
-        {
-            int arrayIndex = GetArrayContainingRowIndex(startIndex);
-            return Buffers[arrayIndex].ReadOnlyBuffer;
-        }
-
-        internal ReadOnlyMemory<byte> GetNullBuffer(long startIndex)
-        {
-            int arrayIndex = GetArrayContainingRowIndex(startIndex);
-            return NullBitMapBuffers[arrayIndex].ReadOnlyBuffer;
-        }
-
         public IReadOnlyList<T?> this[long startIndex, int length]
         {
             get
diff --git a/src/Microsoft.Data.Analysis/PrimitiveDataFrameColumn.cs b/src/Microsoft.Data.Analysis/PrimitiveDataFrameColumn.cs
index 152a6247dc..0fe7820fe2 100644
--- a/src/Microsoft.Data.Analysis/PrimitiveDataFrameColumn.cs
+++ b/src/Microsoft.Data.Analysis/PrimitiveDataFrameColumn.cs
@@ -7,6 +7,7 @@
 using System.Collections.Generic;
 using System.Diagnostics;
 using System.Runtime.CompilerServices;
+using System.Runtime.InteropServices;
 using Apache.Arrow;
 using Apache.Arrow.Types;
 using Microsoft.ML;
@@ -104,6 +105,8 @@ private IArrowType GetArrowType()
                 return UInt64Type.Default;
             else if (typeof(T) == typeof(ushort))
                 return UInt16Type.Default;
+            else if (typeof(T) == typeof(DateTime))
+                return Date64Type.Default;
             else
                 throw new NotImplementedException(nameof(T));
         }
@@ -127,36 +130,64 @@ protected internal override Apache.Arrow.Array ToArrowArray(long startIndex, int
         {
             int arrayIndex = numberOfRows == 0 ? 0 : _columnContainer.GetArrayContainingRowIndex(startIndex);
             int offset = (int)(startIndex - arrayIndex * ReadOnlyDataFrameBuffer<T>.MaxCapacity);
+
             if (numberOfRows != 0 && numberOfRows > _columnContainer.Buffers[arrayIndex].Length - offset)
             {
                 throw new ArgumentException(Strings.SpansMultipleBuffers, nameof(numberOfRows));
             }
-            ArrowBuffer valueBuffer = numberOfRows == 0 ? ArrowBuffer.Empty : new ArrowBuffer(_columnContainer.GetValueBuffer(startIndex));
-            ArrowBuffer nullBuffer = numberOfRows == 0 ? ArrowBuffer.Empty : new ArrowBuffer(_columnContainer.GetNullBuffer(startIndex));
+
             int nullCount = GetNullCount(startIndex, numberOfRows);
+
+            //DateTime requires convertion
+            if (this.DataType == typeof(DateTime))
+            {
+                if (numberOfRows == 0)
+                    return new Date64Array(ArrowBuffer.Empty, ArrowBuffer.Empty, numberOfRows, nullCount, offset);
+
+                ReadOnlyDataFrameBuffer<T> valueBuffer = (numberOfRows == 0) ? null : _columnContainer.Buffers[arrayIndex];
+                ReadOnlyDataFrameBuffer<byte> nullBuffer = (numberOfRows == 0) ? null : _columnContainer.NullBitMapBuffers[arrayIndex];
+
+                ReadOnlySpan<DateTime> valueSpan = MemoryMarshal.Cast<T, DateTime>(valueBuffer.ReadOnlySpan);
+                Date64Array.Builder builder = new Date64Array.Builder().Reserve(valueBuffer.Length);
+
+                for (int i = 0; i < valueBuffer.Length; i++)
+                {
+                    if (BitUtility.GetBit(nullBuffer.ReadOnlySpan, i))
+                        builder.Append(valueSpan[i]);
+                    else
+                        builder.AppendNull();
+                }
+
+                return builder.Build();
+            }
+
+            //No convertion
+            ArrowBuffer arrowValueBuffer = numberOfRows == 0 ? ArrowBuffer.Empty : new ArrowBuffer(_columnContainer.Buffers[arrayIndex].ReadOnlyBuffer);
+            ArrowBuffer arrowNullBuffer = numberOfRows == 0 ? ArrowBuffer.Empty : new ArrowBuffer(_columnContainer.NullBitMapBuffers[arrayIndex].ReadOnlyBuffer);
+
             Type type = this.DataType;
             if (type == typeof(bool))
-                return new BooleanArray(valueBuffer, nullBuffer, numberOfRows, nullCount, offset);
+                return new BooleanArray(arrowValueBuffer, arrowNullBuffer, numberOfRows, nullCount, offset);
