diff --git a/ee/app/services/remote_development/common_service.rb b/ee/app/services/remote_development/common_service.rb
index d3450ee57193ae6c0616d8535c0047a7947ca936..7e5bfc8848c34cdf762b7709e2c4d9cfe81f854e 100644
--- a/ee/app/services/remote_development/common_service.rb
+++ b/ee/app/services/remote_development/common_service.rb
@@ -6,6 +6,7 @@ module RemoteDevelopment
   class CommonService
     extend Gitlab::Fp::RopHelpers
     extend ServiceResponseFactory
+    include Gitlab::InternalEvents
 
     # NOTE: This service intentionally does not follow the conventions for object-based service classes as documented in
     #       https://docs.gitlab.com/ee/development/reusing_abstractions.html#service-classes.
@@ -28,9 +29,10 @@ def self.execute(domain_main_class:, domain_main_class_args:)
 
       settings = RemoteDevelopment::Settings.get(RemoteDevelopment::Settings::DefaultSettings.default_settings.keys)
       logger = RemoteDevelopment::Logger.build
+      internal_events_class = Gitlab::InternalEvents
 
       response_hash = domain_main_class.singleton_method(main_class_method).call(
-        **domain_main_class_args.merge(settings: settings, logger: logger)
+        **domain_main_class_args.merge(settings: settings, logger: logger, internal_events_class: internal_events_class)
       )
 
