diff --git a/src/Apache.Arrow/Memory/ExportedAllocationOwner.cs b/src/Apache.Arrow/Memory/ExportedAllocationOwner.cs
index 272841e6..54d92cf9 100644
--- a/src/Apache.Arrow/Memory/ExportedAllocationOwner.cs
+++ b/src/Apache.Arrow/Memory/ExportedAllocationOwner.cs
@@ -26,7 +26,6 @@ internal sealed class ExportedAllocationOwner : IDisposable
         private readonly List<IntPtr> _pointers = new List<IntPtr>();
         private readonly List<MemoryHandle> _handles = new List<MemoryHandle>();
         private readonly List<SharedMemoryHandle> _sharedHandles = new List<SharedMemoryHandle>();
-        private long _allocationSize;
         private long _referenceCount;
         private bool _disposed;
 
@@ -37,14 +36,12 @@ internal sealed class ExportedAllocationOwner : IDisposable
 
         public IntPtr Allocate(int size)
         {
-            GC.AddMemoryPressure(size);
             return Acquire(Marshal.AllocHGlobal(size), 0, size);
         }
 
         public IntPtr Acquire(IntPtr ptr, int offset, int length)
         {
             _pointers.Add(ptr);
-            _allocationSize += length;
             return ptr;
         }
 
@@ -103,7 +100,6 @@ public void Dispose()
                 _sharedHandles[i] = default;
             }
 
-            GC.RemoveMemoryPressure(_allocationSize);
             GC.SuppressFinalize(this);
             _disposed = true;
         }
diff --git a/src/Apache.Arrow/Memory/ImportedAllocationOwner.cs b/src/Apache.Arrow/Memory/ImportedAllocationOwner.cs
index b29135d5..9bccfa05 100644
--- a/src/Apache.Arrow/Memory/ImportedAllocationOwner.cs
+++ b/src/Apache.Arrow/Memory/ImportedAllocationOwner.cs
@@ -41,7 +41,6 @@ public IMemoryOwner<byte> AddMemory(IntPtr ptr, int offset, int length)
             if (length > 0)
             {
                 Interlocked.Add(ref _managedMemory, length);
-                GC.AddMemoryPressure(length);
             }
             return memory;
         }
@@ -55,10 +54,6 @@ public void Release()
         {
             if (Interlocked.Decrement(ref _referenceCount) == 0)
             {
-                if (_managedMemory > 0)
-                {
-                    GC.RemoveMemoryPressure(_managedMemory);
-                }
                 FinalRelease();
             }
         }
diff --git a/src/Apache.Arrow/Memory/MemoryPressureAllocationTracker.cs b/src/Apache.Arrow/Memory/MemoryPressureAllocationTracker.cs
index 4a556bd5..161d809c 100644
--- a/src/Apache.Arrow/Memory/MemoryPressureAllocationTracker.cs
+++ b/src/Apache.Arrow/Memory/MemoryPressureAllocationTracker.cs
@@ -20,7 +20,8 @@ namespace Apache.Arrow.Memory
     /// <summary>
     /// Allows control over the way native allocations interact with the GC.
     /// </summary>
-    public struct MemoryPressureAllocationTracker : INativeAllocationTracker
+    [Obsolete("Use NoOpAllocationTracker instead. See https://learn.microsoft.com/en-us/dotnet/api/system.gc.addmemorypressure?view=net-10.0#remarks for more information on why the GC memory pressure APIs are not always necessary.")]
+    public readonly struct MemoryPressureAllocationTracker : INativeAllocationTracker
     {
         public void Track(int count, long bytes)
         {
diff --git a/src/Apache.Arrow/Memory/NativeMemoryAllocator.cs b/src/Apache.Arrow/Memory/NativeMemoryAllocator.cs
index d1cbe526..888e12f2 100644
--- a/src/Apache.Arrow/Memory/NativeMemoryAllocator.cs
+++ b/src/Apache.Arrow/Memory/NativeMemoryAllocator.cs
@@ -31,7 +31,7 @@ protected override IMemoryOwner<byte> AllocateInternal(int length, out int bytes
             // TODO: Ensure memory is released if exception occurs.
 
             // TODO: Optimize storage overhead; native memory manager stores a pointer
-            // to allocated memory, offset, and the allocation size. 
+            // to allocated memory, offset, and the allocation size.
 
             // TODO: Should the allocation be moved to NativeMemory?
 
@@ -42,8 +42,6 @@ protected override IMemoryOwner<byte> AllocateInternal(int length, out int bytes
 
             bytesAllocated = (length + Alignment);
 
-            GC.AddMemoryPressure(bytesAllocated);
-
             // Ensure all allocated memory is zeroed.
             manager.Memory.Span.Fill(0);
 
@@ -55,7 +53,6 @@ private sealed class NativeAllocationOwner : INativeAllocationOwner
             public void Release(IntPtr ptr, int offset, int length)
             {
                 Marshal.FreeHGlobal(ptr);
-                GC.RemoveMemoryPressure(length + DefaultAlignment); // See https://github.com/apache/arrow-dotnet/issues/50
             }
         }
     }
diff --git a/src/Apache.Arrow/Memory/NoOpAllocationTracker.cs b/src/Apache.Arrow/Memory/NoOpAllocationTracker.cs
index 905846d7..bc55d26d 100644
--- a/src/Apache.Arrow/Memory/NoOpAllocationTracker.cs
+++ b/src/Apache.Arrow/Memory/NoOpAllocationTracker.cs
@@ -16,10 +16,9 @@
 namespace Apache.Arrow.Memory
 {
     /// <summary>
-    /// Avoid informing the GC about native allocations. Consider using for micro-benchmarks where
-    /// the impact of GC.AddMemoryPressure and GC.RemoveMemoryPressure can skew timing results.
+    /// Avoid informing the GC about native allocations.
     /// </summary>
-    public struct NoOpAllocationTracker : INativeAllocationTracker
+    public readonly struct NoOpAllocationTracker : INativeAllocationTracker
     {
         public void Track(int count, long bytes) { }
     }
diff --git a/test/Apache.Arrow.Tests/NativeBufferTests.cs b/test/Apache.Arrow.Tests/NativeBufferTests.cs
index 84d050cf..734a1290 100644
--- a/test/Apache.Arrow.Tests/NativeBufferTests.cs
+++ b/test/Apache.Arrow.Tests/NativeBufferTests.cs
@@ -158,7 +158,10 @@ public void MemoryPressureTrackerNotifiesGC()
             // Smoke test: just verify it doesn't throw.
             // We can't directly observe GC memory pressure, but we verify the
             // alloc/dealloc cycle completes without error.
+            // Test-only use of obsolete API.
+#pragma warning disable CS0618 // Type or member is obsolete
             var buf = new NativeBuffer<byte, MemoryPressureAllocationTracker>(1024);
+#pragma warning restore CS0618 // Type or member is obsolete
             buf.Span[0] = 0xFF;
             buf.Dispose();
         }