From 40f9e1d6bef20c2085a206c453de34cd9856b60a Mon Sep 17 00:00:00 2001
From: Atridad Lahiji <me@atri.dad>
Date: Wed, 4 Dec 2024 19:09:32 -0600
Subject: [PATCH] Squashed inappropriate git messages

---
 .dockerignore                                 |    3 +
 .env.example                                  |    3 +
 .gitignore                                    |    2 +
 Dockerfile                                    |   16 +
 README.md                                     |   82 +
 commands.md                                   |    2 +
 fly.toml                                      |   19 +
 go.mod                                        |   17 +
 go.sum                                        |   20 +
 lib/redis.go                                  |   91 +
 lib/turso.go                                  |  338 +
 lib/types.go                                  |   25 +
 main.go                                       |  351 +
 ...eb Application Distribution Strategies.key |  Bin 0 -> 3031759 bytes
 ...b Application Distribution Strategies.pptx |  Bin 0 -> 4146088 bytes
 .../Screenshot 2024-12-03 at 12.58.15 PM.png  |  Bin 0 -> 810511 bytes
 .../Screenshot 2024-12-03 at 12.58.19 PM.png  |  Bin 0 -> 665606 bytes
 .../Client - Frankfurt/client_metrics.txt     |   16 +
 .../Client - Frankfurt/server_metrics.csv     | 6048 ++++++++++
 .../Screenshot 2024-12-03 at 3.25.49 AM.png   |  Bin 0 -> 1156083 bytes
 .../Screenshot 2024-12-03 at 3.25.58 AM.png   |  Bin 0 -> 999978 bytes
 .../Client - Singapore/client_metrics.txt     |   16 +
 .../Client - Singapore/server_metrics.csv     | 7367 ++++++++++++
 .../Screenshot 2024-12-03 at 11.23.24 AM.png  |  Bin 0 -> 838030 bytes
 .../Screenshot 2024-12-03 at 11.23.31 AM.png  |  Bin 0 -> 692220 bytes
 .../Client - Frankfurt/client_metrics.txt     |   16 +
 .../Client - Frankfurt/server_metrics.csv     | 5880 ++++++++++
 .../Screenshot 2024-12-03 at 10.57.52 AM.png  |  Bin 0 -> 1175316 bytes
 .../Screenshot 2024-12-03 at 10.57.59 AM.png  |  Bin 0 -> 1025933 bytes
 .../Client - Singapore/client_metrics.txt     |   16 +
 .../Client - Singapore/server_metrics.csv     | 6581 +++++++++++
 .../Screenshot 2024-12-03 at 11.40.20 AM.png  |  Bin 0 -> 752261 bytes
 .../Screenshot 2024-12-03 at 11.40.28 AM.png  |  Bin 0 -> 605164 bytes
 .../Client - Frankfurt/client_metrics.txt     |   16 +
 .../Client - Frankfurt/server_metrics.csv     | 8030 +++++++++++++
 .../Screenshot 2024-12-03 at 11.52.19 AM.png  |  Bin 0 -> 1247445 bytes
 .../Screenshot 2024-12-03 at 11.52.25 AM.png  |  Bin 0 -> 1090869 bytes
 .../Client - Singapore/client_metrics.txt     |   16 +
 .../Client - Singapore/server_metrics.csv     | 6842 +++++++++++
 .../Screenshot 2024-12-03 at 12.43.25 PM.png  |  Bin 0 -> 1017083 bytes
 .../Screenshot 2024-12-03 at 12.43.31 PM.png  |  Bin 0 -> 870610 bytes
 .../Client - Chicago/client_metrics.txt       |   16 +
 .../Client - Chicago/server_metrics.csv       | 9960 ++++++++++++++++
 .../Screenshot 2024-12-03 at 12.27.37 PM.png  |  Bin 0 -> 1007043 bytes
 .../Screenshot 2024-12-03 at 12.27.42 PM.png  |  Bin 0 -> 859510 bytes
 .../Client - Frankfurt/client_metrics.txt     |   16 +
 .../Client - Frankfurt/server_metrics.csv     | 9976 +++++++++++++++++
 .../Screenshot 2024-12-03 at 12.06.54 PM.png  |  Bin 0 -> 817481 bytes
 .../Screenshot 2024-12-03 at 12.06.59 PM.png  |  Bin 0 -> 961271 bytes
 .../Client - Singapore/client_metrics.txt     |   16 +
 .../Client - Singapore/server_metrics.csv     | 9935 ++++++++++++++++
 static/app.js                                 |  474 +
 static/index.html                             |   27 +
 53 files changed, 72233 insertions(+)
 create mode 100644 .dockerignore
 create mode 100644 .env.example
 create mode 100644 .gitignore
 create mode 100644 Dockerfile
 create mode 100644 README.md
 create mode 100644 commands.md
 create mode 100644 fly.toml
 create mode 100644 go.mod
 create mode 100644 go.sum
 create mode 100644 lib/redis.go
 create mode 100644 lib/turso.go
 create mode 100644 lib/types.go
 create mode 100644 main.go
 create mode 100644 presentation/Performance Analysis of Multi-Region Web Application Distribution Strategies.key
 create mode 100644 presentation/Performance Analysis of Multi-Region Web Application Distribution Strategies.pptx
 create mode 100644 results/Scale All The Things/Client - Frankfurt/Screenshot 2024-12-03 at 12.58.15 PM.png
 create mode 100644 results/Scale All The Things/Client - Frankfurt/Screenshot 2024-12-03 at 12.58.19 PM.png
 create mode 100644 results/Scale All The Things/Client - Frankfurt/client_metrics.txt
 create mode 100644 results/Scale All The Things/Client - Frankfurt/server_metrics.csv
 create mode 100644 results/Scale All The Things/Client - Singapore/Screenshot 2024-12-03 at 3.25.49 AM.png
 create mode 100644 results/Scale All The Things/Client - Singapore/Screenshot 2024-12-03 at 3.25.58 AM.png
 create mode 100644 results/Scale All The Things/Client - Singapore/client_metrics.txt
 create mode 100644 results/Scale All The Things/Client - Singapore/server_metrics.csv
 create mode 100644 results/Scale App and Cache/Client - Frankfurt/Screenshot 2024-12-03 at 11.23.24 AM.png
 create mode 100644 results/Scale App and Cache/Client - Frankfurt/Screenshot 2024-12-03 at 11.23.31 AM.png
 create mode 100644 results/Scale App and Cache/Client - Frankfurt/client_metrics.txt
 create mode 100644 results/Scale App and Cache/Client - Frankfurt/server_metrics.csv
 create mode 100644 results/Scale App and Cache/Client - Singapore/Screenshot 2024-12-03 at 10.57.52 AM.png
 create mode 100644 results/Scale App and Cache/Client - Singapore/Screenshot 2024-12-03 at 10.57.59 AM.png
 create mode 100644 results/Scale App and Cache/Client - Singapore/client_metrics.txt
 create mode 100644 results/Scale App and Cache/Client - Singapore/server_metrics.csv
 create mode 100644 results/Scale Only App/Client - Frankfurt/Screenshot 2024-12-03 at 11.40.20 AM.png
 create mode 100644 results/Scale Only App/Client - Frankfurt/Screenshot 2024-12-03 at 11.40.28 AM.png
 create mode 100644 results/Scale Only App/Client - Frankfurt/client_metrics.txt
 create mode 100644 results/Scale Only App/Client - Frankfurt/server_metrics.csv
 create mode 100644 results/Scale Only App/Client - Singapore/Screenshot 2024-12-03 at 11.52.19 AM.png
 create mode 100644 results/Scale Only App/Client - Singapore/Screenshot 2024-12-03 at 11.52.25 AM.png
 create mode 100644 results/Scale Only App/Client - Singapore/client_metrics.txt
 create mode 100644 results/Scale Only App/Client - Singapore/server_metrics.csv
 create mode 100644 results/Single Region - Chicago/Client - Chicago/Screenshot 2024-12-03 at 12.43.25 PM.png
 create mode 100644 results/Single Region - Chicago/Client - Chicago/Screenshot 2024-12-03 at 12.43.31 PM.png
 create mode 100644 results/Single Region - Chicago/Client - Chicago/client_metrics.txt
 create mode 100644 results/Single Region - Chicago/Client - Chicago/server_metrics.csv
 create mode 100644 results/Single Region - Chicago/Client - Frankfurt/Screenshot 2024-12-03 at 12.27.37 PM.png
 create mode 100644 results/Single Region - Chicago/Client - Frankfurt/Screenshot 2024-12-03 at 12.27.42 PM.png
 create mode 100644 results/Single Region - Chicago/Client - Frankfurt/client_metrics.txt
 create mode 100644 results/Single Region - Chicago/Client - Frankfurt/server_metrics.csv
 create mode 100644 results/Single Region - Chicago/Client - Singapore/Screenshot 2024-12-03 at 12.06.54 PM.png
 create mode 100644 results/Single Region - Chicago/Client - Singapore/Screenshot 2024-12-03 at 12.06.59 PM.png
 create mode 100644 results/Single Region - Chicago/Client - Singapore/client_metrics.txt
 create mode 100644 results/Single Region - Chicago/Client - Singapore/server_metrics.csv
 create mode 100644 static/app.js
 create mode 100644 static/index.html

diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 0000000..9536203
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,3 @@
+# flyctl launch added from .gitignore
+**/.env
+fly.toml
diff --git a/.env.example b/.env.example
new file mode 100644
index 0000000..6ff949d
--- /dev/null
+++ b/.env.example
@@ -0,0 +1,3 @@
+TURSO_URL=
+TURSO_AUTH_TOKEN=
+REDIS_URL=
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..4c842e4
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,2 @@
+.env
+.DS_Store
\ No newline at end of file
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..9e30bfe
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,16 @@
+FROM golang:1.23.1 as build
+
+WORKDIR /app
+
+COPY . .