       create_service_response(response_hash)
diff --git a/ee/config/events/create_workspace_result.yml b/ee/config/events/create_workspace_result.yml
new file mode 100644
index 0000000000000000000000000000000000000000..9959b5d127f089751abf83dbb03704018b85c53f
--- /dev/null
+++ b/ee/config/events/create_workspace_result.yml
@@ -0,0 +1,21 @@
+---
+description: GitLab Workspace creation result and error message
+internal_events: true
+action: create_workspace_result
+identifiers:
+- project
+- namespace
+- user
+additional_properties:
+  label:
+    description: workspace succeed or fail
+  property:
+    description: error message if failed
+product_group: remote_development
+product_categories:
+- workspaces
+milestone: '18.1'
+introduced_by_url: https://gitlab.com/gitlab-org/gitlab/-/merge_requests/188226
+tiers:
+- premium
+- ultimate
diff --git a/ee/config/metrics/counts_all/count_total_failed_workspaces_created.yml b/ee/config/metrics/counts_all/count_total_failed_workspaces_created.yml
new file mode 100644
index 0000000000000000000000000000000000000000..e947e6a6d479b6afbcc8f06d936362f78229d03e
--- /dev/null
+++ b/ee/config/metrics/counts_all/count_total_failed_workspaces_created.yml
@@ -0,0 +1,24 @@
+---
+key_path: counts.count_total_failed_workspaces_created
+description: Count of Total Failed Workspaces Created
+product_group: remote_development
+product_categories:
+- workspaces
+performance_indicator_type: []
+value_type: number
+status: active
+milestone: '18.1'
+introduced_by_url: https://gitlab.com/gitlab-org/gitlab/-/merge_requests/188226
+time_frame:
+- 28d
+- 7d
+- all
+data_source: internal_events
+data_category: optional
+tiers:
+- premium
+- ultimate
+events:
+- name: create_workspace_result
+  filter:
+    label: failed
diff --git a/ee/config/metrics/counts_all/count_total_failed_workspaces_created_by_creation_failed.yml b/ee/config/metrics/counts_all/count_total_failed_workspaces_created_by_creation_failed.yml
new file mode 100644
index 0000000000000000000000000000000000000000..8c4f26a178cb51328a18095266664c666e8ab817
--- /dev/null
+++ b/ee/config/metrics/counts_all/count_total_failed_workspaces_created_by_creation_failed.yml
@@ -0,0 +1,25 @@
+---
+key_path: counts.count_total_failed_workspaces_created_by_creation_failed
+description: Count of Total Failed Workspaces Created By Creation Failed
+product_group: remote_development
+product_categories:
+- workspaces
+performance_indicator_type: []
+value_type: number
+status: active
+milestone: '18.1'
+introduced_by_url: https://gitlab.com/gitlab-org/gitlab/-/merge_requests/188226
+time_frame:
+- 28d
+- 7d
+- all
+data_source: internal_events
+data_category: optional
+tiers:
+- premium
+- ultimate
+events:
+- name: create_workspace_result
+  filter:
+    label: failed
+    property: WorkspaceCreateFailed
diff --git a/ee/config/metrics/counts_all/count_total_failed_workspaces_created_by_failed_devfile_flattern.yml b/ee/config/metrics/counts_all/count_total_failed_workspaces_created_by_failed_devfile_flattern.yml
new file mode 100644
index 0000000000000000000000000000000000000000..f67c6396d5ba5996244b2daeef81112f8a15b377
--- /dev/null
+++ b/ee/config/metrics/counts_all/count_total_failed_workspaces_created_by_failed_devfile_flattern.yml
@@ -0,0 +1,25 @@
+---
+key_path: counts.count_total_failed_workspaces_created_by_failed_devfile_flattern
+description: Count of Total Failed Workspaces Created By Failed Devfile Flattern
+product_group: remote_development
+product_categories:
+- workspaces
+performance_indicator_type: []
+value_type: number
+status: active
+milestone: '18.1'
+introduced_by_url: https://gitlab.com/gitlab-org/gitlab/-/merge_requests/188226
+time_frame:
+- 28d
+- 7d
+- all
+data_source: internal_events
+data_category: optional
+tiers:
+- premium
+- ultimate
+events:
+- name: create_workspace_result
+  filter:
+    label: failed
+    property: WorkspaceCreateDevfileFlattenFailed
diff --git a/ee/config/metrics/counts_all/count_total_failed_workspaces_created_by_failed_devfile_validation.yml b/ee/config/metrics/counts_all/count_total_failed_workspaces_created_by_failed_devfile_validation.yml
new file mode 100644
index 0000000000000000000000000000000000000000..1b4026cd22d9fe7f9a1ac67879c95accc5105542
--- /dev/null
+++ b/ee/config/metrics/counts_all/count_total_failed_workspaces_created_by_failed_devfile_validation.yml
@@ -0,0 +1,25 @@
+---
+key_path: counts.count_total_failed_workspaces_created_by_failed_devfile_validation
+description: Count of Total Failed Workspaces Created By Failed Devfile Validation
+product_group: remote_development
+product_categories:
+- workspaces
+performance_indicator_type: []
+value_type: number
+status: active
+milestone: '18.1'
+introduced_by_url: https://gitlab.com/gitlab-org/gitlab/-/merge_requests/188226
+time_frame:
+- 28d
+- 7d
+- all
+data_source: internal_events
+data_category: optional
+tiers:
+- premium
+- ultimate
+events:
+- name: create_workspace_result
+  filter:
+    label: failed
+    property: WorkspaceCreateDevfileValidationFailed
diff --git a/ee/config/metrics/counts_all/count_total_failed_workspaces_created_by_failed_devfile_yaml_load.yml b/ee/config/metrics/counts_all/count_total_failed_workspaces_created_by_failed_devfile_yaml_load.yml
new file mode 100644
index 0000000000000000000000000000000000000000..a23bf2ecd7ca4993ee51e511333e0d0d2ea841bd
--- /dev/null
+++ b/ee/config/metrics/counts_all/count_total_failed_workspaces_created_by_failed_devfile_yaml_load.yml
@@ -0,0 +1,25 @@
+---
+key_path: counts.count_total_failed_workspaces_created_by_failed_devfile_yaml_load
+description: Count of Total Failed Workspaces Created By Failed Devfile Yaml Load
+product_group: remote_development
+product_categories:
+- workspaces
+performance_indicator_type: []
+value_type: number
+status: active
+milestone: '18.1'
+introduced_by_url: https://gitlab.com/gitlab-org/gitlab/-/merge_requests/188226
+time_frame:
+- 28d
+- 7d
+- all
+data_source: internal_events
+data_category: optional
+tiers:
+- premium
+- ultimate
+events:
+- name: create_workspace_result
+  filter:
+    label: failed
+    property: WorkspaceCreateDevfileLoadFailed
diff --git a/ee/config/metrics/counts_all/count_total_failed_workspaces_created_by_failed_devfile_yaml_parse.yml b/ee/config/metrics/counts_all/count_total_failed_workspaces_created_by_failed_devfile_yaml_parse.yml
new file mode 100644
index 0000000000000000000000000000000000000000..469bae11c7b0c88bbe74a5284c1f523217521998
--- /dev/null
+++ b/ee/config/metrics/counts_all/count_total_failed_workspaces_created_by_failed_devfile_yaml_parse.yml
@@ -0,0 +1,25 @@
+---
+key_path: counts.count_total_failed_workspaces_created_by_failed_devfile_yaml_parse
+description: Count of Total Failed Workspaces Created By Failed Devfile Yaml Parse
+product_group: remote_development
+product_categories:
+- workspaces
+performance_indicator_type: []
+value_type: number
+status: active
+milestone: '18.1'
+introduced_by_url: https://gitlab.com/gitlab-org/gitlab/-/merge_requests/188226
+time_frame:
+- 28d
+- 7d
+- all
+data_source: internal_events
+data_category: optional
+tiers:
+- premium
+- ultimate
+events:
+- name: create_workspace_result
+  filter:
+    label: failed
+    property: WorkspaceCreateDevfileYamlParseFailed
diff --git a/ee/config/metrics/counts_all/count_total_failed_workspaces_created_by_failed_params_validation.yml b/ee/config/metrics/counts_all/count_total_failed_workspaces_created_by_failed_params_validation.yml
new file mode 100644
index 0000000000000000000000000000000000000000..9f69577f5302cb470f6b802159f77d3cd453b237
--- /dev/null
+++ b/ee/config/metrics/counts_all/count_total_failed_workspaces_created_by_failed_params_validation.yml
@@ -0,0 +1,25 @@
+---
+key_path: counts.count_total_failed_workspaces_created_by_failed_params_validation
+description: Count of Total Failed Workspaces Created By Failed Params Validation
+product_group: remote_development
+product_categories:
+- workspaces
+performance_indicator_type: []
+value_type: number
+status: active
+milestone: '18.0'
+introduced_by_url: https://gitlab.com/gitlab-org/gitlab/-/merge_requests/188226
+time_frame:
+- 28d
+- 7d
+- all
+data_source: internal_events
+data_category: optional
+tiers:
+- premium
+- ultimate
+events:
+- name: create_workspace_result
+  filter:
+    label: failed
+    property: WorkspaceCreateParamsValidationFailed
diff --git a/ee/config/metrics/counts_all/count_total_succeed_workspaces_created.yml b/ee/config/metrics/counts_all/count_total_succeed_workspaces_created.yml
new file mode 100644
index 0000000000000000000000000000000000000000..9bf8ba4997e22695e348aaf41f3ee6452833fe3b
--- /dev/null
+++ b/ee/config/metrics/counts_all/count_total_succeed_workspaces_created.yml
@@ -0,0 +1,24 @@
+---
+key_path: counts.count_total_succeed_workspaces_created
+description: Count of Total Succeed Workspaces Created
+product_group: remote_development
+product_categories:
+- workspaces
+performance_indicator_type: []
+value_type: number
+status: active
+milestone: '18.1'
+introduced_by_url: https://gitlab.com/gitlab-org/gitlab/-/merge_requests/188226
+time_frame:
+- 28d
+- 7d
+- all
+data_source: internal_events
+data_category: optional
+tiers:
+- premium
+- ultimate
+events:
+- name: create_workspace_result
+  filter:
+    label: succeed
diff --git a/ee/lib/remote_development/workspace_operations/create/agent_validator.rb b/ee/lib/remote_development/workspace_operations/create/agent_validator.rb
index c69e33b678638a1076e675446e4cee70bfbada30..5f3bb5f846a2ef142387a8c535c7232dbe4b7ca9 100644
--- a/ee/lib/remote_development/workspace_operations/create/agent_validator.rb
+++ b/ee/lib/remote_development/workspace_operations/create/agent_validator.rb
@@ -33,7 +33,8 @@ def self.validate(context)
               WorkspaceCreateParamsValidationFailed.new(
                 details: "Cannot use agent '#{agent.name}' as an organization mapped agent, the provided agent " \
                   "is not mapped in organization '#{project.organization.name}'. It also cannot be used as a " \
-                  "namespace mapped agent, it is not mapped to an ancestor namespace of the workspaces' project."
+                  "namespace mapped agent, it is not mapped to an ancestor namespace of the workspaces' project.",
+                context: context
               )
             )
           end
@@ -51,7 +52,8 @@ def self.validate(context)
                   "is not mapped in organization '#{project.organization.name}'. It also cannot be used as a " \
                   "namespace mapped agent, #{relevant_namespace_mappings.size} mapping(s) exist between the " \
                   "provided agent and the ancestor namespaces of the workspaces' project, but the agent does not " \
-                  "reside within the hierarchy of any of the mapped ancestor namespaces."
+                  "reside within the hierarchy of any of the mapped ancestor namespaces.",
+                context: context
               )
             )
           end
diff --git a/ee/lib/remote_development/workspace_operations/create/creator.rb b/ee/lib/remote_development/workspace_operations/create/creator.rb
index a785bda6a1dcf36ad9ee7e456aa3a6bccfa76c06..8e30c2d43c10a5b8aa2f2f8c58ece99ff588bfdb 100644
--- a/ee/lib/remote_development/workspace_operations/create/creator.rb
+++ b/ee/lib/remote_development/workspace_operations/create/creator.rb
@@ -36,9 +36,11 @@ def self.create(context)
             end
           end
 
