diff --git a/knowledge_base/dashboard_deploy/.gitignore b/knowledge_base/dashboard_deploy/.gitignore
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+++ b/knowledge_base/dashboard_deploy/.gitignore
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+
+.databricks
diff --git a/knowledge_base/dashboard_deploy/README.md b/knowledge_base/dashboard_deploy/README.md
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+# Dashboard Deployment to higher environment
+
+This example demonstrates how to deploy the existing dashboard from dev to target Databricks workspace, using dab bundle
+it also allows you to change the catalog and schema names of dashboard json dataset query from dev to target
+specifies access to the groups on the target dashboard
+
+For more information about AI/BI dashboards, please refer to the [documentation](https://docs.databricks.com/dashboards/index.html).
+
+## Prerequisites
+
+* Databricks CLI v0.232.0 or above
+* Databricks configuration file (`~/.databricks.cfg`) with a profile named dev and target workspace configured
+* The catalog, schema and tables mentioned in dashboard datasets exists in target workspace
+
+
+## Usage
+
+Invoke the shell script dashboard_deploy.sh to deploy the dashboard from dev to target Databricks workspace.
+
+Example
+``` sh
+ #                     'dev-dashboard-id'              'target-warehouse  'dev to target catalog/schema mapping'           'access   'target dashboard name'
+ #                                                       name'                                                               group' 
+                        
+sh dashboard_deploy.sh 01efbbade84416dc984927ca794fd768 'Shared Endpoint' '{"samples": "shared", "nyctaxi": "ru_nyctaxi"}' test_group client_dashboard
+```
+Output
+
+Clean up the temporary files if any
+********************************************
+============================================
+Running script with the provided arguments...
+Get the Dev Dashboard metadata json
+********************************************
+============================================
+modify Query in Dashboard metadata json of catalog and schema names of target workspace
+Namespace(file_path='dev_dashboard.json', replacements='{"samples": "shared", "nyctaxi": "ru_nyctaxi"}', target_file='./src/dashboard.json')
+{"samples": "shared", "nyctaxi": "ru_nyctaxi"}
+********************************************
+============================================
+Validate DAB bundle dashboard to the target workspace
+Name: client_dashboard
+Target: target
+Workspace:
+User: rushabh.mehta@databricks.com
+Path: /Workspace/Users/rushabh.mehta@databricks.com/.bundle/client_dashboard/target
+
+Validation OK!
+********************************************
+============================================
+Deploy the modified dashboard to the target workspace
+Uploading bundle files to /Workspace/Users/rushabh.mehta@databricks.com/.bundle/client_dashboard/target/files...
+Deploying resources...
+Updating deployment state...
+Deployment complete!
+********************************************
+============================================
+Optional-Clean up the temporary files
+
diff --git a/knowledge_base/dashboard_deploy/dashboard_deploy.sh b/knowledge_base/dashboard_deploy/dashboard_deploy.sh
new file mode 100644
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+++ b/knowledge_base/dashboard_deploy/dashboard_deploy.sh
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+#!/bin/bash
+
+# Check if the correct number of arguments is provided
+if [ "$#" -ne 5 ]; then
+    echo "Usage: $0 <dashboard_id> <target_warehouse_name> <replacements> <access_group> <dashboard name>"
+    exit 1
+fi
+
+# Assign arguments to variables
+dashboard_id=$1
+target_warehouse_name=$2
+replacements=$3
+access_group=$4
+dashboard_name=$5
+
+# Function to check the result of the last command and exit if it failed
+check_result() {
+    if [ $1 -ne 0 ]; then
+        echo "Error: $2"
+        exit 1
+    fi
+}
+
+clean_up() {
+    rm -rf .databricks
+    rm -f dev_dashboard.json
+    rm -f ./src/dashboard.json
+}
+
+# Print the received arguments
+echo "Dashboard ID: $dashboard_id"
+echo "Target Warehouse Name: $target_warehouse_name"
+echo "Replacements: $replacements"
+echo "dashboard_name: $dashboard_name"
+
+echo "============================================"
+echo "Clean up the temporary files if any"
+clean_up
+check_result $? "Failed to clean up the temporary files"
+echo "********************************************"
+echo "============================================"
+echo "Running script with the provided arguments..."