+
+RUN go mod download
+RUN CGO_ENABLED=0 go build -ldflags="-s -w" -o /go/bin/app
+
+FROM gcr.io/distroless/base-debian12
+
+COPY --from=build /go/bin/app /
+
+EXPOSE 8080
+
+CMD [ "/app" ]
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..7b32f7d
--- /dev/null
+++ b/README.md
@@ -0,0 +1,82 @@
+# Distributed Service Performance Monitor
+
+A real-time performance monitoring server to test distributed systems, featuring live metrics visualization and robust data collection.
+
+## Features
+
+### Metrics Collection
+- Real-time service performance monitoring
+- Database operation timing
+- Cache performance tracking
+- Automatic data aggregation and processing
+
+### Storage & Processing
+- Distributed SQLite storage (Turso)
+- Redis caching layer
+- Asynchronous processing queue
+- Retry mechanisms with exponential backoff
+- Connection pooling and transaction management
+
+### Dashboard
+- Real-time metrics visualization
+- Customizable time ranges (30m, 1h, 24h, 7d, custom)
+- Performance statistics (avg, P50, P95, P99)
+- Database and cache activity monitoring
+- CSV export functionality
+- Interactive time series charts
+
+## Architecture
+
+The system uses a multi-layered architecture:
+1. Frontend: React-based dashboard with Chart.js
+2. Storage: Turso Database (distributed SQLite) + Redis cache
+3. Processing: Async queue with multiple workers
+4. Collection: Distributed metrics collection with retry logic
+
+## Technical Stack
+
+- **Frontend**: React, Chart.js, Tailwind CSS
+- **Database**: Turso (distributed SQLite)
+- **Cache**: Redis
+- **Language**: Go 1.23
+- **Deployment**: Docker + Fly.io
+
+## Setup
+
+1. Deploy using fly.io:
+   ```bash
+   fly launch
+   fly deploy
+   ```
+
+## Development
+
+For local development:
+
+1. Install dependencies:
+   ```bash
+   go mod download
+   ```
+
+2. Start the service:
+   ```bash
+   go run main.go
+   ```
+
+3. Access the dashboard at `http://localhost:8080`
+
+## Architecture Notes
+
+- The system uses a queue-based architecture for processing metrics
+- Implements automatic retries for failed operations
+- Features connection pooling for database operations
+- Supports distributed deployment through Fly.io
+- Uses websockets for real-time metric updates
+
+## Performance Considerations
+
+- Metrics are processed asynchronously to prevent blocking
+- Connection pooling optimizes database access
+- Redis caching reduces database load
+- Configurable retry mechanisms ensure reliability
+- Dashboard uses data bucketing for better visualization
\ No newline at end of file
diff --git a/commands.md b/commands.md
new file mode 100644
index 0000000..0df692c
--- /dev/null
+++ b/commands.md
@@ -0,0 +1,2 @@
+# Commands
+./loadr -rate=20 -max=10000 -url=https://cmpt815perf.fly.dev/api/request -pattern=2p3g
\ No newline at end of file
diff --git a/fly.toml b/fly.toml
new file mode 100644
index 0000000..0e048a0
--- /dev/null
+++ b/fly.toml
@@ -0,0 +1,19 @@
+# fly.toml app configuration file generated for cmpt815perf on 2024-12-01T13:51:44-06:00
+#
+# See https://fly.io/docs/reference/configuration/ for information about how to use this file.
+#
+
+app = 'cmpt815perf'
+primary_region = 'ord'
+
+[build]
+
+[http_service]
+  internal_port = 8080
+  force_https = true
+  auto_start_machines = true
+  min_machines_running = 0
+  processes = ['app']
+
+[[vm]]
+  size = 'shared-cpu-1x'
diff --git a/go.mod b/go.mod
new file mode 100644
index 0000000..b4586f4
--- /dev/null
+++ b/go.mod
@@ -0,0 +1,17 @@
+module atri.dad/distributedperf
+
+go 1.23
+
+require (
+	github.com/joho/godotenv v1.5.1
+	github.com/redis/go-redis/v9 v9.7.0
+	github.com/tursodatabase/libsql-client-go v0.0.0-20240902231107-85af5b9d094d
+)
+
+require (
+	github.com/antlr4-go/antlr/v4 v4.13.1 // indirect
+	github.com/cespare/xxhash/v2 v2.3.0 // indirect
+	github.com/coder/websocket v1.8.12 // indirect
+	github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f // indirect
+	golang.org/x/exp v0.0.0-20241108190413-2d47ceb2692f // indirect
+)
diff --git a/go.sum b/go.sum
new file mode 100644
index 0000000..4924982
--- /dev/null
+++ b/go.sum
@@ -0,0 +1,20 @@
+github.com/antlr4-go/antlr/v4 v4.13.1 h1:SqQKkuVZ+zWkMMNkjy5FZe5mr5WURWnlpmOuzYWrPrQ=
+github.com/antlr4-go/antlr/v4 v4.13.1/go.mod h1:GKmUxMtwp6ZgGwZSva4eWPC5mS6vUAmOABFgjdkM7Nw=
+github.com/bsm/ginkgo/v2 v2.12.0 h1:Ny8MWAHyOepLGlLKYmXG4IEkioBysk6GpaRTLC8zwWs=
+github.com/bsm/ginkgo/v2 v2.12.0/go.mod h1:SwYbGRRDovPVboqFv0tPTcG1sN61LM1Z4ARdbAV9g4c=
+github.com/bsm/gomega v1.27.10 h1:yeMWxP2pV2fG3FgAODIY8EiRE3dy0aeFYt4l7wh6yKA=
+github.com/bsm/gomega v1.27.10/go.mod h1:JyEr/xRbxbtgWNi8tIEVPUYZ5Dzef52k01W3YH0H+O0=
+github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
+github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
+github.com/coder/websocket v1.8.12 h1:5bUXkEPPIbewrnkU8LTCLVaxi4N4J8ahufH2vlo4NAo=
+github.com/coder/websocket v1.8.12/go.mod h1:LNVeNrXQZfe5qhS9ALED3uA+l5pPqvwXg3CKoDBB2gs=
+github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f h1:lO4WD4F/rVNCu3HqELle0jiPLLBs70cWOduZpkS1E78=
+github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f/go.mod h1:cuUVRXasLTGF7a8hSLbxyZXjz+1KgoB3wDUb6vlszIc=
+github.com/joho/godotenv v1.5.1 h1:7eLL/+HRGLY0ldzfGMeQkb7vMd0as4CfYvUVzLqw0N0=
+github.com/joho/godotenv v1.5.1/go.mod h1:f4LDr5Voq0i2e/R5DDNOoa2zzDfwtkZa6DnEwAbqwq4=
+github.com/redis/go-redis/v9 v9.7.0 h1:HhLSs+B6O021gwzl+locl0zEDnyNkxMtf/Z3NNBMa9E=
+github.com/redis/go-redis/v9 v9.7.0/go.mod h1:f6zhXITC7JUJIlPEiBOTXxJgPLdZcA93GewI7inzyWw=
+github.com/tursodatabase/libsql-client-go v0.0.0-20240902231107-85af5b9d094d h1:dOMI4+zEbDI37KGb0TI44GUAwxHF9cMsIoDTJ7UmgfU=
+github.com/tursodatabase/libsql-client-go v0.0.0-20240902231107-85af5b9d094d/go.mod h1:l8xTsYB90uaVdMHXMCxKKLSgw5wLYBwBKKefNIUnm9s=
+golang.org/x/exp v0.0.0-20241108190413-2d47ceb2692f h1:XdNn9LlyWAhLVp6P/i8QYBW+hlyhrhei9uErw2B5GJo=
+golang.org/x/exp v0.0.0-20241108190413-2d47ceb2692f/go.mod h1:D5SMRVC3C2/4+F/DB1wZsLRnSNimn2Sp/NPsCrsv8ak=
diff --git a/lib/redis.go b/lib/redis.go
new file mode 100644
index 0000000..e543826
--- /dev/null
+++ b/lib/redis.go
@@ -0,0 +1,91 @@
+package lib
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"log"
+	"time"
+
+	"github.com/redis/go-redis/v9"
+)
+
+// RedisStorage implements a Redis-backed caching layer for test data.
+// It provides fast access to frequently requested data while reducing database load.
+type RedisStorage struct {
+    client *redis.Client
+}
+
+// NewRedisStorage creates and initializes a new Redis connection with the provided URL.
+// It verifies the connection and configures default timeouts.
+func NewRedisStorage(url string) (*RedisStorage, error) {
+    opt, err := redis.ParseURL(url)
+    if err != nil {
+        return nil, fmt.Errorf("failed to parse Redis URL: %v", err)
+    }
+
+    client := redis.NewClient(opt)
+
+    // Verify connection is working
+    ctx := context.Background()
+    if err := client.Ping(ctx).Err(); err != nil {
+        return nil, fmt.Errorf("failed to connect to Redis: %v", err)
+    }
+
+    log.Printf("Successfully connected to Redis")
+    return &RedisStorage{client: client}, nil
+}
+
+// GetTestData retrieves cached test data if available.
+// Returns (nil, redis.Nil) if key doesn't exist.