-          return Gitlab::Fp::Result.err(WorkspaceCreateFailed.new({ errors: model_errors })) if model_errors.present?
+          if model_errors.present?
+            return Gitlab::Fp::Result.err(WorkspaceCreateFailed.new({ errors: model_errors, context: context }))
+          end
 
-          Gitlab::Fp::Result.ok(WorkspaceCreateSuccessful.new(updated_value))
+          Gitlab::Fp::Result.ok(updated_value)
         end
       end
     end
diff --git a/ee/lib/remote_development/workspace_operations/create/devfile_fetcher.rb b/ee/lib/remote_development/workspace_operations/create/devfile_fetcher.rb
index f85ea15bddf40f8ce344ca908a14a7908608387f..779441920a0c9588271e8b816869bb81e52938d7 100644
--- a/ee/lib/remote_development/workspace_operations/create/devfile_fetcher.rb
+++ b/ee/lib/remote_development/workspace_operations/create/devfile_fetcher.rb
@@ -30,7 +30,8 @@ def self.validate_agent_config_exists(context)
 
           unless agent.unversioned_latest_workspaces_agent_config
             return Gitlab::Fp::Result.err(WorkspaceCreateParamsValidationFailed.new(
-              details: "No WorkspacesAgentConfig found for agent '#{agent.name}'"
+              details: "No WorkspacesAgentConfig found for agent '#{agent.name}'",
+              context: context
             ))
           end
 
@@ -73,13 +74,17 @@ def self.read_devfile_yaml_from_repo_if_devfile_path_is_provided(context)
           unless devfile_blob
             return Gitlab::Fp::Result.err(WorkspaceCreateDevfileLoadFailed.new(
               details: "Devfile path '#{devfile_path}' at ref '#{project_ref}' " \
-                "does not exist in the project repository"
+                "does not exist in the project repository",
+              context: context
             ))
           end
 
           unless devfile_blob.data.present?
             return Gitlab::Fp::Result.err(
-              WorkspaceCreateDevfileLoadFailed.new(details: "Devfile could not be loaded from project")
+              WorkspaceCreateDevfileLoadFailed.new(
+                details: "Devfile could not be loaded from project",
+                context: context
+              )
             )
           end
 
@@ -102,7 +107,8 @@ def self.parse_devfile_yaml(context)
             devfile = devfile_to_json_and_back_to_yaml.to_h.deep_symbolize_keys
           rescue RuntimeError, JSON::GeneratorError => e
             return Gitlab::Fp::Result.err(WorkspaceCreateDevfileYamlParseFailed.new(
-              details: "Devfile YAML could not be parsed: #{e.message}"
+              details: "Devfile YAML could not be parsed: #{e.message}",
+              context: context
             ))
           end
 
diff --git a/ee/lib/remote_development/workspace_operations/create/devfile_flattener.rb b/ee/lib/remote_development/workspace_operations/create/devfile_flattener.rb
index fd967b7f909d82e6278000b53b44156428f97504..9f64a8fb8ae4d0c21035f55540b46e2a9a311cf7 100644
--- a/ee/lib/remote_development/workspace_operations/create/devfile_flattener.rb
+++ b/ee/lib/remote_development/workspace_operations/create/devfile_flattener.rb
@@ -15,7 +15,7 @@ def self.flatten(context)
             devfile_yaml = YAML.dump(devfile.deep_stringify_keys)
             flattened_devfile_yaml = Devfile::Parser.flatten(devfile_yaml)
           rescue Devfile::CliError => e
-            return Gitlab::Fp::Result.err(WorkspaceCreateDevfileFlattenFailed.new(details: e.message))
+            return Gitlab::Fp::Result.err(WorkspaceCreateDevfileFlattenFailed.new(details: e.message, context: context))
           end
 
