diff --git a/ingestion/setup.py b/ingestion/setup.py
index 78f4adfd84e0..82c713c2fe9a 100644
--- a/ingestion/setup.py
+++ b/ingestion/setup.py
@@ -328,7 +328,11 @@
     "cassandra": {VERSIONS["cassandra"]},
     "couchbase": {"couchbase~=4.1"},
     "mssql": {
-        "sqlalchemy-pytds~=0.3",
+        # 1.0+ moved internal `tds.skipall` calls to `tds_base.skipall`, matching
+        # the python-tds 1.x layout. 0.3.x raises AttributeError on every
+        # server-side cursor fetch (TABNAME / COLINFO tokens) when paired with
+        # python-tds 1.x.
+        "sqlalchemy-pytds~=1.0",
         DATA_DIFF["mssql"],
     },
     "mssql-odbc": {
diff --git a/openmetadata-service/src/main/java/org/openmetadata/service/socket/WebSocketManager.java b/openmetadata-service/src/main/java/org/openmetadata/service/socket/WebSocketManager.java
index bbc2281a3ded..57ffaaa46a62 100644
--- a/openmetadata-service/src/main/java/org/openmetadata/service/socket/WebSocketManager.java
+++ b/openmetadata-service/src/main/java/org/openmetadata/service/socket/WebSocketManager.java
@@ -39,6 +39,7 @@ public class WebSocketManager {
   public static final String MOVE_GLOSSARY_TERM_CHANNEL = "moveGlossaryTermChannel";
   public static final String RDF_INDEX_JOB_BROADCAST_CHANNEL = "rdfIndexJobStatus";
   public static final String CHART_DATA_STREAM_CHANNEL = "chartDataStream";
+  public static final String QUERY_RUNNER_CHANNEL = "queryRunnerChannel";
 
   @Getter
   private final Map<UUID, Map<String, SocketIoSocket>> activityFeedEndpoints =
diff --git a/openmetadata-service/src/main/java/org/openmetadata/service/util/QueryRunnerMessage.java b/openmetadata-service/src/main/java/org/openmetadata/service/util/QueryRunnerMessage.java
new file mode 100644
index 000000000000..56446514a646
--- /dev/null
+++ b/openmetadata-service/src/main/java/org/openmetadata/service/util/QueryRunnerMessage.java
@@ -0,0 +1,33 @@
+package org.openmetadata.service.util;
+
+import lombok.Getter;
+import lombok.NoArgsConstructor;
+import lombok.Setter;
+
+@NoArgsConstructor
+public class QueryRunnerMessage {
+  @Getter @Setter private String jobId;
+  @Getter @Setter private String status;
+  @Getter @Setter private String workflowId;
+  @Getter @Setter private String error;
+  @Getter @Setter private String message;
+  @Getter @Setter private Double duration;
+  @Getter @Setter private String executedQuery;
+
+  public QueryRunnerMessage(
+      String jobId,
+      String status,
+      String workflowId,
+      String error,
+      String message,
+      Double duration,
+      String executedQuery) {
+    this.jobId = jobId;
+    this.status = status;
+    this.workflowId = workflowId;
+    this.error = error;
+    this.message = message;
+    this.duration = duration;
+    this.executedQuery = executedQuery;
+  }
+}
diff --git a/openmetadata-service/src/main/java/org/openmetadata/service/util/WebsocketNotificationHandler.java b/openmetadata-service/src/main/java/org/openmetadata/service/util/WebsocketNotificationHandler.java
index 2705fd8a0489..0a765365bc58 100644
--- a/openmetadata-service/src/main/java/org/openmetadata/service/util/WebsocketNotificationHandler.java
+++ b/openmetadata-service/src/main/java/org/openmetadata/service/util/WebsocketNotificationHandler.java
@@ -346,6 +346,45 @@ public static void sendCsvImportFailedNotification(
     }
   }
 
+  public static void sendQueryRunnerCompleteNotification(
+      String jobId, UUID userId, String workflowId, Double duration, String executedQuery) {
+    QueryRunnerMessage message =
+        new QueryRunnerMessage(jobId, "COMPLETED", workflowId, null, null, duration, executedQuery);
+    String jsonMessage = JsonUtils.pojoToJson(message);
+    if (userId != null) {
+      WebSocketManager.getInstance()
+          .sendToOne(userId, WebSocketManager.QUERY_RUNNER_CHANNEL, jsonMessage);
+    }
+  }
+
+  public static void sendQueryRunnerFailedNotification(
+      String jobId, UUID userId, String errorMessage) {
+    QueryRunnerMessage message =
+        new QueryRunnerMessage(jobId, "FAILED", null, errorMessage, null, null, null);
+    String jsonMessage = JsonUtils.pojoToJson(message);
+    if (userId != null) {
+      WebSocketManager.getInstance()
+          .sendToOne(userId, WebSocketManager.QUERY_RUNNER_CHANNEL, jsonMessage);
+    }
+  }
+
+  /**
+   * Intermediate progress message for a Query Runner job — e.g. "Executing query…",
+   * "Uploading results…". UI's WebSocket hook reads the {@code message} field and surfaces it
+   * as {@code executionStatusMessage}. {@code status} stays "RUNNING" so the UI doesn't treat
+   * this as a terminal event.