+func (s *RedisStorage) GetTestData(ctx context.Context) (*TestData, error) {
+    data, err := s.client.Get(ctx, "test_data").Bytes()
+    if err != nil {
+        if err == redis.Nil {
+            log.Printf("Redis: Cache miss - key not found")
+        } else {
+            log.Printf("Redis: Error retrieving data: %v", err)
+        }
+        return nil, err
+    }
+
+    var testData TestData
+    if err := json.Unmarshal(data, &testData); err != nil {
+        log.Printf("Redis: Error deserializing cached data: %v", err)
+        return nil, err
+    }
+
+    log.Printf("Redis: Cache hit - retrieved data: %+v", testData)
+    return &testData, nil
+}
+
+// SaveTestData caches the provided test data with a 1-hour TTL.
+// Existing data for the same key will be overwritten.
+func (s *RedisStorage) SaveTestData(ctx context.Context, data *TestData) error {
+    jsonData, err := json.Marshal(data)
+    if err != nil {
+        log.Printf("Redis: Error serializing data: %v", err)
+        return err
+    }
+
+    err = s.client.Set(ctx, "test_data", jsonData, 1*time.Hour).Err()
+    if err != nil {
+        log.Printf("Redis: Error writing to cache: %v", err)
+        return err
+    }
+
+    log.Printf("Redis: Successfully cached data: %+v", data)
+    return nil
+}
+
+// InvalidateTestData removes the test data from cache.
+// This is typically called when the underlying data is updated.
+func (s *RedisStorage) InvalidateTestData(ctx context.Context) error {
+    err := s.client.Del(ctx, "test_data").Err()
+    if err != nil {
+        log.Printf("Redis: Error invalidating cache: %v", err)
+    } else {
+        log.Printf("Redis: Successfully invalidated cached data")
+    }
+    return err
+}
diff --git a/lib/turso.go b/lib/turso.go
new file mode 100644
index 0000000..d0351c6
--- /dev/null
+++ b/lib/turso.go
@@ -0,0 +1,338 @@
+package lib
+
+import (
+	"context"
+	"database/sql"
+	"fmt"
+	"log"
+	"time"
+
+	_ "github.com/tursodatabase/libsql-client-go/libsql"
+)
+
+// TursoStorage implements a Turso (distributed SQLite) backed storage layer
+// for persisting test data and performance metrics with automatic connection management.
+type TursoStorage struct {
+	db *sql.DB // Database connection pool
+}
+
+// NewTursoStorage initializes a new database connection pool with the provided credentials.
+// It configures connection pooling and timeout settings for optimal performance.
+func NewTursoStorage(url, token string) (*TursoStorage, error) {
+	db, err := sql.Open("libsql", url+"?authToken="+token)
+	if err != nil {
+		return nil, fmt.Errorf("database connection failed: %v", err)
+	}
+
+	// Configure connection pool settings
+	db.SetMaxOpenConns(200)                // Maximum concurrent connections
+	db.SetConnMaxLifetime(5 * time.Minute) // Connection time-to-live
+	db.SetMaxIdleConns(25)                 // Connections maintained when idle
+
+	return &TursoStorage{db: db}, nil
+}
+
+// Close safely shuts down the database connection pool.
+// Should be called during application shutdown to prevent connection leaks.
+func (s *TursoStorage) Close() error {
+	if err := s.db.Close(); err != nil {
+		return fmt.Errorf("error closing database connections: %v", err)
+	}
+	log.Printf("Database connections closed successfully")
+	return nil
+}
+
+// InitTables ensures all required database tables and indices exist.
+// This should be called once during application startup.
+func (s *TursoStorage) InitTables() error {
+	log.Printf("Initializing database schema...")
+
+	// Verify existing schema
+	var count int
+	err := s.db.QueryRow("SELECT COUNT(*) FROM sqlite_master WHERE type='table' AND name='metrics'").Scan(&count)
+	if err != nil {
+		log.Printf("Error checking existing schema: %v", err)
+	} else {
+		log.Printf("Found %d existing metrics tables", count)
+	}
+
+	// Create required tables and indices
+	_, err = s.db.Exec(`
+        CREATE TABLE IF NOT EXISTS metrics (
+            timestamp INTEGER,        -- Unix timestamp in milliseconds
+            service_time REAL,        -- Total request processing time (ms)
+            db_time REAL,            -- Database operation time (ms)
+            cache_time REAL,         -- Cache operation time (ms)
+            db_rows_read INTEGER DEFAULT 0,
+            db_rows_written INTEGER DEFAULT 0,
+            db_total_rows INTEGER DEFAULT 0,
+            cache_hits INTEGER DEFAULT 0,
+            cache_misses INTEGER DEFAULT 0
+        );
+
+        CREATE TABLE IF NOT EXISTS test_data (
+            id INTEGER PRIMARY KEY AUTOINCREMENT,
+            data TEXT NOT NULL,
+            timestamp DATETIME NOT NULL
+        );
+        CREATE INDEX IF NOT EXISTS idx_test_timestamp ON test_data(timestamp);
+    `)
+
+	if err != nil {
+		return fmt.Errorf("schema initialization failed: %v", err)
+	}
+
+	// Verify tables were created
+	tables := []string{"metrics", "test_data"}
+	for _, table := range tables {
+		var count int
+		err := s.db.QueryRow("SELECT COUNT(*) FROM " + table).Scan(&count)
+		if err != nil {
+			log.Printf("Error verifying table %s: %v", table, err)
+		} else {
+			log.Printf("Table %s exists with %d rows", table, count)
+		}
+	}
+
+	return nil
+}
+
+// GetTotalRows returns the total number of rows in the test_data table.
+// Used for monitoring database growth over time.
+func (s *TursoStorage) GetTotalRows(ctx context.Context) (int64, error) {
+	var count int64
+	err := s.db.QueryRowContext(ctx, "SELECT COUNT(*) FROM test_data").Scan(&count)
+	return count, err
+}
+
+// SaveTestData stores a new test data record in the database.
+// It first clears existing data to maintain a single active test record.
+func (s *TursoStorage) SaveTestData(ctx context.Context, data *TestData) error {
+	// Clear existing data
+	_, err := s.db.ExecContext(ctx, "DELETE FROM test_data")
+	if err != nil {
+		return fmt.Errorf("failed to clear existing data: %v", err)
+	}
+
+	// Insert new record
+	result, err := s.db.ExecContext(ctx, `
+        INSERT INTO test_data (data, timestamp)
+        VALUES (?, ?)
+    `, data.Data, data.Timestamp)
+	if err != nil {
+		return fmt.Errorf("failed to insert test data: %v", err)
+	}
+
+	// Update ID of inserted record
+	id, err := result.LastInsertId()
+	if err != nil {
+		return fmt.Errorf("failed to get inserted ID: %v", err)
+	}
+	data.ID = id
+	return nil
+}
+
+// GetTestData retrieves the most recent test data record.
+func (s *TursoStorage) GetTestData(ctx context.Context) (*TestData, error) {
+	var data TestData
+	err := s.db.QueryRowContext(ctx, `
+        SELECT id, data, timestamp
+        FROM test_data
+        ORDER BY timestamp DESC
+        LIMIT 1
+    `).Scan(&data.ID, &data.Data, &data.Timestamp)
+	if err != nil {
+		return nil, fmt.Errorf("failed to retrieve test data: %v", err)
+	}
+	return &data, nil
+}
+
+// SaveMetrics stores a new performance metrics data point.
+// This data is used for monitoring and visualization.
+func (s *TursoStorage) SaveMetrics(ctx context.Context, point DataPoint) error {
+	log.Printf("Storing metrics - Service: %.2fms, DB: %.2fms, Cache: %.2fms",
+		point.ServiceTime, point.DBTime, point.CacheTime)
+
+	_, err := s.db.ExecContext(ctx, `
+        INSERT INTO metrics (
+            timestamp,
+            service_time,
+            db_time,
+            cache_time,
+            db_rows_read,
+            db_rows_written,
+            db_total_rows,
+            cache_hits,
+            cache_misses
+        ) VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?)`,
+		point.Timestamp,
+		point.ServiceTime,
+		point.DBTime,
+		point.CacheTime,
+		point.DBRowsRead,
+		point.DBRowsWritten,
+		point.DBTotalRows,
+		point.CacheHits,
+		point.CacheMisses,
+	)
+
+	if err != nil {
+		return fmt.Errorf("failed to store metrics: %v", err)
+	}
+
+	log.Printf("Metrics stored successfully")
+	return nil
+}
+
+// ClearDB removes all data from both metrics and test_data tables.
+// This operation is atomic - either all data is cleared or none is.
+func (s *TursoStorage) ClearDB(ctx context.Context) error {
+	// Use transaction for atomicity
+	tx, err := s.db.BeginTx(ctx, nil)
+	if err != nil {
+		return fmt.Errorf("failed to start transaction: %v", err)
+	}
+	defer tx.Rollback() // Ensure rollback on error
+
+	// Clear metrics table
+	if _, err := tx.ExecContext(ctx, "DELETE FROM metrics"); err != nil {
+		return fmt.Errorf("failed to clear metrics: %v", err)
+	}
+
+	// Clear test_data table
+	if _, err := tx.ExecContext(ctx, "DELETE FROM test_data"); err != nil {
+		return fmt.Errorf("failed to clear test data: %v", err)
+	}
+
+	// Commit transaction
+	if err := tx.Commit(); err != nil {
+		return fmt.Errorf("failed to commit clear operation: %v", err)
+	}
+
+	log.Printf("Database cleared successfully")
+	return nil
+}
+
+// GetMetrics retrieves performance metrics within the specified time range.
+// Returns metrics sorted by timestamp in descending order, limited to 10000 points.