           # NOTE: We do not attempt to rescue any exceptions from YAML.safe_load here because we assume that the
diff --git a/ee/lib/remote_development/workspace_operations/create/devfile_validator.rb b/ee/lib/remote_development/workspace_operations/create/devfile_validator.rb
index 31436c9d639888b1498612afe4f60ef293f1fbc5..ebdb8bd11664725a3def570fd58038e8d28f5613 100644
--- a/ee/lib/remote_development/workspace_operations/create/devfile_validator.rb
+++ b/ee/lib/remote_development/workspace_operations/create/devfile_validator.rb
@@ -60,7 +60,8 @@ def self.validate_schema_version(context)
             devfile_schema_version = Gem::Version.new(devfile_schema_version_string)
           rescue ArgumentError
             return err(
-              format(_("Invalid 'schemaVersion' '%{schema_version}'"), schema_version: devfile_schema_version_string)
+              format(_("Invalid 'schemaVersion' '%{schema_version}'"), schema_version: devfile_schema_version_string),
+              context
             )
           end
 
@@ -71,7 +72,8 @@ def self.validate_schema_version(context)
                 _("'schemaVersion' '%{given_version}' is not supported, it must be '%{required_version}'"),
                 given_version: devfile_schema_version_string,
                 required_version: REQUIRED_DEVFILE_SCHEMA_VERSION
-              )
+              ),
+              context
             )
           end
 
@@ -83,7 +85,7 @@ def self.validate_schema_version(context)
         def self.validate_parent(context)
           devfile = devfile_to_validate(context)
 
-          return err(format(_("Inheriting from 'parent' is not yet supported"))) if devfile[:parent]
+          return err(format(_("Inheriting from 'parent' is not yet supported")), context) if devfile[:parent]
 
           Gitlab::Fp::Result.ok(context)
         end
@@ -93,8 +95,8 @@ def self.validate_parent(context)
         def self.validate_projects(context)
           devfile = devfile_to_validate(context)
 
-          return err(_("'starterProjects' is not yet supported")) if devfile[:starterProjects]
-          return err(_("'projects' is not yet supported")) if devfile[:projects]
+          return err(_("'starterProjects' is not yet supported"), context) if devfile[:starterProjects]
+          return err(_("'projects' is not yet supported"), context) if devfile[:projects]
 
           Gitlab::Fp::Result.ok(context)
         end
@@ -104,7 +106,7 @@ def self.validate_projects(context)
         def self.validate_root_attributes(context)
           devfile = devfile_to_validate(context)
 
-          return err(_("Attribute 'pod-overrides' is not yet supported")) if devfile.dig(:attributes,
+          return err(_("Attribute 'pod-overrides' is not yet supported"), context) if devfile.dig(:attributes,
             :"pod-overrides")
 
           Gitlab::Fp::Result.ok(context)
@@ -117,7 +119,7 @@ def self.validate_components(context)
 
           components = devfile[:components]
 
-          return err(_("No components present in devfile")) if components.blank?
+          return err(_("No components present in devfile"), context) if components.blank?
 
           injected_main_components = components.select do |component|
             component.dig(:attributes, MAIN_COMPONENT_INDICATOR_ATTRIBUTE.to_sym)
@@ -125,7 +127,8 @@ def self.validate_components(context)
 
           if injected_main_components.empty?
             return err(
-              format(_("No component has '%{attribute}' attribute"), attribute: MAIN_COMPONENT_INDICATOR_ATTRIBUTE)
+              format(_("No component has '%{attribute}' attribute"), attribute: MAIN_COMPONENT_INDICATOR_ATTRIBUTE),
+              context
             )
           end
 
@@ -135,12 +138,13 @@ def self.validate_components(context)
                 _("Multiple components '%{name}' have '%{attribute}' attribute"),
                 name: injected_main_components.pluck(:name), # rubocop:disable CodeReuse/ActiveRecord -- this pluck isn't from ActiveRecord, it's from ActiveSupport
                 attribute: MAIN_COMPONENT_INDICATOR_ATTRIBUTE
-              )
+              ),
+              context
             )
           end
 
           components_all_have_names = components.all? { |component| component[:name].present? }
-          return err(_("Components must have a 'name'")) unless components_all_have_names
+          return err(_("Components must have a 'name'"), context) unless components_all_have_names
 
           components.each do |component|
             component_name = component.fetch(:name)
@@ -150,19 +154,22 @@ def self.validate_components(context)
                 _("Component name '%{component}' must not start with '%{prefix}'"),
                 component: component_name,
                 prefix: RESTRICTED_PREFIX
-              ))
+              ), context)
             end
 
             UNSUPPORTED_COMPONENT_TYPES.each do |unsupported_component_type|
               if component[unsupported_component_type]
-                return err(format(_("Component type '%{type}' is not yet supported"), type: unsupported_component_type))
+                return err(
+                  format(_("Component type '%{type}' is not yet supported"), type: unsupported_component_type),
+                  context
+                )
               end
             end
 
-            return err(_("Attribute 'container-overrides' is not yet supported")) if component.dig(
+            return err(_("Attribute 'container-overrides' is not yet supported"), context) if component.dig(
               :attributes, :"container-overrides")
 
-            return err(_("Attribute 'pod-overrides' is not yet supported")) if component.dig(:attributes,
+            return err(_("Attribute 'pod-overrides' is not yet supported"), context) if component.dig(:attributes,
               :"pod-overrides")
           end
 
@@ -185,7 +192,8 @@ def self.validate_containers(context)
                 format(
                   _("Property 'dedicatedPod' of component '%{name}' is not yet supported"),
                   name: component.fetch(:name)
-                )
+                ),
+                context
               )
             end
           end
@@ -217,7 +225,8 @@ def self.validate_endpoints(context)
                   endpoint: endpoint_name,
                   component: component.fetch(:name),
                   prefix: RESTRICTED_PREFIX
-                )
+                ),
+                context
               )
             end
           end
@@ -241,7 +250,8 @@ def self.validate_commands(context)
                   _("Command id '%{command}' must not start with '%{prefix}'"),
                   command: command_id,
                   prefix: RESTRICTED_PREFIX
-                )
+                ),
+                context
               )
             end
 