+echo "Get the Dev Dashboard metadata json"
+databricks lakeview get $dashboard_id --output json --profile dev >> dev_dashboard.json
+check_result $? "Failed to get the dashboard metadata json"
+echo "********************************************"
+echo "============================================"
+echo "modify Query in Dashboard metadata json of catalog and schema names of target workspace"
+python3 dashboard_json_query_modify.py --file_path dev_dashboard.json --replacements "$replacements" --target_file ./src/dashboard.json
+check_result $? "Failed to modify the dashboard metadata json"
+echo "********************************************"
+echo "============================================"
+echo "Validate DAB bundle dashboard to the target workspace"
+databricks bundle validate --var "warehouse_name=${target_warehouse_name}" --var "access_group=${access_group}" \
+--var "dashboard_name=${dashboard_name}" --profile target
+check_result $? "Failed to validate the dashboard bundle"
+echo "********************************************"
+echo "============================================"
+echo "Deploy the modified dashboard to the target workspace"
+databricks bundle deploy --var "warehouse_name=${target_warehouse_name}" --var "access_group=${access_group}"  \
+--var "dashboard_name=${dashboard_name}" --profile target
+check_result $? "Failed to deploy the dashboard bundle"
+echo "********************************************"
+echo "============================================"
+echo "Optional-Clean up the temporary files"
+clean_up
+check_result $? "Failed to clean up the temporary files"
+echo "********************************************"
\ No newline at end of file
diff --git a/knowledge_base/dashboard_deploy/dashboard_json_query_modify.py b/knowledge_base/dashboard_deploy/dashboard_json_query_modify.py
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+++ b/knowledge_base/dashboard_deploy/dashboard_json_query_modify.py
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+import json
+import argparse
+def replace_keys_in_query(query_string, replacements):
+    for key, value in replacements.items():
+        query_string = query_string.replace(key, value)
+    return query_string
+
+def query_in_datasets(data, replacements):
+    if isinstance(data, dict):
+        if 'datasets' in data:
+            for dataset in data['datasets']:
+                if 'query' in dataset:
+                    dataset['query'] = replace_keys_in_query(dataset['query'], replacements)
+
+    return data
+
+def parse_json_file(file_path, replacements, target_file_path):
+    with open(file_path, 'r') as file:
+        data = json.load(file)
+
+    dashboard_json = json.loads(data['serialized_dashboard'])
+    modified_data = query_in_datasets(dashboard_json, replacements)
+
+    with open(target_file_path, 'w') as file:
+        json.dump(modified_data, file, indent=4)
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description='Parse JSON file')
+
+    parser.add_argument('--file_path', required=True, help='Path to the Dashboard JSON file')
+    parser.add_argument('--replacements', required=True, help='Replacements in JSON format')
+    parser.add_argument('--target_file', required=True, help='Dashboard json modified file save location')
+
+
+    args = parser.parse_args()
+    print(args)
+    print(args.replacements)
+
+    parse_json_file(args.file_path, json.loads(f'{args.replacements}'), args.target_file)
\ No newline at end of file
diff --git a/knowledge_base/dashboard_deploy/databricks.yml b/knowledge_base/dashboard_deploy/databricks.yml
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+bundle:
+  name: ${var.dashboard_name}
+
+include:
+  - resources/*.yml
+
+variables:
+  # The "warehouse_id" variable is used to reference the warehouse used by the dashboard.
+  warehouse_id:
+    lookup:
+      # Replace this with the name of your SQL warehouse.
+      warehouse: ${var.warehouse_name}
+  dev_workspace:
+    default: "host"
+  target_workspace:
+    default: "target_workspace"
+  dashboard_name:
+    default: "def"
+  access_group:
+    default: "def group"
+  warehouse_name:
+    default: "warehouse"
+
+
+targets:
+  target:
+    default: true
+
diff --git a/knowledge_base/dashboard_deploy/resources/dashboard.yml b/knowledge_base/dashboard_deploy/resources/dashboard.yml
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+resources:
+  dashboards:
+    dashboard:
+      display_name: ${var.dashboard_name}
+      file_path: ../src/dashboard.json
+      warehouse_id: ${var.warehouse_id}
+
+      # If "embed_credentials" is set to true, the bundle deployment identity's credentials
+      # are used to execute queries for all dashboard viewers.
+      # If it is set to false, each viewer's own credentials will be used instead.
+      #
+      # It defaults to false.
+      #
+      # embed_credentials: false
+
+      # The "parent_path" field can be configured to place the dashboard in a
+      # non-standard folder in the workspace.
+      #
+      # It defaults to "${workspace.resource_path}", which is located
+      # under the bundle deployment root.
+      #
+      # parent_path: ${workspace.resource_path}
+      permissions:
+        - level: CAN_READ
+          group_name: ${var.access_group}
diff --git a/knowledge_base/dashboard_deploy/src/temp b/knowledge_base/dashboard_deploy/src/temp
new file mode 100644
index 0000000..e69de29