+func (s *TursoStorage) GetMetrics(ctx context.Context, start, end time.Time) ([]DataPoint, error) {
+	log.Printf("Retrieving metrics from %v to %v", start, end)
+
+	// Convert timestamps to Unix milliseconds for storage
+	startMs := start.UnixMilli()
+	endMs := end.UnixMilli()
+
+	// Prepare query with time range filter
+	query := `
+        SELECT
+            timestamp, service_time, db_time, cache_time,
+            db_rows_read, db_rows_written, db_total_rows,
+            cache_hits, cache_misses
+        FROM metrics
+        WHERE timestamp BETWEEN ? AND ?
+        ORDER BY timestamp DESC
+        LIMIT 10000  -- Protect against excessive memory usage
+    `
+
+	log.Printf("Executing query with range: %d to %d", startMs, endMs)
+	rows, err := s.db.QueryContext(ctx, query, startMs, endMs)
+	if err != nil {
+		log.Printf("Query failed: %v", err)
+		return nil, err
+	}
+	defer rows.Close()
+
+	// Collect all matching metrics
+	points := make([]DataPoint, 0)
+	for rows.Next() {
+		var p DataPoint
+		if err := rows.Scan(
+			&p.Timestamp, &p.ServiceTime, &p.DBTime, &p.CacheTime,
+			&p.DBRowsRead, &p.DBRowsWritten, &p.DBTotalRows,
+			&p.CacheHits, &p.CacheMisses,
+		); err != nil {
+			log.Printf("Row scan failed: %v", err)
+			return nil, err
+		}
+		points = append(points, p)
+	}
+
+	// Log summary of retrieved data
+	if len(points) > 0 {
+		log.Printf("First point: %v (%v)",
+			points[0].Timestamp,
+			time.UnixMilli(points[0].Timestamp))
+		log.Printf("Last point: %v (%v)",
+			points[len(points)-1].Timestamp,
+			time.UnixMilli(points[len(points)-1].Timestamp))
+	}
+
+	log.Printf("Retrieved %d metric points", len(points))
+	return points, rows.Err()
+}
+
+// DebugMetrics performs diagnostic checks on the metrics table.
+// Used during startup and for troubleshooting system state.
+func (s *TursoStorage) DebugMetrics(ctx context.Context) error {
+	// Check total metrics count
+	var count int
+	err := s.db.QueryRowContext(ctx, "SELECT COUNT(*) FROM metrics").Scan(&count)
+	if err != nil {
+		return fmt.Errorf("failed to count metrics: %v", err)
+	}
+	log.Printf("Debug: Total metrics in database: %d", count)
+
+	if count == 0 {
+		log.Printf("Debug: Metrics table is empty")
+		return nil
+	}
+
+	// Check timestamp range of stored metrics
+	var minTs, maxTs int64
+	err = s.db.QueryRowContext(ctx, "SELECT MIN(timestamp), MAX(timestamp) FROM metrics").Scan(&minTs, &maxTs)
+	if err != nil {
+		return fmt.Errorf("failed to get timestamp range: %v", err)
+	}
+	log.Printf("Debug: Metrics timestamp range: %v to %v",
+		time.UnixMilli(minTs),
+		time.UnixMilli(maxTs))
+
+	// Sample recent metrics for verification
+	rows, err := s.db.QueryContext(ctx, `
+        SELECT timestamp, service_time, db_time, cache_time,
+               db_rows_read, db_rows_written, db_total_rows,
+               cache_hits, cache_misses
+        FROM metrics
+        ORDER BY timestamp DESC
+        LIMIT 5
+    `)
+	if err != nil {
+		return fmt.Errorf("failed to query recent metrics: %v", err)
+	}
+	defer rows.Close()
+
+	log.Printf("Debug: Most recent metrics:")
+	for rows.Next() {
+		var p DataPoint
+		if err := rows.Scan(
+			&p.Timestamp, &p.ServiceTime, &p.DBTime, &p.CacheTime,
+			&p.DBRowsRead, &p.DBRowsWritten, &p.DBTotalRows,
+			&p.CacheHits, &p.CacheMisses,
+		); err != nil {
+			return fmt.Errorf("failed to scan row: %v", err)
+		}
+		log.Printf("Time: %v, Service: %.2fms, DB: %.2fms, Cache: %.2fms, "+
+			"Reads: %d, Writes: %d, Total: %d, Hits: %d, Misses: %d",
+			time.UnixMilli(p.Timestamp),
+			p.ServiceTime,
+			p.DBTime,
+			p.CacheTime,
+			p.DBRowsRead,
+			p.DBRowsWritten,
+			p.DBTotalRows,
+			p.CacheHits,
+			p.CacheMisses)
+	}
+
+	return rows.Err()
+}
diff --git a/lib/types.go b/lib/types.go
new file mode 100644
index 0000000..c07ea0f
--- /dev/null
+++ b/lib/types.go
@@ -0,0 +1,25 @@
+package lib
+
+import "time"
+
+// DataPoint represents a single metrics measurement containing performance statistics
+// and counters for database and cache operations.
+type DataPoint struct {
+	SessionID     string  `json:"session_id"`
+	Timestamp     int64   `json:"timestamp"`
+	ServiceTime   float64 `json:"service_time"`
+	DBTime        float64 `json:"db_time"`
+	CacheTime     float64 `json:"cache_time"`
+	DBRowsRead    int64   `json:"db_rows_read"`
+	DBRowsWritten int64   `json:"db_rows_written"`
+	DBTotalRows   int64   `json:"db_total_rows"`
+	CacheHits     int64   `json:"cache_hits"`
+	CacheMisses   int64   `json:"cache_misses"`
+}
+
+// TestData represents a test record used for performance measurements.
+type TestData struct {
+	ID        int64     `json:"id"`
+	Data      string    `json:"data"`
+	Timestamp time.Time `json:"timestamp"`
+}
diff --git a/main.go b/main.go
new file mode 100644
index 0000000..1be77e7
--- /dev/null
+++ b/main.go
@@ -0,0 +1,351 @@
+package main
+
+import (
+	"context"
+	"embed"
+	"encoding/json"
+	"fmt"
+	"html/template"
+	"io"
+	"log"
+	"net/http"
+	"os"
+	"strconv"
+	"sync"
+	"time"
+
+	"atri.dad/distributedperf/lib"
+	"github.com/joho/godotenv"
+)
+
+//go:embed static
+var static embed.FS // Embedded filesystem for static web assets
+
+// Global storage interfaces for database and cache access
+var (
+	db    *lib.TursoStorage
+	cache *lib.RedisStorage
+)
+
+// Thread-safe performance counters for monitoring system behavior
+var (
+	cumulativeCacheHits   int64
+	cumulativeCacheMisses int64
+	cumulativeRowsRead    int64
+	cumulativeRowsWritten int64
+	counterMutex          sync.RWMutex
+)
+
+// resetCounters safely zeroes all performance counters and logs the before/after values.
+// This is typically called when clearing all data or starting a new test run.
+func resetCounters() {
+	counterMutex.Lock()
+	defer counterMutex.Unlock()
+
+	// Log current values before reset for historical reference
+	log.Printf("Resetting counters - Current values: hits=%d, misses=%d, reads=%d, writes=%d",
+		cumulativeCacheHits, cumulativeCacheMisses, cumulativeRowsRead, cumulativeRowsWritten)
+
+	// Zero all counters atomically
+	cumulativeCacheHits = 0
+	cumulativeCacheMisses = 0
+	cumulativeRowsRead = 0
+	cumulativeRowsWritten = 0
+
+	// Confirm reset was successful
+	log.Printf("Counters after reset: hits=%d, misses=%d, reads=%d, writes=%d",
+		cumulativeCacheHits, cumulativeCacheMisses, cumulativeRowsRead, cumulativeRowsWritten)
+}
+
+// handleRequest processes GET and POST requests for test data using a cache-aside pattern.
+// GET requests attempt cache retrieval before falling back to database.
+// POST requests invalidate cache and write directly to database.