@@ -259,7 +269,8 @@ def self.validate_commands(context)
                   component: component_name,
                   command: command_id,
                   prefix: RESTRICTED_PREFIX
-                )
+                ),
+                context
               )
             end
           end
@@ -278,7 +289,7 @@ def self.validate_events(context)
             if SUPPORTED_EVENTS.exclude?(event_type) && event_type_events.present?
               err_msg = format(_("Event type '%{type}' is not yet supported"), type: event_type)
               # The entries for unsupported events may be defined, but they must be blank.
-              return err(err_msg)
+              return err(err_msg, context)
             end
 
             # Ensure no event starts with restricted_prefix
@@ -291,7 +302,8 @@ def self.validate_events(context)
                   event: event,
                   event_type: event_type,
                   prefix: RESTRICTED_PREFIX
-                )
+                ),
+                context
               )
             end
           end
@@ -316,7 +328,8 @@ def self.validate_variables(context)
                   _("Variable name '%{variable}' must not start with '%{prefix}'"),
                   variable: variable,
                   prefix: prefix
-                )
+                ),
+                context
               )
             end
           end
@@ -325,9 +338,12 @@ def self.validate_variables(context)
         end
 
         # @param [String] details
+        # @param [Hash] context
         # @return [Gitlab::Fp::Result]
-        def self.err(details)
-          Gitlab::Fp::Result.err(WorkspaceCreateDevfileValidationFailed.new({ details: details }))
+        def self.err(details, context)
+          Gitlab::Fp::Result.err(WorkspaceCreateDevfileValidationFailed.new(
+            { details: details, context: context }
+          ))
         end
         private_class_method :devfile_to_validate, :validate_schema_version, :validate_parent,
           :validate_projects, :validate_components, :validate_containers,
diff --git a/ee/lib/remote_development/workspace_operations/create/main.rb b/ee/lib/remote_development/workspace_operations/create/main.rb
index 461e4acf1a6896058ed933913433160f15d7f2ed..2710ee4d29759f719735b4fa455ea6f2da804468 100644
--- a/ee/lib/remote_development/workspace_operations/create/main.rb
+++ b/ee/lib/remote_development/workspace_operations/create/main.rb
@@ -28,6 +28,9 @@ def self.main(context)
               .map(ProjectClonerComponentInserter.method(:insert))
               .map(VolumeComponentInserter.method(:insert))
               .and_then(Creator.method(:create))
+              .inspect_ok(WorkspaceObserver.method(:observe))
+              .inspect_err(WorkspaceErrorsObserver.method(:observe))
+              .and_then(WorkspaceSuccessfulResponseBuilder.method(:build))
 
           # rubocop:disable Lint/DuplicateBranch -- Rubocop doesn't know the branches are different due to destructuring
           case result
diff --git a/ee/lib/remote_development/workspace_operations/create/personal_access_token_creator.rb b/ee/lib/remote_development/workspace_operations/create/personal_access_token_creator.rb
index 592eb7c9ae85e393860bf0c3c7d57b3c89f2095e..dee4c18d98bd7a61c8418a21cfd3fe201b2cc23d 100644
--- a/ee/lib/remote_development/workspace_operations/create/personal_access_token_creator.rb
+++ b/ee/lib/remote_development/workspace_operations/create/personal_access_token_creator.rb
@@ -30,7 +30,9 @@ def self.create(context)
 
           if personal_access_token.errors.present?
             return Gitlab::Fp::Result.err(
-              PersonalAccessTokenModelCreateFailed.new({ errors: personal_access_token.errors })
+              PersonalAccessTokenModelCreateFailed.new(
+                { errors: personal_access_token.errors, context: context }
+              )
             )
           end
 
diff --git a/ee/lib/remote_development/workspace_operations/create/workspace_creator.rb b/ee/lib/remote_development/workspace_operations/create/workspace_creator.rb
index 17beea2a8de5e042240a5f071d857289e6281b06..3120b89058a172caf66174645d627c218d8a2957 100644
--- a/ee/lib/remote_development/workspace_operations/create/workspace_creator.rb
+++ b/ee/lib/remote_development/workspace_operations/create/workspace_creator.rb
@@ -61,7 +61,7 @@ def self.create(context)
 
           if workspace.errors.present?
             return Gitlab::Fp::Result.err(
-              WorkspaceModelCreateFailed.new({ errors: workspace.errors })
+              WorkspaceModelCreateFailed.new({ errors: workspace.errors, context: context })
             )
           end
 
