diff --git a/libraries/src/AWS.Lambda.Powertools.Metrics/IMetrics.cs b/libraries/src/AWS.Lambda.Powertools.Metrics/IMetrics.cs
index d49c9b99..bf6ebac1 100644
--- a/libraries/src/AWS.Lambda.Powertools.Metrics/IMetrics.cs
+++ b/libraries/src/AWS.Lambda.Powertools.Metrics/IMetrics.cs
@@ -119,4 +119,10 @@ void PushSingleMetric(string name, double value, MetricUnit unit, string nameSpa
     /// </summary>
     /// <param name="context"></param>
     void CaptureColdStartMetric(ILambdaContext context);
+    
+    /// <summary>
+    ///     Adds multiple dimensions at once.
+    /// </summary>
+    /// <param name="dimensions">Array of key-value tuples representing dimensions.</param>
+    void AddDimensions(params (string key, string value)[] dimensions);
 }
\ No newline at end of file
diff --git a/libraries/src/AWS.Lambda.Powertools.Metrics/Metrics.cs b/libraries/src/AWS.Lambda.Powertools.Metrics/Metrics.cs
index d66f0fa0..b78630d3 100644
--- a/libraries/src/AWS.Lambda.Powertools.Metrics/Metrics.cs
+++ b/libraries/src/AWS.Lambda.Powertools.Metrics/Metrics.cs
@@ -317,7 +317,7 @@ void IMetrics.ClearDefaultDimensions()
     }
 
     /// <inheritdoc />
-    public void SetService(string service)
+    void IMetrics.SetService(string service)
     {
         // this needs to check if service is set through code or env variables
         // the default value service_undefined has to be ignored and return null so it is not added as default   
@@ -433,6 +433,15 @@ public static void SetNamespace(string nameSpace)
     {
         Instance.SetNamespace(nameSpace);
     }
+    
+    /// <summary>
+    ///     Sets the service name for the metrics.
+    /// </summary>
+    /// <param name="service">The service name.</param>
+    public static void SetService(string service)
+    {
+        Instance.SetService(service);
+    }
 
     /// <summary>
     ///     Retrieves namespace identifier.
@@ -576,6 +585,55 @@ void IMetrics.CaptureColdStartMetric(ILambdaContext context)
             dimensions
         );
     }
+    
+    /// <inheritdoc />
+    void IMetrics.AddDimensions(params (string key, string value)[] dimensions)
+    {
+        if (dimensions == null || dimensions.Length == 0)
+            return;
+
+        // Validate all dimensions first
+        foreach (var (key, value) in dimensions)
+        {
+            if (string.IsNullOrWhiteSpace(key))
+                throw new ArgumentNullException(nameof(dimensions),
+                    "'AddDimensions' method requires valid dimension keys. 'Null' or empty values are not allowed.");
+
+            if (string.IsNullOrWhiteSpace(value))
+                throw new ArgumentNullException(nameof(dimensions),
+                    "'AddDimensions' method requires valid dimension values. 'Null' or empty values are not allowed.");
+        }
+
+        // Create a new dimension set with all dimensions
+        var dimensionSet = new DimensionSet(dimensions[0].key, dimensions[0].value);
+    
+        // Add remaining dimensions to the same set
+        for (var i = 1; i < dimensions.Length; i++)
+        {
+            dimensionSet.Dimensions.Add(dimensions[i].key, dimensions[i].value);
+        }
+
+        // Add the dimensionSet to a list and pass it to AddDimensions
+        _context.AddDimensions([dimensionSet]);
+    }
+    
+    /// <summary>
+    ///     Adds multiple dimensions at once.
+    /// </summary>
+    /// <param name="dimensions">Array of key-value tuples representing dimensions.</param>
+    public static void AddDimensions(params (string key, string value)[] dimensions)
+    {
+        Instance.AddDimensions(dimensions);
+    }
+    
+    /// <summary>
+    ///     Flushes the metrics.
+    /// </summary>
+    /// <param name="metricsOverflow">If set to <c>true</c>, indicates a metrics overflow.</param>
+    public static void Flush(bool metricsOverflow = false)
+    {
+        Instance.Flush(metricsOverflow);
+    }
 