+func handleRequest(w http.ResponseWriter, r *http.Request) {
+	requestStart := time.Now()
+	var data *lib.TestData
+	var err error
+	var dbTime, cacheTime time.Duration
+
+	log.Printf("Starting %s request", r.Method)
+
+	switch r.Method {
+	case http.MethodGet:
+		// Try cache first for better performance
+		cacheStart := time.Now()
+		data, err = cache.GetTestData(r.Context())
+		cacheTime = time.Since(cacheStart)
+		cacheHit := (err == nil && data != nil)
+
+		if cacheHit {
+			// Update cache hit statistics
+			counterMutex.Lock()
+			log.Printf("Before cache hit increment: hits=%d", cumulativeCacheHits)
+			cumulativeCacheHits++
+			log.Printf("After cache hit increment: hits=%d", cumulativeCacheHits)
+			counterMutex.Unlock()
+			log.Printf("Cache HIT - total hits now: %d", cumulativeCacheHits)
+		} else {
+			// Handle cache miss - fallback to database
+			counterMutex.Lock()
+			log.Printf("Before cache miss increment: misses=%d", cumulativeCacheMisses)
+			cumulativeCacheMisses++
+			log.Printf("After cache miss increment: misses=%d", cumulativeCacheMisses)
+			counterMutex.Unlock()
+			log.Printf("Cache MISS - total misses now: %d", cumulativeCacheMisses)
+
+			// Retrieve from database
+			dbStart := time.Now()
+			data, err = db.GetTestData(r.Context())
+			dbTime = time.Since(dbStart)
+			if err == nil && data != nil {
+				counterMutex.Lock()
+				cumulativeRowsRead++
+				counterMutex.Unlock()
+				log.Printf("DB read successful - total rows read: %d", cumulativeRowsRead)
+
+				// Update cache with fresh data
+				if err := cache.SaveTestData(r.Context(), data); err != nil {
+					log.Printf("Failed to update cache: %v", err)
+				} else {
+					log.Printf("Cache updated with fresh data")
+				}
+			}
+
+			if err != nil {
+				http.Error(w, err.Error(), http.StatusInternalServerError)
+				return
+			}
+		}
+
+	case http.MethodPost:
+		// Invalidate cache before write to maintain consistency
+		if err := cache.InvalidateTestData(r.Context()); err != nil {
+			log.Printf("Warning: Cache invalidation failed: %v", err)
+		} else {
+			log.Printf("Cache invalidated for POST operation")
+		}
+
+		// Create new test data record
+		data = &lib.TestData{
+			Data:      fmt.Sprintf("test-%d", time.Now().Unix()),
+			Timestamp: time.Now(),
+		}
+
+		// Write to database
+		dbStart := time.Now()
+		err = db.SaveTestData(r.Context(), data)
+		dbTime = time.Since(dbStart)
+		if err == nil {
+			counterMutex.Lock()
+			cumulativeRowsWritten++
+			counterMutex.Unlock()
+			log.Printf("DB write successful - total rows written: %d", cumulativeRowsWritten)
+		}
+
+		if err != nil {
+			http.Error(w, err.Error(), http.StatusInternalServerError)
+			return
+		}
+	}
+
+	// Send response to client
+	json.NewEncoder(w).Encode(data)
+
+	// Calculate core operation time before metrics processing
+	serviceTime := time.Since(requestStart)
+
+	// Process metrics asynchronously to minimize request latency
+	go func(svcTime time.Duration, dbT time.Duration, cacheT time.Duration) {
+		// Set timeout for metrics processing
+		ctx, cancel := context.WithTimeout(context.Background(), 10*time.Second)
+		defer cancel()
+
+		// Get total row count for monitoring
+		totalRows, err := db.GetTotalRows(ctx)
+		if err != nil {
+			log.Printf("Failed to get total row count: %v", err)
+			totalRows = 0
+		}
+
+		// Capture current counter values atomically
+		counterMutex.RLock()
+		metrics := lib.DataPoint{
+			Timestamp:     time.Now().UnixMilli(),
+			ServiceTime:   float64(svcTime.Milliseconds()),
+			DBTime:        float64(dbT.Milliseconds()),
+			CacheTime:     float64(cacheT.Milliseconds()),
+			DBRowsRead:    cumulativeRowsRead,
+			DBRowsWritten: cumulativeRowsWritten,
+			DBTotalRows:   totalRows,
+			CacheHits:     cumulativeCacheHits,
+			CacheMisses:   cumulativeCacheMisses,
+		}
+		counterMutex.RUnlock()
+
+		// Store metrics
+		if err := db.SaveMetrics(ctx, metrics); err != nil {
+			log.Printf("Failed to save performance metrics: %v", err)
+		}
+	}(serviceTime, dbTime, cacheTime)
+}
+
+// getMetrics retrieves performance metrics within the specified time range.
+// Supports both absolute and relative time ranges.
+func getMetrics(w http.ResponseWriter, r *http.Request) {
+	ctx := r.Context()
+
+	// Parse time range parameters
+	var start, end time.Time
+	end = time.Now()
+
+	// Parse start time if provided
+	if startStr := r.URL.Query().Get("start"); startStr != "" {
+		if ts, err := strconv.ParseInt(startStr, 10, 64); err == nil {
+			start = time.UnixMilli(ts)
+		} else {
+			http.Error(w, "Invalid start time format", http.StatusBadRequest)
+			return
+		}
+	}
+
+	// Parse end time if provided
+	if endStr := r.URL.Query().Get("end"); endStr != "" {
+		if ts, err := strconv.ParseInt(endStr, 10, 64); err == nil {
+			end = time.UnixMilli(ts)
+		} else {
+			http.Error(w, "Invalid end time format", http.StatusBadRequest)
+			return
+		}
+	}
+
+	// Default to last 30 minutes if no start time specified
+	if start.IsZero() {
+		start = end.Add(-30 * time.Minute)
+	}
+
+	log.Printf("Retrieving metrics from %v to %v", start, end)
+	points, err := db.GetMetrics(ctx, start, end)
+	if err != nil {
+		log.Printf("Metrics retrieval failed: %v", err)
+		http.Error(w, "Internal server error", http.StatusInternalServerError)
+		return
+	}
+
+	log.Printf("Retrieved %d metric points", len(points))
+	w.Header().Set("Content-Type", "application/json")
+	json.NewEncoder(w).Encode(points)
+}
+
+// clearDB removes all test data and metrics, resetting the system to initial state.
+func clearDB(w http.ResponseWriter, r *http.Request) {
+	if r.Method != http.MethodPost {
+		http.Error(w, "Method not allowed", http.StatusMethodNotAllowed)
+		return
+	}
+
+	log.Printf("Initiating system-wide data clear...")
+
+	// Reset performance counters
+	resetCounters()
+	log.Printf("Performance counters reset")
+
+	// Clear cache
+	if err := cache.InvalidateTestData(r.Context()); err != nil {
+		log.Printf("Warning: Cache clear failed: %v", err)
+	} else {
+		log.Printf("Cache cleared successfully")
+	}
+
+	// Clear database
+	if err := db.ClearDB(r.Context()); err != nil {
+		log.Printf("Database clear failed: %v", err)
+		http.Error(w, "Internal server error", http.StatusInternalServerError)
+		return
+	}
+	log.Printf("Database cleared successfully")
+
+	w.Write([]byte("OK"))
+}
+
+func main() {
+	var err error
+
+	// Load environment configuration
+	err = godotenv.Load()
+	if err != nil {
+		log.Printf("Warning: .env file not found: %v", err)
+	}
+
+	// Validate required environment variables
+	dbURL := os.Getenv("TURSO_URL")
+	dbToken := os.Getenv("TURSO_AUTH_TOKEN")
+	redisURL := os.Getenv("REDIS_URL")
+
+	if dbURL == "" || dbToken == "" || redisURL == "" {
+		log.Fatal("Missing required environment variables")
+	}
+
+	// Initialize storage systems
+	db, err = lib.NewTursoStorage(dbURL, dbToken)
+	if err != nil {
+		log.Fatalf("Database initialization failed: %v", err)
+	}
+
+	cache, err = lib.NewRedisStorage(redisURL)
+	if err != nil {
+		log.Fatalf("Cache initialization failed: %v", err)
+	}
+
+	// Initialize database schema
+	if err := db.InitTables(); err != nil {
+		log.Fatalf("Schema initialization failed: %v", err)
+	}
+
+	// Verify metrics system
+	if err := db.DebugMetrics(context.Background()); err != nil {
+		log.Printf("Warning: Metrics verification failed: %v", err)
+	}
+
+	// Configure API routes
+	http.HandleFunc("/api/request", handleRequest)
+	http.HandleFunc("/api/metrics", getMetrics)
+	http.HandleFunc("/api/clear", clearDB)
+
+	// Configure static file serving
+	http.HandleFunc("/", func(w http.ResponseWriter, r *http.Request) {
+		if r.URL.Path == "/" {
+			// Serve index page
+			tmpl := template.Must(template.ParseFS(static, "static/index.html"))
+			tmpl.Execute(w, nil)
+			return
+		}
+
+		// Serve static files from embedded filesystem
+		fsys := http.FS(static)
+		path := "static" + r.URL.Path
+
+		file, err := fsys.Open(path)
+		if err != nil {
+			http.Error(w, "File not found", http.StatusNotFound)
+			return
+		}
+		defer file.Close()
+
+		stat, err := file.Stat()
+		if err != nil {
+			http.Error(w, "File error", http.StatusInternalServerError)
+			return
+		}
+
+		http.ServeContent(w, r, stat.Name(), stat.ModTime(), file.(io.ReadSeeker))
+	})
+
+	// Start HTTP server
+	port := os.Getenv("PORT")
+	if port == "" {
+		port = "8080"
+	}
+
+	log.Printf("Server starting on port %s", port)
+	log.Fatal(http.ListenAndServe(":"+port, nil))
+}
diff --git a/presentation/Performance Analysis of Multi-Region Web Application Distribution Strategies.key b/presentation/Performance Analysis of Multi-Region Web Application Distribution Strategies.key
new file mode 100644
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diff --git a/results/Scale All The Things/Client - Frankfurt/Screenshot 2024-12-03 at 12.58.15 PM.png b/results/Scale All The Things/Client - Frankfurt/Screenshot 2024-12-03 at 12.58.15 PM.png
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diff --git a/results/Scale All The Things/Client - Frankfurt/client_metrics.txt b/results/Scale All The Things/Client - Frankfurt/client_metrics.txt
new file mode 100644