diff --git a/ee/lib/remote_development/workspace_operations/create/workspace_errors_observer.rb b/ee/lib/remote_development/workspace_operations/create/workspace_errors_observer.rb
new file mode 100644
index 0000000000000000000000000000000000000000..bcc58bce92837e4b8adff2fb3a1e4627a8de0dd5
--- /dev/null
+++ b/ee/lib/remote_development/workspace_operations/create/workspace_errors_observer.rb
@@ -0,0 +1,31 @@
+# frozen_string_literal: true
+
+module RemoteDevelopment
+  module WorkspaceOperations
+    module Create
+      class WorkspaceErrorsObserver
+        include Messages
+        extend Gitlab::Fp::MessageSupport
+
+        # @param [RemoteDevelopment::Message] message
+        # @return [void]
+        def self.observe(message)
+          message.content => {
+                    context: {
+                      user: user,
+                      internal_events_class: internal_events_class,
+                      params: {
+                        project: project,
+                      },
+                    }
+                  }
+
+          internal_events_class.track_event('create_workspace_result', category: name, project: project, user: user,
+            additional_properties: { label: "failed", property: message.class.name.demodulize })
+
+          nil
+        end
+      end
+    end
+  end
+end
diff --git a/ee/lib/remote_development/workspace_operations/create/workspace_observer.rb b/ee/lib/remote_development/workspace_operations/create/workspace_observer.rb
new file mode 100644
index 0000000000000000000000000000000000000000..01ac2a770ef80a8a4dd577efed084ae5216000d3
--- /dev/null
+++ b/ee/lib/remote_development/workspace_operations/create/workspace_observer.rb
@@ -0,0 +1,29 @@
+# frozen_string_literal: true
+
+module RemoteDevelopment
+  module WorkspaceOperations
+    module Create
+      class WorkspaceObserver
+        include Messages
+        extend Gitlab::Fp::MessageSupport
+
+        # @param [Hash] context
+        # @return [void]
+        def self.observe(context)
+          context => {
+            user: user,
+            internal_events_class: internal_events_class,
+            params: {
+              project: project,
+            }
+          }
+
+          internal_events_class.track_event('create_workspace_result', category: name, project: project, user: user,
+            additional_properties: { label: "succeed" })
+
+          nil
+        end
+      end
+    end
+  end
+end
diff --git a/ee/lib/remote_development/workspace_operations/create/workspace_successful_response_builder.rb b/ee/lib/remote_development/workspace_operations/create/workspace_successful_response_builder.rb
new file mode 100644
index 0000000000000000000000000000000000000000..221e57f2a59b28ec0691ab212cee3b89a110ea61
--- /dev/null
+++ b/ee/lib/remote_development/workspace_operations/create/workspace_successful_response_builder.rb
@@ -0,0 +1,15 @@
+# frozen_string_literal: true
+
+module RemoteDevelopment
+  module WorkspaceOperations
+    module Create
+      class WorkspaceSuccessfulResponseBuilder
+        include Messages
+
+        def self.build(context)
+          Gitlab::Fp::Result.ok(WorkspaceCreateSuccessful.new(context))
+        end
+      end
+    end
+  end
+end
diff --git a/ee/lib/remote_development/workspace_operations/create/workspace_variables_creator.rb b/ee/lib/remote_development/workspace_operations/create/workspace_variables_creator.rb
index d3580e28d514fb7fb53435bd880a22b23d03ca9f..bf2069fe6c706e127331699c09e0d81253c6e965 100644
--- a/ee/lib/remote_development/workspace_operations/create/workspace_variables_creator.rb
+++ b/ee/lib/remote_development/workspace_operations/create/workspace_variables_creator.rb
@@ -39,7 +39,7 @@ def self.create(context)
 
             if workspace_variable.errors.present?
               return Gitlab::Fp::Result.err(
-                WorkspaceVariablesModelCreateFailed.new({ errors: workspace_variable.errors })
+                WorkspaceVariablesModelCreateFailed.new({ errors: workspace_variable.errors, context: context })
               )
             end
           end
diff --git a/ee/spec/lib/remote_development/workspace_operations/create/creator_spec.rb b/ee/spec/lib/remote_development/workspace_operations/create/creator_spec.rb
index 5faefba1d3a64b4937366b3c23072a66163506e4..10013abd19819e0efdb40d6f40bf57f482c1f66b 100644
--- a/ee/spec/lib/remote_development/workspace_operations/create/creator_spec.rb
+++ b/ee/spec/lib/remote_development/workspace_operations/create/creator_spec.rb
@@ -18,7 +18,7 @@
 
   describe "happy path" do
     let(:expected_value) do
-      Gitlab::Fp::Result.ok(Messages::WorkspaceCreateSuccessful.new(context_passed_along_steps))
+      Gitlab::Fp::Result.ok(context_passed_along_steps)
     end
 
     it "returns expected response" do
@@ -35,7 +35,7 @@
 
   describe "error cases" do
     let(:error_details) { "some error details" }
-    let(:err_message_content) { { errors: error_details } }
+    let(:err_message_content) { { errors: error_details, context: context_passed_along_steps } }
 
     shared_examples "rop invocation with error response" do
       it "returns expected response" do
diff --git a/ee/spec/lib/remote_development/workspace_operations/create/devfile_flattener_spec.rb b/ee/spec/lib/remote_development/workspace_operations/create/devfile_flattener_spec.rb
index a71ee92641fae54dd5beb7e7dc67f8ad7eaa5665..3b33ea1dc70a81718406ba2ce38e4baaf2355eb4 100644
--- a/ee/spec/lib/remote_development/workspace_operations/create/devfile_flattener_spec.rb
+++ b/ee/spec/lib/remote_development/workspace_operations/create/devfile_flattener_spec.rb
@@ -52,7 +52,7 @@
           "- (root): Additional property random is not allowed\n"
       message = result.unwrap_err
       expect(message).to be_a(RemoteDevelopment::Messages::WorkspaceCreateDevfileFlattenFailed)
-      expect(message.content).to eq(details: expected_error_message)
+      expect(message.content).to eq({ details: expected_error_message, context: context })
     end
   end
 end
diff --git a/ee/spec/lib/remote_development/workspace_operations/create/main_integration_spec.rb b/ee/spec/lib/remote_development/workspace_operations/create/main_integration_spec.rb
index a14c9a1fb43d5062a08026dda8a2cb52ef86b8be..11a32c45f44dae368f69b02a19a0ddc64d2e2b6c 100644
--- a/ee/spec/lib/remote_development/workspace_operations/create/main_integration_spec.rb
+++ b/ee/spec/lib/remote_development/workspace_operations/create/main_integration_spec.rb
@@ -2,6 +2,35 @@
 
 require 'spec_helper'
 
+RSpec.shared_examples 'tracks successful workspace creation event' do
+  it "tracks creation event" do
+    expect { response }
+      .to trigger_internal_events('create_workspace_result')
+      .with(
+        category: 'RemoteDevelopment::WorkspaceOperations::Create::WorkspaceObserver',
+        user: user,
+        project: project,
+        additional_properties: { label: 'succeed' }
+      )
+  end
+end
+
+RSpec.shared_examples 'tracks failed workspace creation event' do |error_message|
+  it "tracks failed creation event with proper error details" do
+    expect { response }
+      .to trigger_internal_events('create_workspace_result')
+      .with(
+        category: 'RemoteDevelopment::WorkspaceOperations::Create::WorkspaceErrorsObserver',
+        user: user,
+        project: project,
+        additional_properties: {
+          label: 'failed',
+          property: error_message
+        }
+      )
+  end
+end
+
 # NOTE: This spec cannot use let_it_be because, because that doesn't work when using the `custom_repo` trait of
 #       the project factory and subsequently modifying it, because it's a real on-disk repo at `tmp/tests/gitlab-test/`,
 #       and any changes made to it are not reverted by let it be (even with reload). This means we also cannot use
@@ -83,6 +112,7 @@
     {
       user: user,
       params: params,
+      internal_events_class: Gitlab::InternalEvents,
       settings: settings,
       vscode_extension_marketplace: vscode_extension_marketplace,
       vscode_extension_marketplace_metadata: { enabled: vscode_extension_marketplace_metadata_enabled }
@@ -153,6 +183,8 @@
         end
       end
 