+   */
+  public static void sendQueryRunnerProgressNotification(
+      String jobId, UUID userId, String workflowId, String message) {
+    QueryRunnerMessage msg =
+        new QueryRunnerMessage(jobId, "RUNNING", workflowId, null, message, null, null);
+    String jsonMessage = JsonUtils.pojoToJson(msg);
+    if (userId != null) {
+      WebSocketManager.getInstance()
+          .sendToOne(userId, WebSocketManager.QUERY_RUNNER_CHANNEL, jsonMessage);
+    }
+  }
+
   public static void sendDeleteOperationCompleteNotification(
       String jobId, SecurityContext securityContext, EntityInterface entity) {
     DeleteEntityMessage message =
diff --git a/openmetadata-spec/src/main/resources/json/schema/entity/automations/queryRunnerRequest.json b/openmetadata-spec/src/main/resources/json/schema/entity/automations/queryRunnerRequest.json
index c1ca182b4086..a104330907da 100644
--- a/openmetadata-spec/src/main/resources/json/schema/entity/automations/queryRunnerRequest.json
+++ b/openmetadata-spec/src/main/resources/json/schema/entity/automations/queryRunnerRequest.json
@@ -66,6 +66,41 @@
       "type": "string",
       "enum": ["user", "team"],
       "default": "user"
+    },
+    "storageConfig": {
+      "description": "RUNTIME FIELD - Storage configuration injected by backend for result upload.",
+      "type": "object",
+      "properties": {
+        "bucketName": {
+          "description": "S3 or GCS bucket name.",
+          "type": "string"
+        },
+        "prefix": {
+          "description": "Key prefix within the bucket.",
+          "type": "string"
+        },
+        "storageConfig": {
+          "oneOf": [
+            {
+              "title": "AWS S3 Storage Config",
+              "$ref": "../../security/credentials/awsCredentials.json"
+            },
+            {
+              "title": "GCP Storage Config",
+              "$ref": "../../security/credentials/gcpCredentials.json"
+            },
+            {
+              "title": "No Credentials",
+              "type": "object",
+              "additionalProperties": false
+            }
+          ]
+        }
+      }
+    },
+    "resultPath": {
+      "description": "RUNTIME FIELD - Full S3/GCS key path where the worker should upload CSV results. Generated by the backend before Argo submission.",
+      "type": "string"
     }
   },
   "additionalProperties": false
diff --git a/openmetadata-spec/src/main/resources/json/schema/entity/automations/response/queryRunnerResponse.json b/openmetadata-spec/src/main/resources/json/schema/entity/automations/response/queryRunnerResponse.json
index 5d797fa37b42..78bd5476480f 100644
--- a/openmetadata-spec/src/main/resources/json/schema/entity/automations/response/queryRunnerResponse.json
+++ b/openmetadata-spec/src/main/resources/json/schema/entity/automations/response/queryRunnerResponse.json
@@ -41,6 +41,10 @@
         "executedQuery": {
             "description": "The actual query that was executed (may be transpiled or modified from the original)",
             "type": "string"
+        },
+        "resultPath": {
+            "description": "S3 or GCS key path where the query results CSV is stored. Present when storage mode is enabled; mutually exclusive with 'results'.",
+            "type": "string"
         }
     },
     "additionalProperties": false
diff --git a/openmetadata-ui/src/main/resources/ui/src/constants/constants.ts b/openmetadata-ui/src/main/resources/ui/src/constants/constants.ts
index 2b759dee46cf..fd5c7cfacebb 100644
--- a/openmetadata-ui/src/main/resources/ui/src/constants/constants.ts