     /// <summary>
     ///     Helper method for testing purposes. Clears static instance between test execution
diff --git a/libraries/src/AWS.Lambda.Powertools.Metrics/Model/Metadata.cs b/libraries/src/AWS.Lambda.Powertools.Metrics/Model/Metadata.cs
index 2119dd93..c66596a4 100644
--- a/libraries/src/AWS.Lambda.Powertools.Metrics/Model/Metadata.cs
+++ b/libraries/src/AWS.Lambda.Powertools.Metrics/Model/Metadata.cs
@@ -129,10 +129,19 @@ internal string GetService()
     ///     Adds new Dimension
     /// </summary>
     /// <param name="dimension">Dimension to add</param>
-    internal void AddDimensionSet(DimensionSet dimension)
+    internal void AddDimension(DimensionSet dimension)
     {
         _metricDirective.AddDimension(dimension);
     }
+    
+    /// <summary>
+    ///     Adds new List of Dimensions
+    /// </summary>
+    /// <param name="dimension">Dimensions to add</param>
+    internal void AddDimensionSet(List<DimensionSet> dimension)
+    {
+        _metricDirective.AddDimensionSet(dimension);
+    }
 
     /// <summary>
     ///     Sets default dimensions list
diff --git a/libraries/src/AWS.Lambda.Powertools.Metrics/Model/MetricDirective.cs b/libraries/src/AWS.Lambda.Powertools.Metrics/Model/MetricDirective.cs
index 9047dca0..0d300d5e 100644
--- a/libraries/src/AWS.Lambda.Powertools.Metrics/Model/MetricDirective.cs
+++ b/libraries/src/AWS.Lambda.Powertools.Metrics/Model/MetricDirective.cs
@@ -109,22 +109,35 @@ public List<List<string>> AllDimensionKeys
     {
         get
         {
-            var defaultKeys = DefaultDimensions
-                .Where(d => d.DimensionKeys.Any())
-                .SelectMany(s => s.DimensionKeys)
-                .ToList();
+            var result = new List<List<string>>();
+            var allDimKeys = new List<string>();
 
-            var keys = Dimensions
-                .Where(d => d.DimensionKeys.Any())
-                .SelectMany(s => s.DimensionKeys)
-                .ToList();
+            // Add default dimensions keys
+            if (DefaultDimensions.Any())
+            {
+                foreach (var dimensionSet in DefaultDimensions)
+                {
+                    foreach (var key in dimensionSet.DimensionKeys.Where(key => !allDimKeys.Contains(key)))
+                    {
+                        allDimKeys.Add(key);
+                    }
+                }
+            }
 
-            defaultKeys.AddRange(keys);
+            // Add all regular dimensions to the same array
+            foreach (var dimensionSet in Dimensions)
+            {
+                foreach (var key in dimensionSet.DimensionKeys.Where(key => !allDimKeys.Contains(key)))
+                {
+                    allDimKeys.Add(key);
+                }
+            }
 
-            if (defaultKeys.Count == 0) defaultKeys = new List<string>();
+            // Add non-empty dimension arrays
+            // When no dimensions exist, add an empty array
+            result.Add(allDimKeys.Any() ? allDimKeys : []);
 
-            // Wrap the list of strings in another list
-            return new List<List<string>> { defaultKeys };
+            return result;
         }
     }
     
@@ -192,19 +205,37 @@ internal void SetService(string service)
     /// <exception cref="System.ArgumentOutOfRangeException">Dimensions - Cannot add more than 9 dimensions at the same time.</exception>
     internal void AddDimension(DimensionSet dimension)
     {
-        if (Dimensions.Count < PowertoolsConfigurations.MaxDimensions)
+        // Check if we already have any dimensions
+        if (Dimensions.Count > 0)
         {
-            var matchingKeys = AllDimensionKeys.Where(x => x.Contains(dimension.DimensionKeys[0]));
-            if (!matchingKeys.Any())
-                Dimensions.Add(dimension);
-            else
-                Console.WriteLine(
-                    $"##WARNING##: Failed to Add dimension '{dimension.DimensionKeys[0]}'. Dimension already exists.");
+            // Get the first dimension set where we now store all dimensions
+            var firstDimensionSet = Dimensions[0];
+        
+            // Check the actual dimension count inside the first dimension set
+            if (firstDimensionSet.Dimensions.Count >= PowertoolsConfigurations.MaxDimensions)
+            {
+                throw new ArgumentOutOfRangeException(nameof(dimension),
+                    $"Cannot add more than {PowertoolsConfigurations.MaxDimensions} dimensions at the same time.");
+            }
+
+            // Add to the first dimension set instead of creating a new one
+            foreach (var pair in dimension.Dimensions)
+            {
+                if (!firstDimensionSet.Dimensions.ContainsKey(pair.Key))
+                {
+                    firstDimensionSet.Dimensions.Add(pair.Key, pair.Value);
+                }
+                else
+                {
+                    Console.WriteLine(
+                        $"##WARNING##: Failed to Add dimension '{pair.Key}'. Dimension already exists.");
+                }
+            }
         }
         else
         {
-            throw new ArgumentOutOfRangeException(nameof(Dimensions),
-                $"Cannot add more than {PowertoolsConfigurations.MaxDimensions} dimensions at the same time.");
+            // No dimensions yet, add the new one
+            Dimensions.Add(dimension);
         }
     }
 