+      it_behaves_like 'tracks successful workspace creation event'
+
       context 'with versioned workspaces_agent_configs behavior' do
         before do
           agent.unversioned_latest_workspaces_agent_config.touch
@@ -164,6 +196,8 @@
           workspace = response.fetch(:payload).fetch(:workspace)
           expect(workspace.workspaces_agent_config_version).to eq(expected_workspaces_agent_config_version)
         end
+
+        it_behaves_like 'tracks successful workspace creation event'
       end
 
       context "with shared namespace" do
@@ -179,6 +213,8 @@
           workspace = response.fetch(:payload).fetch(:workspace)
           expect(workspace.namespace).to eq("default")
         end
+
+        it_behaves_like 'tracks successful workspace creation event'
       end
     end
 
@@ -190,6 +226,8 @@
 
         expect(workspace.devfile).to eq(default_devfile_yaml)
       end
+
+      it_behaves_like 'tracks successful workspace creation event'
     end
 
     context 'when devfile is not valid', :aggregate_failures do
@@ -204,6 +242,8 @@
           reason: :bad_request
         })
       end
+
+      it_behaves_like 'tracks failed workspace creation event', 'WorkspaceCreateDevfileValidationFailed'
     end
   end
 
@@ -225,6 +265,8 @@
           reason: :bad_request
         })
       end
+
+      it_behaves_like 'tracks failed workspace creation event', 'WorkspaceCreateDevfileLoadFailed'
     end
 
     context 'when agent has no associated config' do
@@ -251,6 +293,8 @@
           reason: :bad_request
         })
       end
+
+      it_behaves_like 'tracks failed workspace creation event', 'WorkspaceCreateParamsValidationFailed'
     end
   end
 
@@ -269,5 +313,7 @@
                          .dig(:container, :image)
       expect(image_from_processed_devfile).to eq(tools_injector_image_from_settings)
     end
+
+    it_behaves_like 'tracks successful workspace creation event'
   end
 end
diff --git a/ee/spec/lib/remote_development/workspace_operations/create/main_spec.rb b/ee/spec/lib/remote_development/workspace_operations/create/main_spec.rb
index 265def41ebf98c31b5c2284e57b84a639e4a98b8..8155c33ba55474901ee46c2bb4c116055f872a8b 100644
--- a/ee/spec/lib/remote_development/workspace_operations/create/main_spec.rb
+++ b/ee/spec/lib/remote_development/workspace_operations/create/main_spec.rb
@@ -16,12 +16,16 @@
       [RemoteDevelopment::WorkspaceOperations::Create::MainComponentUpdater, :map],
       [RemoteDevelopment::WorkspaceOperations::Create::ProjectClonerComponentInserter, :map],
       [RemoteDevelopment::WorkspaceOperations::Create::VolumeComponentInserter, :map],
-      [RemoteDevelopment::WorkspaceOperations::Create::Creator, :and_then]
+      [RemoteDevelopment::WorkspaceOperations::Create::Creator, :and_then],
+      [observer_class, observer_method],
+      [RemoteDevelopment::WorkspaceOperations::Create::WorkspaceSuccessfulResponseBuilder, :and_then]
     ]
   end
 
   describe "happy path" do
     let(:ok_message_content) { { ok_details: "Everything is OK!" } }
+    let(:observer_class) { RemoteDevelopment::WorkspaceOperations::Create::WorkspaceObserver }
+    let(:observer_method) { :inspect_ok }
 
     let(:expected_response) do
       {
@@ -40,7 +44,7 @@
               .with_context_passed_along_steps(context_passed_along_steps)
               .with_ok_result_for_step(
                 {
-                  step_class: RemoteDevelopment::WorkspaceOperations::Create::Creator,
+                  step_class: RemoteDevelopment::WorkspaceOperations::Create::WorkspaceSuccessfulResponseBuilder,
                   returned_message: RemoteDevelopment::Messages::WorkspaceCreateSuccessful.new(ok_message_content)
                 }
               )
@@ -51,6 +55,8 @@
   describe "error cases" do
     let(:error_details) { "some error details" }
     let(:err_message_content) { { details: error_details } }
+    let(:observer_class) { RemoteDevelopment::WorkspaceOperations::Create::WorkspaceErrorsObserver }
+    let(:observer_method) { :inspect_err }
 