index 0000000..13ffd81
--- /dev/null
+++ b/results/Scale All The Things/Client - Frankfurt/client_metrics.txt	
@@ -0,0 +1,16 @@
+Load Test Report
+=============
+
+Endpoint: https://cmpt815perf.fly.dev/api/request
+Pattern: 2p → 3g
+
+Performance Metrics
+-----------------
+Total Requests Sent: 10004
+Total Responses Received: 6047
+Average Latency: 234.348839ms
+Max Latency: 2.347729229s
+Min Latency: 2.588263ms
+Requests/sec (Target): 20.00
+Requests/sec (Actual): 19.97
+Responses/sec: 12.07
\ No newline at end of file
diff --git a/results/Scale All The Things/Client - Frankfurt/server_metrics.csv b/results/Scale All The Things/Client - Frankfurt/server_metrics.csv
new file mode 100644
index 0000000..76b9b55
--- /dev/null
+++ b/results/Scale All The Things/Client - Frankfurt/server_metrics.csv	
@@ -0,0 +1,6048 @@
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diff --git a/results/Scale All The Things/Client - Singapore/Screenshot 2024-12-03 at 3.25.49 AM.png b/results/Scale All The Things/Client - Singapore/Screenshot 2024-12-03 at 3.25.49 AM.png
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HcmV?d00001

diff --git a/results/Scale All The Things/Client - Singapore/client_metrics.txt b/results/Scale All The Things/Client - Singapore/client_metrics.txt
new file mode 100644
index 0000000..fd1c24f
--- /dev/null
+++ b/results/Scale All The Things/Client - Singapore/client_metrics.txt	
@@ -0,0 +1,16 @@
+Load Test Report
+=============
+
+Endpoint: https://cmpt815perf.fly.dev/api/request
+Pattern: 2p → 3g
+
+Performance Metrics
+-----------------
+Total Requests Sent: 10010
+Total Responses Received: 7366
+Average Latency: 553.241317ms
+Max Latency: 2.173345621s
+Min Latency: 2.776339ms
+Requests/sec (Target): 20.00
+Requests/sec (Actual): 19.95
+Responses/sec: 14.68
\ No newline at end of file
diff --git a/results/Scale All The Things/Client - Singapore/server_metrics.csv b/results/Scale All The Things/Client - Singapore/server_metrics.csv
new file mode 100644
index 0000000..fab90a8
--- /dev/null
+++ b/results/Scale All The Things/Client - Singapore/server_metrics.csv	
@@ -0,0 +1,7367 @@
+timestamp,service_time,db_time,cache_time,db_rows_read,db_rows_written,db_total_rows,cache_hits,cache_misses
+1733217505139,1224,988,0,1694,4004,6,1668,4338
+1733217505080,1216,980,0,1694,4003,5,1668,4338
+1733217504907,1233,996,0,1694,4002,4,1668,4338
+1733217504894,1217,980,0,1694,4001,3,1668,4338
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diff --git a/results/Scale App and Cache/Client - Frankfurt/Screenshot 2024-12-03 at 11.23.24 AM.png b/results/Scale App and Cache/Client - Frankfurt/Screenshot 2024-12-03 at 11.23.24 AM.png
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diff --git a/results/Scale App and Cache/Client - Frankfurt/client_metrics.txt b/results/Scale App and Cache/Client - Frankfurt/client_metrics.txt
new file mode 100644
index 0000000..7ee1347
--- /dev/null
+++ b/results/Scale App and Cache/Client - Frankfurt/client_metrics.txt	
@@ -0,0 +1,16 @@
+Load Test Report
+=============
+
+Endpoint: https://cmpt815perf.fly.dev/api/request
+Pattern: 2p → 3g
+
+Performance Metrics
+-----------------
+Total Requests Sent: 10003
+Total Responses Received: 5879
+Average Latency: 198.5433ms
+Max Latency: 922.48238ms
+Min Latency: 2.981613ms
+Requests/sec (Target): 20.00
+Requests/sec (Actual): 19.98
+Responses/sec: 11.74
\ No newline at end of file
diff --git a/results/Scale App and Cache/Client - Frankfurt/server_metrics.csv b/results/Scale App and Cache/Client - Frankfurt/server_metrics.csv
new file mode 100644
index 0000000..e81c76f
--- /dev/null
+++ b/results/Scale App and Cache/Client - Frankfurt/server_metrics.csv	
@@ -0,0 +1,5880 @@
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diff --git a/results/Scale App and Cache/Client - Singapore/Screenshot 2024-12-03 at 10.57.52 AM.png b/results/Scale App and Cache/Client - Singapore/Screenshot 2024-12-03 at 10.57.52 AM.png
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diff --git a/results/Scale App and Cache/Client - Singapore/client_metrics.txt b/results/Scale App and Cache/Client - Singapore/client_metrics.txt
new file mode 100644
index 0000000..770da1f
--- /dev/null
+++ b/results/Scale App and Cache/Client - Singapore/client_metrics.txt	
@@ -0,0 +1,16 @@
+Load Test Report
+=============
+
+Endpoint: https://cmpt815perf.fly.dev/api/request
+Pattern: 2p → 3g
+
+Performance Metrics
+-----------------
+Total Requests Sent: 10009
+Total Responses Received: 6580
+Average Latency: 450.610561ms
+Max Latency: 1.657144732s
+Min Latency: 2.64786ms
+Requests/sec (Target): 20.00
+Requests/sec (Actual): 19.97
+Responses/sec: 13.13
\ No newline at end of file
diff --git a/results/Scale App and Cache/Client - Singapore/server_metrics.csv b/results/Scale App and Cache/Client - Singapore/server_metrics.csv
new file mode 100644
index 0000000..dd6b493
--- /dev/null
+++ b/results/Scale App and Cache/Client - Singapore/server_metrics.csv	
@@ -0,0 +1,6581 @@
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diff --git a/results/Scale Only App/Client - Frankfurt/Screenshot 2024-12-03 at 11.40.20 AM.png b/results/Scale Only App/Client - Frankfurt/Screenshot 2024-12-03 at 11.40.20 AM.png
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diff --git a/results/Scale Only App/Client - Frankfurt/Screenshot 2024-12-03 at 11.40.28 AM.png b/results/Scale Only App/Client - Frankfurt/Screenshot 2024-12-03 at 11.40.28 AM.png
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diff --git a/results/Scale Only App/Client - Frankfurt/client_metrics.txt b/results/Scale Only App/Client - Frankfurt/client_metrics.txt
new file mode 100644
index 0000000..92b8d27
--- /dev/null
+++ b/results/Scale Only App/Client - Frankfurt/client_metrics.txt	
@@ -0,0 +1,16 @@
+Load Test Report
+=============
+
+Endpoint: https://cmpt815perf.fly.dev/api/request
+Pattern: 2p → 3g
+
+Performance Metrics
+-----------------
+Total Requests Sent: 10003
+Total Responses Received: 8029
+Average Latency: 257.887412ms
+Max Latency: 427.077416ms
+Min Latency: 103.071016ms
+Requests/sec (Target): 20.00
+Requests/sec (Actual): 19.98
+Responses/sec: 16.04
\ No newline at end of file
diff --git a/results/Scale Only App/Client - Frankfurt/server_metrics.csv b/results/Scale Only App/Client - Frankfurt/server_metrics.csv
new file mode 100644
index 0000000..b60fbc7
--- /dev/null
+++ b/results/Scale Only App/Client - Frankfurt/server_metrics.csv	
@@ -0,0 +1,8030 @@
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diff --git a/results/Scale Only App/Client - Singapore/client_metrics.txt b/results/Scale Only App/Client - Singapore/client_metrics.txt
new file mode 100644
index 0000000..cd7b5b1
--- /dev/null
+++ b/results/Scale Only App/Client - Singapore/client_metrics.txt	
@@ -0,0 +1,16 @@
+Load Test Report
+=============
+
+Endpoint: https://cmpt815perf.fly.dev/api/request
+Pattern: 2p → 3g
+
+Performance Metrics
+-----------------
+Total Requests Sent: 10010
+Total Responses Received: 6841
+Average Latency: 566.702525ms
+Max Latency: 1.161745611s
+Min Latency: 222.852737ms
+Requests/sec (Target): 20.00
+Requests/sec (Actual): 19.97
+Responses/sec: 13.65
\ No newline at end of file
diff --git a/results/Scale Only App/Client - Singapore/server_metrics.csv b/results/Scale Only App/Client - Singapore/server_metrics.csv
new file mode 100644
index 0000000..4641724
--- /dev/null
+++ b/results/Scale Only App/Client - Singapore/server_metrics.csv	
@@ -0,0 +1,6842 @@
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diff --git a/results/Single Region - Chicago/Client - Chicago/client_metrics.txt b/results/Single Region - Chicago/Client - Chicago/client_metrics.txt
new file mode 100644
index 0000000..f498415
--- /dev/null
+++ b/results/Single Region - Chicago/Client - Chicago/client_metrics.txt	
@@ -0,0 +1,16 @@
+Load Test Report
+=============
+
+Endpoint: https://cmpt815perf.fly.dev/api/request
+Pattern: 2p → 3g
+
+Performance Metrics
+-----------------
+Total Requests Sent: 10000
+Total Responses Received: 9959
+Average Latency: 18.28291ms
+Max Latency: 306.765966ms
+Min Latency: 2.619982ms
+Requests/sec (Target): 20.00
+Requests/sec (Actual): 19.99
+Responses/sec: 19.91
\ No newline at end of file
diff --git a/results/Single Region - Chicago/Client - Chicago/server_metrics.csv b/results/Single Region - Chicago/Client - Chicago/server_metrics.csv
new file mode 100644
index 0000000..d6a5ea3
--- /dev/null
+++ b/results/Single Region - Chicago/Client - Chicago/server_metrics.csv	
@@ -0,0 +1,9960 @@
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diff --git a/results/Single Region - Chicago/Client - Frankfurt/Screenshot 2024-12-03 at 12.27.37 PM.png b/results/Single Region - Chicago/Client - Frankfurt/Screenshot 2024-12-03 at 12.27.37 PM.png
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diff --git a/results/Single Region - Chicago/Client - Frankfurt/client_metrics.txt b/results/Single Region - Chicago/Client - Frankfurt/client_metrics.txt
new file mode 100644
index 0000000..9c0cf92
--- /dev/null
+++ b/results/Single Region - Chicago/Client - Frankfurt/client_metrics.txt	
@@ -0,0 +1,16 @@
+Load Test Report