+++ b/openmetadata-ui/src/main/resources/ui/src/constants/constants.ts
@@ -351,6 +351,7 @@ export const SOCKET_EVENTS = {
   DELETE_ENTITY_CHANNEL: 'deleteEntityChannel',
   MOVE_GLOSSARY_TERM_CHANNEL: 'moveGlossaryTermChannel',
   CHART_DATA_STREAM: 'chartDataStream',
+  QUERY_RUNNER_CHANNEL: 'queryRunnerChannel',
 };
 
 export const CACHE_WARMUP_APPLICATION_NAME = 'CacheWarmupApplication';
diff --git a/openmetadata-ui/src/main/resources/ui/src/generated/entity/automations/queryRunnerRequest.ts b/openmetadata-ui/src/main/resources/ui/src/generated/entity/automations/queryRunnerRequest.ts
index e808a6d39765..846721c18981 100644
--- a/openmetadata-ui/src/main/resources/ui/src/generated/entity/automations/queryRunnerRequest.ts
+++ b/openmetadata-ui/src/main/resources/ui/src/generated/entity/automations/queryRunnerRequest.ts
@@ -51,6 +51,11 @@ export interface QueryRunnerRequest {
      * Query to be executed.
      */
     query?: string;
+    /**
+     * RUNTIME FIELD - Full S3/GCS key path where the worker should upload CSV results.
+     * Generated by the backend before Argo submission.
+     */
+    resultPath?: string;
     /**
      * Optional role to use for query execution (selected by user in QueryRunner Studio).
      * Service-specific (e.g., Snowflake role).
@@ -60,6 +65,10 @@ export interface QueryRunnerRequest {
      * Optional value that identifies this service name.
      */
     serviceName?: string;
+    /**
+     * RUNTIME FIELD - Storage configuration injected by backend for result upload.
+     */
+    storageConfig?: StorageConfig;
     /**
      * Optional value to indicate if the query should be transpiled.
      */
@@ -87,3 +96,184 @@ export enum CredentialSourceType {
     Team = "team",
     User = "user",
 }
+
+/**
+ * RUNTIME FIELD - Storage configuration injected by backend for result upload.
+ */
+export interface StorageConfig {
+    /**
+     * S3 or GCS bucket name.
+     */
+    bucketName?: string;
+    /**
+     * Key prefix within the bucket.
+     */
+    prefix?:        string;
+    storageConfig?: Credentials;
+    [property: string]: any;
+}
+
+/**
+ * AWS credentials configs.
+ *
+ * GCP credentials configs.
+ */
+export interface Credentials {
+    /**
+     * The Amazon Resource Name (ARN) of the role to assume. Required Field in case of Assume
+     * Role
+     */
+    assumeRoleArn?: string;
+    /**
+     * An identifier for the assumed role session. Use the role session name to uniquely
+     * identify a session when the same role is assumed by different principals or for different
+     * reasons. Required Field in case of Assume Role
+     */
+    assumeRoleSessionName?: string;
+    /**
+     * The Amazon Resource Name (ARN) of the role to assume. Optional Field in case of Assume
+     * Role
+     */
+    assumeRoleSourceIdentity?: string;
+    /**
+     * AWS Access key ID.
+     */
+    awsAccessKeyId?: string;
+    /**
+     * AWS Region
+     */
+    awsRegion?: string;
+    /**
+     * AWS Secret Access Key.
+     */
+    awsSecretAccessKey?: string;
+    /**
+     * AWS Session Token.
+     */
+    awsSessionToken?: string;
+    /**
+     * Enable AWS IAM authentication. When enabled, uses the default credential provider chain
+     * (environment variables, instance profile, etc.). Defaults to false for backward
+     * compatibility.
+     */
+    enabled?: boolean;
+    /**
+     * EndPoint URL for the AWS
+     */
+    endPointURL?: string;
+    /**
+     * The name of a profile to use with the boto session.
