SIENTIAPDE-1084

Update README.md to enhance the architecture diagrams for both Scouter and FakeData workflows, improving clarity and structure by adopting a consistent flowchart format and detailing service interactions.

README.md

@@ -75,17 +75,12 @@ The **Scouter** workflow is the main entry point for data processing pipelines.
 #### Architecture
 
 ```mermaid
-flowchart TB
-    subgraph " "
-        A[1. get_last_data_timestamp] --- B[2. load_latest_data] --- C[3. put_last_data_timestamp] --- D[4. core_scouter ⬛]
-    end
-    subgraph " "
-        Redis[(Redis)] ~~~ MongoDB[(MongoDB)] ~~~ Redis2[(Redis)]
-    end
+flowchart LR
+    A[1. get_last_data_timestamp] --> B[2. load_latest_data] --> C[3. put_last_data_timestamp] --> D[4. core_scouter ⬛]
     
-    A -.-> Redis
-    B -.-> MongoDB
-    C -.-> Redis2
+    A -.-> Redis[(Redis)]
+    B -.-> MongoDB[(MongoDB)]
+    C -.-> Redis
 ```
 
 ### Key Components
@@ -152,6 +147,27 @@ The **CoreScouter** workflow implements the core data processing pipeline for in
 }
 ```
 
+#### Architecture
+
+```mermaid
+flowchart TB
+    subgraph workflow [" "]
+        A[1. get_last_data_timestamp] --> B[2. load_latest_data] --> C[3. put_last_data_timestamp] --> D[4. core_scouter ⬛]
+    end
+    
+    subgraph services [" "]
+        Redis1[(Redis)] ~~~ MongoDB[(MongoDB)] ~~~ Redis2[(Redis)] ~~~ CoreOut[Output]
+    end
+    
+    A -.-> Redis1
+    B -.-> MongoDB  
+    C -.-> Redis2
+    D -.-> CoreOut
+    
+    style workflow fill:none,stroke:none
+    style services fill:none,stroke:none
+```
+
 ### 3. FakeData Workflow (`fake_data.py`)
 
 The **FakeData** workflow generates synthetic industrial sensor data for testing and development purposes. It's designed to simulate realistic data flows without requiring actual industrial data sources.
@@ -184,6 +200,24 @@ The **FakeData** workflow generates synthetic industrial sensor data for testing
 }
 ```
 
+#### Architecture
+
+```mermaid
+flowchart TB
+    subgraph workflow [" "]
+        A[1. generate_and_send_data]
+    end
+    
+    subgraph services [" "]
+        Kafka[(Kafka)]
+    end
+    
+    A -.-> Kafka
+    
+    style workflow fill:none,stroke:none
+    style services fill:none,stroke:none
+```
+
 ## 📋 Prerequisites
 
 - Python 3.11+