     shared_examples "rop invocation with error response" do
       it "returns expected response" do
diff --git a/ee/spec/lib/remote_development/workspace_operations/create/workspace_errors_observer_spec.rb b/ee/spec/lib/remote_development/workspace_operations/create/workspace_errors_observer_spec.rb
new file mode 100644
index 0000000000000000000000000000000000000000..77bad4424c7c03d1cc97cc898587e157f6409bfe
--- /dev/null
+++ b/ee/spec/lib/remote_development/workspace_operations/create/workspace_errors_observer_spec.rb
@@ -0,0 +1,37 @@
+# frozen_string_literal: true
+
+require 'spec_helper'
+
+RSpec.describe RemoteDevelopment::WorkspaceOperations::Create::WorkspaceErrorsObserver, feature_category: :workspaces do
+  let_it_be(:user) { create(:user) }
+  let_it_be(:namespace) { create(:group, developers: user) }
+  let_it_be(:project) { create(:project, namespace: namespace) }
+  let(:context) do
+    {
+      user: user,
+      internal_events_class: Gitlab::InternalEvents,
+      params: {
+        project: project
+      }
+    }
+  end
+
+  let(:message) do
+    RemoteDevelopment::Messages::WorkspaceCreateDevfileLoadFailed.new(
+      details: "Devfile could not be loaded from project",
+      context: context
+    )
+  end
+
+  describe '.observe' do
+    let(:err_message) { message.class.name.demodulize  }
+
+    it 'tracks a failed event with the error class and increases failure metric' do
+      expect { described_class.observe(message) }
+        .to trigger_internal_events('create_workspace_result')
+        .with(user: user, project: project, additional_properties: { label: 'failed',
+                                                                     property: err_message })
+        .and increment_usage_metrics('counts.count_total_failed_workspaces_created')
+    end
+  end
+end
diff --git a/ee/spec/lib/remote_development/workspace_operations/create/workspace_observer_spec.rb b/ee/spec/lib/remote_development/workspace_operations/create/workspace_observer_spec.rb
new file mode 100644
index 0000000000000000000000000000000000000000..fa664fa878824427c5022d1ef0d24c831dbf5f4e
--- /dev/null
+++ b/ee/spec/lib/remote_development/workspace_operations/create/workspace_observer_spec.rb
@@ -0,0 +1,27 @@
+# frozen_string_literal: true
+
+require 'spec_helper'
+
+RSpec.describe RemoteDevelopment::WorkspaceOperations::Create::WorkspaceObserver, feature_category: :workspaces do
+  let_it_be(:user) { create(:user) }
+  let_it_be(:namespace) { create(:group, developers: user) }
+  let_it_be(:project) { create(:project, namespace: namespace) }
+  let(:context) do
+    {
+      user: user,
+      internal_events_class: Gitlab::InternalEvents,
+      params: {
+        project: project
+      }
+    }
+  end
+
+  describe '.observe' do
+    it 'tracks a succeeded event and increases succeed metric' do
+      expect { described_class.observe(context) }
+        .to trigger_internal_events('create_workspace_result')
+        .with(user: user, project: project, additional_properties: { label: 'succeed' })
+        .and increment_usage_metrics('counts.count_total_succeed_workspaces_created')
+    end
+  end
+end
diff --git a/ee/spec/lib/remote_development/workspace_operations/reconcile/main_spec.rb b/ee/spec/lib/remote_development/workspace_operations/reconcile/main_spec.rb
index 532a67f982920fdf0d65ddd4996b247f19a6c356..3c9a5f640aeaf21deffe7fb1aced526ba403a2e5 100644
--- a/ee/spec/lib/remote_development/workspace_operations/reconcile/main_spec.rb
+++ b/ee/spec/lib/remote_development/workspace_operations/reconcile/main_spec.rb
@@ -56,7 +56,19 @@
 
   describe "error cases" do
     let(:error_details) { "some error details" }
-    let(:err_message_content) { { details: error_details } }
+    let(:err_message_content) { { details: error_details, context: context_passed_along_steps } }
+    let(:rop_steps) do
+      [
+        [RemoteDevelopment::WorkspaceOperations::Reconcile::Input::ParamsValidator, :and_then],
+        [RemoteDevelopment::WorkspaceOperations::Reconcile::Input::ParamsExtractor, :map],
+        [RemoteDevelopment::WorkspaceOperations::Reconcile::Input::ParamsToInfosConverter, :map],
+        [RemoteDevelopment::WorkspaceOperations::Reconcile::Persistence::WorkspacesFromAgentInfosUpdater, :map],
+        [RemoteDevelopment::WorkspaceOperations::Reconcile::Persistence::WorkspacesLifecycleManager, :map],
+        [RemoteDevelopment::WorkspaceOperations::Reconcile::Persistence::WorkspacesToBeReturnedFinder, :map],
+        [RemoteDevelopment::WorkspaceOperations::Reconcile::Output::ResponsePayloadBuilder, :map],
+        [RemoteDevelopment::WorkspaceOperations::Reconcile::Persistence::WorkspacesToBeReturnedUpdater, :map]
+      ]
+    end
 
     shared_examples "rop invocation with error response" do
       it "returns expected response" do
diff --git a/spec/support/matchers/invoke_rop_steps.rb b/spec/support/matchers/invoke_rop_steps.rb
index d8b9830dd472f73681ca65acb841064d9ee5baba..1270abe59f1b7203bfba398aca0ed43122917360 100644
--- a/spec/support/matchers/invoke_rop_steps.rb
+++ b/spec/support/matchers/invoke_rop_steps.rb
@@ -111,6 +111,7 @@ def build_expected_rop_steps(
     context_passed_along_steps:
   )
     expected_rop_steps = []
+    skip_unless_inspect = false
 
     rop_steps.each do |rop_step|
       step_class = rop_step[0]
@@ -121,13 +122,11 @@ def build_expected_rop_steps(
         step_action: step_action
       }
 
+      next if skip_unless_inspect && [:inspect_ok, :inspect_err].freeze.exclude?(step_action)
+
       if err_results_for_steps.key?(step_class)
         expected_rop_step[:returned_object] = err_results_for_steps[step_class]
-
-        # Currently, only a single error step is supported, so we assign expected_rop_step as the last entry
-        # in expected_rop_steps, break out of the loop early, and do not add any more steps
-        expected_rop_steps << expected_rop_step
-        break
+        skip_unless_inspect = true
       elsif ok_results_for_steps.key?(step_class)
         expected_rop_step[:returned_object] = ok_results_for_steps[step_class]
       elsif step_action == :and_then
@@ -169,7 +168,9 @@ def set_up_step_class_expectation(
     context_passed_along_steps:,
     returned_object:
   )
-    expect(step_class).to receive(step_class_method).with(context_passed_along_steps).ordered do
+    expectation = expect(step_class).to receive(step_class_method)
+    expectation = expectation.with(context_passed_along_steps) if step_class_method != :observe
+    expectation.ordered do
       returned_object
     end
   end