+     */
+    profileName?: string;
+    /**
+     * We support two ways of authenticating to GCP i.e via GCP Credentials Values or GCP
+     * Credentials Path
+     */
+    gcpConfig?: GCPCredentialsConfiguration;
+    /**
+     * we enable the authenticated service account to impersonate another service account
+     */
+    gcpImpersonateServiceAccount?: GCPImpersonateServiceAccountValues;
+}
+
+/**
+ * We support two ways of authenticating to GCP i.e via GCP Credentials Values or GCP
+ * Credentials Path
+ *
+ * Pass the raw credential values provided by GCP
+ *
+ * Pass the path of file containing the GCP credentials info
+ *
+ * Use the application default credentials
+ */
+export interface GCPCredentialsConfiguration {
+    /**
+     * Google Cloud auth provider certificate.
+     */
+    authProviderX509CertUrl?: string;
+    /**
+     * Google Cloud auth uri.
+     */
+    authUri?: string;
+    /**
+     * Google Cloud email.
+     */
+    clientEmail?: string;
+    /**
+     * Google Cloud Client ID.
+     */
+    clientId?: string;
+    /**
+     * Google Cloud client certificate uri.
+     */
+    clientX509CertUrl?: string;
+    /**
+     * Google Cloud private key.
+     */
+    privateKey?: string;
+    /**
+     * Google Cloud private key id.
+     */
+    privateKeyId?: string;
+    /**
+     * Project ID
+     *
+     * GCP Project ID to parse metadata from
+     */
+    projectId?: string[] | string;
+    /**
+     * Google Cloud token uri.
+     */
+    tokenUri?: string;
+    /**
+     * Google Cloud Platform account type.
+     *
+     * Google Cloud Platform ADC ( Application Default Credentials )
+     */
+    type?: string;
+    /**
+     * Path of the file containing the GCP credentials info
+     */
+    path?: string;
+    /**
+     * Google Security Token Service audience which contains the resource name for the workload
+     * identity pool and the provider identifier in that pool.
+     */
+    audience?: string;
+    /**
+     * This object defines the mechanism used to retrieve the external credential from the local
+     * environment so that it can be exchanged for a GCP access token via the STS endpoint
+     */
+    credentialSource?: { [key: string]: string };
+    /**
+     * Google Cloud Platform account type.
+     */
+    externalType?: string;
+    /**
+     * Google Security Token Service subject token type based on the OAuth 2.0 token exchange
+     * spec.
+     */
+    subjectTokenType?: string;
+    /**
+     * Google Security Token Service token exchange endpoint.
+     */
+    tokenURL?: string;
+    [property: string]: any;
+}
+
+/**
+ * we enable the authenticated service account to impersonate another service account
+ *
+ * Pass the values to impersonate a service account of Google Cloud
+ */
+export interface GCPImpersonateServiceAccountValues {
+    /**
+     * The impersonated service account email
+     */
+    impersonateServiceAccount?: string;
+    /**
+     * Number of seconds the delegated credential should be valid
+     */
+    lifetime?: number;
+    [property: string]: any;
+}
diff --git a/openmetadata-ui/src/main/resources/ui/src/generated/entity/automations/response/queryRunnerResponse.ts b/openmetadata-ui/src/main/resources/ui/src/generated/entity/automations/response/queryRunnerResponse.ts
index 4e26b0394317..c4d0e8d079f5 100644
--- a/openmetadata-ui/src/main/resources/ui/src/generated/entity/automations/response/queryRunnerResponse.ts
+++ b/openmetadata-ui/src/main/resources/ui/src/generated/entity/automations/response/queryRunnerResponse.ts
@@ -30,6 +30,11 @@ export interface QueryRunnerResponse {
      * Error message in case of failure
      */
     message?: string;
+    /**
+     * S3 or GCS key path where the query results CSV is stored. Present when storage mode is
+     * enabled; mutually exclusive with 'results'.