@@ -228,18 +259,44 @@ internal void SetDefaultDimensions(List<DimensionSet> defaultDimensions)
     /// <returns>Dictionary with dimension and default dimension list appended</returns>
     internal Dictionary<string, string> ExpandAllDimensionSets()
     {
+        // if a key appears multiple times, the last value will be the one that's used in the output.
         var dimensions = new Dictionary<string, string>();
 
         foreach (var dimensionSet in DefaultDimensions)
         foreach (var (key, value) in dimensionSet.Dimensions)
-            dimensions.TryAdd(key, value);
+            dimensions[key] = value;
 
         foreach (var dimensionSet in Dimensions)
         foreach (var (key, value) in dimensionSet.Dimensions)
-            dimensions.TryAdd(key, value);
+            dimensions[key] = value;
 
         return dimensions;
     }
+    
+    /// <summary>
+    ///     Adds multiple dimensions as a complete dimension set to memory.
+    /// </summary>
+    /// <param name="dimensionSets">List of dimension sets to add</param>
+    internal void AddDimensionSet(List<DimensionSet> dimensionSets)
+    {
+        if (dimensionSets == null || !dimensionSets.Any())
+            return;
+
+        if (Dimensions.Count + dimensionSets.Count <= PowertoolsConfigurations.MaxDimensions)
+        {
+            // Simply add the dimension sets without checking for existing keys
+            // This ensures dimensions added together stay together
+            foreach (var dimensionSet in dimensionSets.Where(dimensionSet => dimensionSet.DimensionKeys.Any()))
+            {
+                Dimensions.Add(dimensionSet);
+            }
+        }
+        else
+        {
+            throw new ArgumentOutOfRangeException(nameof(Dimensions),
+                $"Cannot add more than {PowertoolsConfigurations.MaxDimensions} dimensions at the same time.");
+        }
+    }
 
     /// <summary>
     ///     Clears both default dimensions and dimensions lists
diff --git a/libraries/src/AWS.Lambda.Powertools.Metrics/Model/MetricsContext.cs b/libraries/src/AWS.Lambda.Powertools.Metrics/Model/MetricsContext.cs
index 759cdb9e..d43d059b 100644
--- a/libraries/src/AWS.Lambda.Powertools.Metrics/Model/MetricsContext.cs
+++ b/libraries/src/AWS.Lambda.Powertools.Metrics/Model/MetricsContext.cs
@@ -132,7 +132,7 @@ internal string GetService()
     /// <param name="value">Dimension value</param>
     public void AddDimension(string key, string value)
     {
-        _rootNode.AWS.AddDimensionSet(new DimensionSet(key, value));
+        _rootNode.AWS.AddDimension(new DimensionSet(key, value));
     }
 
     /// <summary>
@@ -141,10 +141,8 @@ public void AddDimension(string key, string value)
     /// <param name="dimensions">List of dimensions</param>
     public void AddDimensions(List<DimensionSet> dimensions)
     {
-        foreach (var dimension in dimensions)
-        {
-            _rootNode.AWS.AddDimensionSet(dimension);
-        }
+        // Call the AddDimensionSet method on the MetricDirective to add as a set
+        _rootNode.AWS.AddDimensionSet(dimensions);
     }
 
     /// <summary>
diff --git a/libraries/tests/AWS.Lambda.Powertools.Metrics.Tests/EMFValidationTests.cs b/libraries/tests/AWS.Lambda.Powertools.Metrics.Tests/EMFValidationTests.cs
index 7d0a3e4a..41ef01f0 100644
--- a/libraries/tests/AWS.Lambda.Powertools.Metrics.Tests/EMFValidationTests.cs
+++ b/libraries/tests/AWS.Lambda.Powertools.Metrics.Tests/EMFValidationTests.cs
@@ -110,7 +110,7 @@ public void WhenMaxDataPointsAreAddedToTheSameMetric_FlushAutomatically()
 