             else if (type == typeof(double))
-                return new DoubleArray(valueBuffer, nullBuffer, numberOfRows, nullCount, offset);
+                return new DoubleArray(arrowValueBuffer, arrowNullBuffer, numberOfRows, nullCount, offset);
             else if (type == typeof(float))
-                return new FloatArray(valueBuffer, nullBuffer, numberOfRows, nullCount, offset);
+                return new FloatArray(arrowValueBuffer, arrowNullBuffer, numberOfRows, nullCount, offset);
             else if (type == typeof(int))
-                return new Int32Array(valueBuffer, nullBuffer, numberOfRows, nullCount, offset);
+                return new Int32Array(arrowValueBuffer, arrowNullBuffer, numberOfRows, nullCount, offset);
             else if (type == typeof(long))
-                return new Int64Array(valueBuffer, nullBuffer, numberOfRows, nullCount, offset);
+                return new Int64Array(arrowValueBuffer, arrowNullBuffer, numberOfRows, nullCount, offset);
             else if (type == typeof(sbyte))
-                return new Int8Array(valueBuffer, nullBuffer, numberOfRows, nullCount, offset);
+                return new Int8Array(arrowValueBuffer, arrowNullBuffer, numberOfRows, nullCount, offset);
             else if (type == typeof(short))
-                return new Int16Array(valueBuffer, nullBuffer, numberOfRows, nullCount, offset);
+                return new Int16Array(arrowValueBuffer, arrowNullBuffer, numberOfRows, nullCount, offset);
             else if (type == typeof(uint))
-                return new UInt32Array(valueBuffer, nullBuffer, numberOfRows, nullCount, offset);
+                return new UInt32Array(arrowValueBuffer, arrowNullBuffer, numberOfRows, nullCount, offset);
             else if (type == typeof(ulong))
-                return new UInt64Array(valueBuffer, nullBuffer, numberOfRows, nullCount, offset);
+                return new UInt64Array(arrowValueBuffer, arrowNullBuffer, numberOfRows, nullCount, offset);
             else if (type == typeof(ushort))
-                return new UInt16Array(valueBuffer, nullBuffer, numberOfRows, nullCount, offset);
+                return new UInt16Array(arrowValueBuffer, arrowNullBuffer, numberOfRows, nullCount, offset);
             else if (type == typeof(byte))
-                return new UInt8Array(valueBuffer, nullBuffer, numberOfRows, nullCount, offset);
+                return new UInt8Array(arrowValueBuffer, arrowNullBuffer, numberOfRows, nullCount, offset);
             else
                 throw new NotImplementedException(type.ToString());
         }
diff --git a/test/Microsoft.Data.Analysis.Tests/ArrowIntegrationTests.cs b/test/Microsoft.Data.Analysis.Tests/ArrowIntegrationTests.cs
index dacf43a8db..185ab835bb 100644
--- a/test/Microsoft.Data.Analysis.Tests/ArrowIntegrationTests.cs
+++ b/test/Microsoft.Data.Analysis.Tests/ArrowIntegrationTests.cs
@@ -48,6 +48,7 @@ public void TestArrowIntegration()
                 .Append("ULongColumn", false, new UInt64Array.Builder().AppendRange(Enumerable.Repeat((ulong)1, 10)).Build())
                 .Append("ByteColumn", false, new Int8Array.Builder().AppendRange(Enumerable.Repeat((sbyte)1, 10)).Build())
                 .Append("UByteColumn", false, new UInt8Array.Builder().AppendRange(Enumerable.Repeat((byte)1, 10)).Build())
+                .Append("Date64Column", false, new Date64Array.Builder().AppendRange(Enumerable.Repeat(DateTime.Now, 10)).Build())
                 .Build();
 
             DataFrame df = DataFrame.FromArrowRecordBatch(originalBatch);
diff --git a/test/Microsoft.Data.Analysis.Tests/DataFrameTests.cs b/test/Microsoft.Data.Analysis.Tests/DataFrameTests.cs
index 086f5101b2..ff7856e984 100644
--- a/test/Microsoft.Data.Analysis.Tests/DataFrameTests.cs
+++ b/test/Microsoft.Data.Analysis.Tests/DataFrameTests.cs
@@ -1,4 +1,4 @@
-// Licensed to the .NET Foundation under one or more agreements.