+     */
+    resultPath?: string;
     /**
      * Results of the query execution
      */
diff --git a/openmetadata-ui/src/main/resources/ui/src/generated/entity/automations/workflow.ts b/openmetadata-ui/src/main/resources/ui/src/generated/entity/automations/workflow.ts
index 67875b8e8ee1..b945a6c984fd 100644
--- a/openmetadata-ui/src/main/resources/ui/src/generated/entity/automations/workflow.ts
+++ b/openmetadata-ui/src/main/resources/ui/src/generated/entity/automations/workflow.ts
@@ -674,11 +674,20 @@ export interface TestServiceConnectionRequest {
      * Query to be executed.
      */
     query?: string;
+    /**
+     * RUNTIME FIELD - Full S3/GCS key path where the worker should upload CSV results.
+     * Generated by the backend before Argo submission.
+     */
+    resultPath?: string;
     /**
      * Optional role to use for query execution (selected by user in QueryRunner Studio).
      * Service-specific (e.g., Snowflake role).
      */
     role?: string;
+    /**
+     * RUNTIME FIELD - Storage configuration injected by backend for result upload.
+     */
+    storageConfig?: StorageConfig;
     /**
      * Optional value to indicate if the query should be transpiled.
      */
@@ -5802,6 +5811,101 @@ export enum SparkEngineType {
     Spark = "Spark",
 }
 
+/**
+ * RUNTIME FIELD - Storage configuration injected by backend for result upload.
+ */
+export interface StorageConfig {
+    /**
+     * S3 or GCS bucket name.
+     */
+    bucketName?: string;
+    /**
+     * Key prefix within the bucket.
+     */
+    prefix?:        string;
+    storageConfig?: StorageConfigClass;
+    [property: string]: any;
+}
+
+/**
+ * AWS credentials required to access the S3 file.
+ *
+ * AWS credentials configs.
+ *
+ * AWS credentials for generating MWAA CLI token.
+ *
+ * AWS credentials configuration.
+ *
+ * GCP Credentials
+ *
+ * GCP credentials configs.
+ *
+ * GCP credentials to use. If not provided, Application Default Credentials will be used.
+ *
+ * GCP credentials configuration for authenticating with Pub/Sub.
+ *
+ * GCP credentials configuration.
+ *
+ * GCP Credentials for Google Drive API
+ */
+export interface StorageConfigClass {
+    /**
+     * The Amazon Resource Name (ARN) of the role to assume. Required Field in case of Assume
+     * Role
+     */
+    assumeRoleArn?: string;
+    /**
+     * An identifier for the assumed role session. Use the role session name to uniquely
+     * identify a session when the same role is assumed by different principals or for different
+     * reasons. Required Field in case of Assume Role
+     */
+    assumeRoleSessionName?: string;
+    /**
+     * The Amazon Resource Name (ARN) of the role to assume. Optional Field in case of Assume
+     * Role
+     */
+    assumeRoleSourceIdentity?: string;
+    /**
+     * AWS Access key ID.
+     */
+    awsAccessKeyId?: string;
+    /**
+     * AWS Region
+     */
+    awsRegion?: string;
+    /**
+     * AWS Secret Access Key.
+     */
+    awsSecretAccessKey?: string;
+    /**
+     * AWS Session Token.
+     */
+    awsSessionToken?: string;
+    /**
+     * Enable AWS IAM authentication. When enabled, uses the default credential provider chain
+     * (environment variables, instance profile, etc.). Defaults to false for backward
+     * compatibility.
+     */
+    enabled?: boolean;
+    /**
+     * EndPoint URL for the AWS
+     */
+    endPointURL?: string;
+    /**
+     * The name of a profile to use with the boto session.
+     */
+    profileName?: string;
+    /**
+     * We support two ways of authenticating to GCP i.e via GCP Credentials Values or GCP
+     * Credentials Path
+     */
+    gcpConfig?: GCPCredentialsConfiguration;
+    /**
+     * we enable the authenticated service account to impersonate another service account
+     */
+    gcpImpersonateServiceAccount?: GCPImpersonateServiceAccountValues;
+}
+
 /**
  * Pipeline type
  *
@@ -5867,6 +5971,11 @@ export interface TestConnectionResult {
      * The actual query that was executed (may be transpiled or modified from the original)
      */
     executedQuery?: string;
+    /**
+     * S3 or GCS key path where the query results CSV is stored. Present when storage mode is
+     * enabled; mutually exclusive with 'results'.
+     */
+    resultPath?: string;
 }
 
 export interface ReverseIngestionOperationResult {