         [Trait("Category", "EMFLimits")]
         [Fact]
-        public void WhenMoreThan9DimensionsAdded_ThrowArgumentOutOfRangeException()
+        public void WhenMoreThan29DimensionsAdded_ThrowArgumentOutOfRangeException()
         {
             // Act
             var act = () => { _handler.MaxDimensions(29); };
@@ -400,6 +400,96 @@ public async Task WhenMetricsAsyncRaceConditionItemSameKeyExists_ValidateLock()
                 "{\"Namespace\":\"dotnet-powertools-test\",\"Metrics\":[{\"Name\":\"Metric Name\",\"Unit\":\"Count\"}],\"Dimensions\":[[\"Service\"]]",
                 metricsOutput);
         }
+        
+        [Trait("Category", "MetricsImplementation")]
+        [Fact]
+        public void AddDimensions_WithMultipleValues_AddsDimensionsToSameDimensionSet()
+        {
+            // Act
+            _handler.AddMultipleDimensionsInSameSet();
+
+            var result = _consoleOut.ToString();
+    
+            // Assert
+            Assert.Contains("\"Dimensions\":[[\"Service\",\"Environment\",\"Region\"]]", result);
+            Assert.Contains("\"Service\":\"testService\",\"Environment\":\"test\",\"Region\":\"us-west-2\"", result);
+        }
+
+        [Trait("Category", "MetricsImplementation")]
+        [Fact]
+        public void AddDimensions_WithEmptyArray_DoesNotAddAnyDimensions()
+        {
+            // Act
+            _handler.AddEmptyDimensions();
+    
+            var result = _consoleOut.ToString();
+    
+            // Assert
+            Assert.Contains("\"Dimensions\":[[\"Service\"]]", result);
+            Assert.DoesNotContain("\"Environment\":", result);
+        }
+
+        [Trait("Category", "MetricsImplementation")]
+        [Fact]
+        public void AddDimensions_WithNullOrEmptyKey_ThrowsArgumentNullException()
+        {
+            // Act & Assert
+            Assert.Throws<ArgumentNullException>(() => _handler.AddDimensionsWithInvalidKey());
+        }
+
+        [Trait("Category", "MetricsImplementation")]
+        [Fact]
+        public void AddDimensions_WithNullOrEmptyValue_ThrowsArgumentNullException()
+        {
+            // Act & Assert
+            Assert.Throws<ArgumentNullException>(() => _handler.AddDimensionsWithInvalidValue());
+        }
+        
+        [Trait("Category", "MetricsImplementation")]
+        [Fact]
+        public void AddDimensions_OverwritesExistingDimensions_LastValueWins()
+        {
+            // Act
+            _handler.AddDimensionsWithOverwrite();
+
+            var result = _consoleOut.ToString();
+
+            // Assert
+            Assert.Contains("\"Service\":\"testService\",\"dimension1\":\"B\",\"dimension2\":\"2\"", result);
+            Assert.DoesNotContain("\"dimension1\":\"A\"", result);
+        }
+
+        [Trait("Category", "MetricsImplementation")]
+        [Fact]
+        public void AddDimensions_IncludesDefaultDimensions()
+        {
+            // Act
+            _handler.AddDimensionsWithDefaultDimensions();
+
+            var result = _consoleOut.ToString();
+
+            // Assert
+            Assert.Contains("\"Dimensions\":[[\"Service\",\"environment\",\"dimension1\",\"dimension2\"]]", result);
+            Assert.Contains("\"Service\":\"testService\",\"environment\":\"prod\",\"dimension1\":\"1\",\"dimension2\":\"2\"", result);
+        }
+
+        [Trait("Category", "MetricsImplementation")]
+        [Fact]
+        public void AddDefaultDimensionsAtRuntime_OnlyAppliedToNewDimensionSets()
+        {
+            // Act
+            _handler.AddDefaultDimensionsAtRuntime();
+
+            var result = _consoleOut.ToString();
+
+            // First metric output should have original default dimensions
+            Assert.Contains("\"Metrics\":[{\"Name\":\"FirstMetric\",\"Unit\":\"Count\"}],\"Dimensions\":[[\"Service\",\"environment\",\"dimension1\",\"dimension2\"]]", result);
+            Assert.Contains("\"Service\":\"testService\",\"environment\":\"prod\",\"dimension1\":\"1\",\"dimension2\":\"2\",\"FirstMetric\":1", result);
+    
+            // Second metric output should have additional default dimensions
+            Assert.Contains("\"Metrics\":[{\"Name\":\"SecondMetric\",\"Unit\":\"Count\"}],\"Dimensions\":[[\"Service\",\"environment\",\"tenantId\",\"foo\",\"bar\"]]", result);
+            Assert.Contains("\"Service\":\"testService\",\"environment\":\"prod\",\"tenantId\":\"1\",\"foo\":\"1\",\"bar\":\"2\",\"SecondMetric\":1", result);
+        }
 