+// Licensed to the .NET Foundation under one or more agreements.
 // The .NET Foundation licenses this file to you under the MIT license.
 // See the LICENSE file in the project root for more information.
 
@@ -388,6 +388,44 @@ public void ClearColumnsTests()
             Assert.Equal(0, dataFrame.Columns.LongCount());
         }
 
+        [Fact]
+        public void RenameColumnWithSetNameTests()
+        {
+            StringDataFrameColumn city = new StringDataFrameColumn("City", new string[] { "London", "Berlin" });
+            PrimitiveDataFrameColumn<int> temp = new PrimitiveDataFrameColumn<int>("Temperature", new int[] { 12, 13 });
+
+            DataFrame dataframe = new DataFrame(city, temp);
+
+            // Change the name of the column:
+            dataframe["City"].SetName("Town");
+            var renamedColumn = dataframe["Town"];
+
+            Assert.Throws<ArgumentException>(() => dataframe["City"]);
+
+            Assert.NotNull(renamedColumn);
+            Assert.Equal("Town", renamedColumn.Name);
+            Assert.True(ReferenceEquals(city, renamedColumn));
+        }
+
+        [Fact]
+        public void RenameColumnWithRenameColumnTests()
+        {
+            StringDataFrameColumn city = new StringDataFrameColumn("City", new string[] { "London", "Berlin" });
+            PrimitiveDataFrameColumn<int> temp = new PrimitiveDataFrameColumn<int>("Temperature", new int[] { 12, 13 });
+
+            DataFrame dataframe = new DataFrame(city, temp);
+
+            // Change the name of the column:
+            dataframe.Columns.RenameColumn("City", "Town");
+            var renamedColumn = dataframe["Town"];
+
+            Assert.Throws<ArgumentException>(() => dataframe["City"]);
+
+            Assert.NotNull(renamedColumn);
+            Assert.Equal("Town", renamedColumn.Name);
+            Assert.True(ReferenceEquals(city, renamedColumn));
+        }
+
         [Fact]
         public void TestBinaryOperations()
         {
diff --git a/test/Microsoft.Data.Analysis.Tests/Microsoft.Data.Analysis.Tests.csproj b/test/Microsoft.Data.Analysis.Tests/Microsoft.Data.Analysis.Tests.csproj
index cb9461bb50..c1dd6a4f0c 100644
--- a/test/Microsoft.Data.Analysis.Tests/Microsoft.Data.Analysis.Tests.csproj
+++ b/test/Microsoft.Data.Analysis.Tests/Microsoft.Data.Analysis.Tests.csproj
@@ -9,7 +9,6 @@
     <ItemGroup>
         <ProjectReference Include="..\..\src\Microsoft.Data.Analysis\Microsoft.Data.Analysis.csproj" />
         <ProjectReference Include="..\..\src\Microsoft.ML.Data\Microsoft.ML.Data.csproj" />
-        <ProjectReference Include="..\..\src\Microsoft.ML\Microsoft.ML.csproj" />
         <ProjectReference Include="..\Microsoft.ML.TestFrameworkCommon\Microsoft.ML.TestFrameworkCommon.csproj" />
         <ProjectReference Include="..\Microsoft.ML.TestFramework\Microsoft.ML.TestFramework.csproj" />
         <Compile Include="..\..\src\Microsoft.Data.Analysis\TextFieldParser.cs" />