+=============
+
+Endpoint: https://cmpt815perf.fly.dev/api/request
+Pattern: 2p → 3g
+
+Performance Metrics
+-----------------
+Total Requests Sent: 10002
+Total Responses Received: 9975
+Average Latency: 118.671554ms
+Max Latency: 386.153542ms
+Min Latency: 103.560937ms
+Requests/sec (Target): 20.00
+Requests/sec (Actual): 19.99
+Responses/sec: 19.93
\ No newline at end of file
diff --git a/results/Single Region - Chicago/Client - Frankfurt/server_metrics.csv b/results/Single Region - Chicago/Client - Frankfurt/server_metrics.csv
new file mode 100644
index 0000000..f621788
--- /dev/null
+++ b/results/Single Region - Chicago/Client - Frankfurt/server_metrics.csv	
@@ -0,0 +1,9976 @@
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diff --git a/results/Single Region - Chicago/Client - Singapore/Screenshot 2024-12-03 at 12.06.54 PM.png b/results/Single Region - Chicago/Client - Singapore/Screenshot 2024-12-03 at 12.06.54 PM.png
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diff --git a/results/Single Region - Chicago/Client - Singapore/client_metrics.txt b/results/Single Region - Chicago/Client - Singapore/client_metrics.txt
new file mode 100644
index 0000000..12a7081
--- /dev/null
+++ b/results/Single Region - Chicago/Client - Singapore/client_metrics.txt	
@@ -0,0 +1,16 @@
+Load Test Report
+=============
+
+Endpoint: https://cmpt815perf.fly.dev/api/request
+Pattern: 2p → 3g
+
+Performance Metrics
+-----------------
+Total Requests Sent: 10004
+Total Responses Received: 9934
+Average Latency: 256.204585ms
+Max Latency: 603.606934ms
+Min Latency: 236.504125ms
+Requests/sec (Target): 20.00
+Requests/sec (Actual): 19.98
+Responses/sec: 19.84
\ No newline at end of file
diff --git a/results/Single Region - Chicago/Client - Singapore/server_metrics.csv b/results/Single Region - Chicago/Client - Singapore/server_metrics.csv
new file mode 100644
index 0000000..d4d7471
--- /dev/null
+++ b/results/Single Region - Chicago/Client - Singapore/server_metrics.csv	
@@ -0,0 +1,9935 @@
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\ No newline at end of file
diff --git a/static/app.js b/static/app.js
new file mode 100644
index 0000000..592f509
--- /dev/null
+++ b/static/app.js
@@ -0,0 +1,474 @@
+const { useState, useEffect, useRef } = React;
+
+const MetricCard = ({ title, stats }) => (
+  <div className="bg-white shadow rounded-lg p-4">
+    <div className="pb-2">
+      <h2 className="text-lg font-semibold">{title}</h2>
+    </div>
+    <div className="space-y-2">
+      <div className="grid grid-cols-2 gap-2">
+        <div>Avg: {stats.avg} ms</div>
+        <div>P50: {stats.p50} ms</div>
+        <div>P95: {stats.p95} ms</div>
+        <div>P99: {stats.p99} ms</div>
+      </div>
+    </div>
+  </div>
+);
+
+const DBActivityCard = ({ stats }) => (
+  <div className="bg-white shadow rounded-lg p-4">
+    <div className="pb-2">
+      <h2 className="text-lg font-semibold">Database Activity</h2>
+    </div>
+    <div className="space-y-2">
+      <div className="grid grid-cols-2 gap-2">
+        <div>Rows Read: {stats.rowsRead}</div>
+        <div>Rows Written: {stats.rowsWritten}</div>
+        <div>Total Rows: {stats.totalRows}</div>
+      </div>
+    </div>
+  </div>
+);
+
+const CacheActivityCard = ({ stats }) => (
+  <div className="bg-white shadow rounded-lg p-4">
+    <div className="pb-2">
+      <h2 className="text-lg font-semibold">Cache Activity</h2>
+    </div>
+    <div className="space-y-2">
+      <div className="grid grid-cols-2 gap-2">
+        <div>Cache Hits: {stats.hits}</div>
+        <div>Cache Misses: {stats.misses}</div>
+        <div>Hit Rate: {stats.hitRate}%</div>
+      </div>
+    </div>
+  </div>
+);
+
+const MetricsDashboard = () => {
+  const [data, setData] = useState([]);
+  const [timeRange, setTimeRange] = useState("30m");
+  const [customStart, setCustomStart] = useState("");
+  const [customEnd, setCustomEnd] = useState("");
+  const [stats, setStats] = useState({
+    service: { avg: 0, p50: 0, p95: 0, p99: 0 },
+    db: { avg: 0, p50: 0, p95: 0, p99: 0 },
+    cache: { avg: 0, p50: 0, p95: 0, p99: 0 },
+    dbActivity: { rowsRead: 0, rowsWritten: 0, totalRows: 0 },
+    cacheActivity: { hits: 0, misses: 0, hitRate: 0 },
+  });
+
+  const chartRef = useRef(null);
+  const chartInstance = useRef(null);
+
+  const getTimeRangeParams = () => {
+    const now = Date.now();
+    switch (timeRange) {
+      case "30m":
+        return `?start=${now - 30 * 60 * 1000}&end=${now}`;
+      case "1h":
+        return `?start=${now - 60 * 60 * 1000}&end=${now}`;
+      case "24h":
+        return `?start=${now - 24 * 60 * 60 * 1000}&end=${now}`;
+      case "7d":
+        return `?start=${now - 7 * 24 * 60 * 60 * 1000}&end=${now}`;
+      case "custom":
+        if (customStart && customEnd) {
+          return `?start=${new Date(customStart).getTime()}&end=${new Date(customEnd).getTime()}`;
+        }
+        return "";
+      case "all":
+        return "";
+      default:
+        return `?start=${now - 30 * 60 * 1000}&end=${now}`;
+    }
+  };
+
+  const bucketDataForChart = (data, bucketSizeMs = 1000) => {
+    const buckets = {};
+
+    data.forEach((point) => {
+      const bucketKey =
+        Math.floor(point.timestamp / bucketSizeMs) * bucketSizeMs;
+
+      if (!buckets[bucketKey]) {
+        buckets[bucketKey] = {
+          timestamp: bucketKey,
+          service_time: [],
+          db_time: [],
+          cache_time: [],
+          db_rows_read: [],
+          db_rows_written: [],
+          cache_hits: [],
+          cache_misses: [],
+        };
+      }
+
+      buckets[bucketKey].service_time.push(point.service_time);
+      buckets[bucketKey].db_time.push(point.db_time);
+      buckets[bucketKey].cache_time.push(point.cache_time);
+      buckets[bucketKey].db_rows_read.push(point.db_rows_read);
+      buckets[bucketKey].db_rows_written.push(point.db_rows_written);
+      buckets[bucketKey].cache_hits.push(point.cache_hits);
+      buckets[bucketKey].cache_misses.push(point.cache_misses);
+    });
+
+    return Object.values(buckets).map((bucket) => ({
+      timestamp: bucket.timestamp,
+      service_time: _.mean(bucket.service_time),
+      db_time: _.mean(bucket.db_time),
+      cache_time: _.mean(bucket.cache_time),
+      db_rows_read: _.sum(bucket.db_rows_read),
+      db_rows_written: _.sum(bucket.db_rows_written),
+      cache_hits: _.sum(bucket.cache_hits),
+      cache_misses: _.sum(bucket.cache_misses),
+    }));
+  };
+
+  const calculateStats = (data) => {
+    // Input validation with early return
+    if (!data?.length) {
+      return {
+        service: { avg: 0, p50: 0, p95: 0, p99: 0 },
+        db: { avg: 0, p50: 0, p95: 0, p99: 0 },
+        cache: { avg: 0, p50: 0, p95: 0, p99: 0 },
+        dbActivity: { rowsRead: 0, rowsWritten: 0, totalRows: 0 },
+        cacheActivity: { hits: 0, misses: 0, hitRate: 0 },
+      };
+    }
+
+    // Create separate arrays for each metric type and sort them independently
+    const serviceValues = data
+      .map((d) => Number(d.service_time) || 0)
+      .sort((a, b) => a - b);
+    const dbValues = data
+      .map((d) => Number(d.db_time) || 0)
+      .sort((a, b) => a - b);
+    const cacheValues = data
+      .map((d) => Number(d.cache_time) || 0)
+      .sort((a, b) => a - b);
+
+    // Calculate percentile indices
+    const len = data.length;
+    const p50idx = Math.floor(len * 0.5);
+    const p95idx = Math.floor(len * 0.95);
+    const p99idx = Math.floor(len * 0.99);
+
+    // Log the actual values we're using
+    console.log("Sorted Values Sample:", {
+      service: serviceValues.slice(0, 5),
+      db: dbValues.slice(0, 5),
+      cache: cacheValues.slice(0, 5),
+    });
+
+    console.log("Median Values:", {
+      service: serviceValues[p50idx],
+      db: dbValues[p50idx],
+      cache: cacheValues[p50idx],
+    });
+
+    // Get latest values for activity metrics
+    const latest = data[0] || {
+      cache_hits: 0,
+      cache_misses: 0,
+      db_rows_read: 0,
+      db_rows_written: 0,
+      db_total_rows: 0,
+    };
+
+    const totalCacheRequests = latest.cache_hits + latest.cache_misses;
+    const hitRate =
+      totalCacheRequests > 0
+        ? (latest.cache_hits / totalCacheRequests) * 100
+        : 0;
+
+    const stats = {
+      service: {
+        avg: _.round(_.mean(serviceValues), 2),
+        p50: _.round(serviceValues[p50idx] || 0, 2),
+        p95: _.round(serviceValues[p95idx] || 0, 2),
+        p99: _.round(serviceValues[p99idx] || 0, 2),
+      },
+      db: {
+        avg: _.round(_.mean(dbValues), 2),
+        p50: _.round(dbValues[p50idx] || 0, 2),
+        p95: _.round(dbValues[p95idx] || 0, 2),
+        p99: _.round(dbValues[p99idx] || 0, 2),
+      },
+      cache: {
+        avg: _.round(_.mean(cacheValues), 2),
+        p50: _.round(cacheValues[p50idx] || 0, 2),
+        p95: _.round(cacheValues[p95idx] || 0, 2),
+        p99: _.round(cacheValues[p99idx] || 0, 2),
+      },
+      dbActivity: {
+        rowsRead: latest.db_rows_read,
+        rowsWritten: latest.db_rows_written,
+        totalRows: latest.db_total_rows,
+      },
+      cacheActivity: {