 
         #region Helpers
diff --git a/libraries/tests/AWS.Lambda.Powertools.Metrics.Tests/Handlers/FunctionHandler.cs b/libraries/tests/AWS.Lambda.Powertools.Metrics.Tests/Handlers/FunctionHandler.cs
index 5743c09d..992f0697 100644
--- a/libraries/tests/AWS.Lambda.Powertools.Metrics.Tests/Handlers/FunctionHandler.cs
+++ b/libraries/tests/AWS.Lambda.Powertools.Metrics.Tests/Handlers/FunctionHandler.cs
@@ -264,4 +264,114 @@ public void HandleFunctionNameNoContext()
     {
         
     }
+    
+    [Metrics(Namespace = "dotnet-powertools-test", Service = "testService", CaptureColdStart = true)]
+    public void AddMultipleDimensionsInSameSet()
+    {
+        // Add multiple dimensions at once
+        Metrics.AddDimensions(
+            ("Environment", "test"), 
+            ("Region", "us-west-2")
+        );
+    
+        Metrics.AddMetric("TestMetric", 1.0, MetricUnit.Count);
+    }
+
+    [Metrics(Namespace = "dotnet-powertools-test", Service = "testService", CaptureColdStart = true)]
+    public void AddEmptyDimensions()
+    {
+        // Add empty dimensions array
+        Metrics.AddDimensions();
+    
+        Metrics.AddMetric("TestMetric", 1.0, MetricUnit.Count);
+    }
+
+    [Metrics(Namespace = "dotnet-powertools-test", Service = "testService", CaptureColdStart = true)]
+    public void AddDimensionsWithInvalidKey()
+    {
+        // Add dimension with null key
+        Metrics.AddDimensions(("", "value"));
+    }
+
+    [Metrics(Namespace = "dotnet-powertools-test", Service = "testService", CaptureColdStart = true)]
+    public void AddDimensionsWithInvalidValue()
+    {
+        // Add dimension with null value
+        Metrics.AddDimensions(("key", ""));
+    }
+    
+    public void AddDimensionsWithOverwrite()
+    {
+        Metrics.SetNamespace("dotnet-powertools-test");
+        Metrics.SetService("testService");
+
+        // Add single dimension
+        Metrics.AddDimension("dimension1", "A");
+
+        // Then add multiple dimensions, including the same key
+        Metrics.AddDimensions(
+            ("dimension1", "B"),
+            ("dimension2", "2")
+        );
+
+        Metrics.AddMetric("TestMetric", 1.0, MetricUnit.Count);
+        Metrics.Flush();
+    }
+
+    public void AddDimensionsWithDefaultDimensions()
+    {
+        Metrics.SetNamespace("dotnet-powertools-test");
+        Metrics.SetService("testService");
+    
+        // Set default dimensions
+        Metrics.SetDefaultDimensions(new Dictionary<string, string> 
+        { 
+            { "environment", "prod" } 
+        });
+
+        // Add multiple dimensions
+        Metrics.AddDimensions(
+            ("dimension1", "1"),
+            ("dimension2", "2")
+        );
+
+        Metrics.AddMetric("TestMetric", 1.0, MetricUnit.Count);
+        Metrics.Flush();
+    }
+
+    public void AddDefaultDimensionsAtRuntime()
+    {
+        Metrics.SetNamespace("dotnet-powertools-test");
+        Metrics.SetService("testService");
+    
+        // Set initial default dimensions
+        Metrics.SetDefaultDimensions(new Dictionary<string, string> 
+        { 
+            { "environment", "prod" } 
+        });
+
+        // Add first set of dimensions
+        Metrics.AddDimensions(
+            ("dimension1", "1"),
+            ("dimension2", "2")
+        );
+        Metrics.AddMetric("FirstMetric", 1.0, MetricUnit.Count);
+        Metrics.Flush();
+
+        // Add more default dimensions
+        Metrics.SetDefaultDimensions(new Dictionary<string, string> 
+        { 
+            { "environment", "prod" },
+            { "tenantId", "1" }
+        });
+
+        // Add second set of dimensions
+        Metrics.AddDimensions(
+            ("foo", "1"),
+            ("bar", "2")
+        );
+        Metrics.AddMetric("SecondMetric", 1.0, MetricUnit.Count);
+        
+        Metrics.Flush();
+    }
 }
\ No newline at end of file