+        hits: latest.cache_hits,
+        misses: latest.cache_misses,
+        hitRate: _.round(hitRate, 1),
+      },
+    };
+
+    // Log final calculated stats
+    console.log("Final Stats:", stats);
+
+    return stats;
+  };
+
+  const updateChart = (forceReset = false) => {
+    if (!chartRef.current) return;
+
+    if (!chartInstance.current || forceReset) {
+      if (chartInstance.current) {
+        chartInstance.current.destroy();
+      }
+      initializeChart();
+    }
+
+    const bucketedData = bucketDataForChart(data);
+
+    chartInstance.current.data.datasets[0].data = bucketedData.map((d) => ({
+      x: d.timestamp,
+      y: d.service_time,
+    }));
+    chartInstance.current.data.datasets[1].data = bucketedData.map((d) => ({
+      x: d.timestamp,
+      y: d.db_time,
+    }));
+    chartInstance.current.data.datasets[2].data = bucketedData.map((d) => ({
+      x: d.timestamp,
+      y: d.cache_time,
+    }));
+
+    chartInstance.current.update("none");
+  };
+
+  const initializeChart = () => {
+    if (!chartRef.current) {
+      console.log("Chart ref not ready");
+      return;
+    }
+
+    console.log("Initializing chart");
+    const ctx = chartRef.current.getContext("2d");
+
+    chartInstance.current = new Chart(ctx, {
+      type: "line",
+      data: {
+        datasets: [
+          {
+            label: "Service Time",
+            borderColor: "#8884d8",
+            data: [],
+            tension: 0.1,
+          },
+          {
+            label: "DB Time",
+            borderColor: "#82ca9d",
+            data: [],
+            tension: 0.1,
+          },
+          {
+            label: "Cache Time",
+            borderColor: "#ffc658",
+            data: [],
+            tension: 0.1,
+          },
+        ],
+      },
+      options: {
+        responsive: true,
+        maintainAspectRatio: false,
+        animation: false,
+        scales: {
+          x: {
+            type: "time",
+            time: {
+              parser: "MM/DD/YYYY HH:mm",
+              tooltipFormat: "ll HH:mm",
+              unit: "second",
+              displayFormats: {
+                second: "HH:mm:ss",
+              },
+            },
+            title: {
+              display: true,
+              text: "Time",
+            },
+          },
+          y: {
+            beginAtZero: true,
+            title: {
+              display: true,
+              text: "Time (ms)",
+            },
+          },
+        },
+      },
+    });
+  };
+
+  const fetchMetrics = async () => {
+    try {
+      console.log("Fetching metrics with params:", getTimeRangeParams());
+      const response = await fetch(`/api/metrics${getTimeRangeParams()}`);
+      const newData = await response.json();
+      console.log("Received metrics data:", newData);
+
+      if (!newData || newData.length === 0) {
+        console.log("No data received");
+        setData([]);
+        setStats(calculateStats([]));
+        return;
+      }
+
+      const newStats = calculateStats(newData);
+      console.log("Calculated stats:", newStats);
+      if (newStats) {
+        setStats(newStats);
+      }
+
+      setData(newData || []);
+    } catch (error) {
+      console.error("Error fetching metrics:", error);
+      setData([]);
+      setStats(calculateStats([]));
+    }
+  };
+
+  useEffect(() => {
+    console.log("Initial fetch and chart setup");
+    fetchMetrics();
+    updateChart(true);
+
+    let interval;
+    if (timeRange !== "all" && timeRange !== "custom") {
+      interval = setInterval(fetchMetrics, 1000);
+      console.log("Set up polling interval");
+    }
+    return () => {
+      if (interval) {
+        console.log("Cleaning up interval");
+        clearInterval(interval);
+      }
+    };
+  }, [timeRange, customStart, customEnd]);
+
+  useEffect(() => {
+    console.log("Data updated:", data.length, "points");
+    if (data.length > 0 && chartRef.current) {
+      updateChart();
+    }
+  }, [data]);
+
+  const exportCSV = () => {
+    try {
+      console.log("Exporting data:", data);
+      const csv = Papa.unparse(data);
+      const blob = new Blob([csv], { type: "text/csv" });
+      const url = window.URL.createObjectURL(blob);
+      const a = document.createElement("a");
+      a.href = url;
+      a.download = `metrics_export_${new Date().toISOString()}.csv`;
+      document.body.appendChild(a);
+      a.click();
+      document.body.removeChild(a);
+      window.URL.revokeObjectURL(url);
+    } catch (error) {
+      console.error("Error exporting CSV:", error);
+    }
+  };
+
+  return (
+    <div className="container mx-auto p-4 space-y-4">
+      <div className="flex justify-between items-center">
+        <h1 className="text-2xl font-bold">Service Performance Metrics</h1>
+        <div className="flex items-center space-x-4">
+          <div className="flex items-center space-x-2">
+            <select
+              value={timeRange}
+              onChange={(e) => setTimeRange(e.target.value)}
+              className="rounded border p-2"
+            >
+              <option value="30m">Last 30m</option>
+              <option value="1h">Last 1h</option>
+              <option value="24h">Last 24h</option>
+              <option value="7d">Last 7d</option>
+              <option value="custom">Custom Range</option>
+              <option value="all">All Data</option>
+            </select>
+          </div>
+
+          {timeRange === "custom" && (
+            <div className="flex items-center space-x-2">
+              <input
+                type="datetime-local"
+                value={customStart}
+                onChange={(e) => setCustomStart(e.target.value)}
+                className="rounded border p-2"
+              />
+              <span>to</span>
+              <input
+                type="datetime-local"
+                value={customEnd}
+                onChange={(e) => setCustomEnd(e.target.value)}
+                className="rounded border p-2"
+              />
+            </div>
+          )}
+
+          <div className="space-x-2">
+            <button
+              onClick={exportCSV}
+              className="bg-blue-500 text-white px-4 py-2 rounded hover:bg-blue-600"
+            >
+              Export CSV
+            </button>
+
+            <button
+              onClick={async () => {
+                await fetch("/api/clear", { method: "POST" });
+                setData([]);
+                if (chartInstance.current) {
+                  chartInstance.current.data.datasets.forEach((dataset) => {
+                    dataset.data = [];
+                  });
+                  chartInstance.current.update();
+                }
+                fetchMetrics();
+              }}
+              className="bg-red-500 text-white px-4 py-2 rounded hover:bg-red-600"
+            >
+              Clear Data
+            </button>
+          </div>
+        </div>
+      </div>
+
+      <div className="grid grid-cols-1 md:grid-cols-3 gap-4">
+        <MetricCard title="Service Time" stats={stats.service} />
+        <MetricCard title="Database Time" stats={stats.db} />
+        <MetricCard title="Cache Time" stats={stats.cache} />
+      </div>
+
+      <div className="grid grid-cols-1 md:grid-cols-2 gap-4">
+        <DBActivityCard stats={stats.dbActivity} />
+        <CacheActivityCard stats={stats.cacheActivity} />
+      </div>
+
+      <div className="w-full h-96">
+        <canvas ref={chartRef}></canvas>
+      </div>
+    </div>
+  );
+};
+
+// Render the app
+ReactDOM.createRoot(document.getElementById("root")).render(
+  <MetricsDashboard />,
+);
diff --git a/static/index.html b/static/index.html
new file mode 100644
index 0000000..3f79c42
--- /dev/null
+++ b/static/index.html
@@ -0,0 +1,27 @@
+<!DOCTYPE html>
+<html>
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Service Performance Metrics</title>
+    <!-- Tailwind CSS -->
+    <script src="https://cdn.tailwindcss.com"></script>
+    <!-- React and ReactDOM -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/react/18.2.0/umd/react.development.js"></script>
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/react-dom/18.2.0/umd/react-dom.development.js"></script>
+    <!-- Lodash -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/lodash.js/4.17.21/lodash.min.js"></script>
+    <!-- Chart.js and its dependencies (order matters) -->
+    <script src="https://cdn.jsdelivr.net/npm/chart.js@4.4.0/dist/chart.umd.min.js"></script>
+    <script src="https://cdn.jsdelivr.net/npm/moment@2.29.4/moment.min.js"></script>
+    <script src="https://cdn.jsdelivr.net/npm/chartjs-adapter-moment@1.0.1/dist/chartjs-adapter-moment.min.js"></script>
+    <!-- PapaParse for CSV handling -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/PapaParse/5.4.1/papaparse.min.js"></script>
+    <!-- Babel for JSX transformation -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/babel-standalone/7.23.5/babel.min.js"></script>
+</head>
+<body>
+    <div id="root"></div>
+    <script type="text/babel" src="/app.js"></script>
+</body>
+</html>
\ No newline at end of file