diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 0000000..5171c54
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,2 @@
+node_modules
+npm-debug.log
\ No newline at end of file
diff --git a/.env b/.env
new file mode 100644
index 0000000..d81897c
--- /dev/null
+++ b/.env
@@ -0,0 +1,5 @@
+PORT=3000
+DB_HOST='127.0.0.1'
+aws_access_key_id=AKIAIU4YXV4CXZ4EBNMA
+aws_secret_access_key=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
+Queue='https://sqs.us-east-2.amazonaws.com/077422758482/thesis'
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
index 66428dc..0662082 100644
--- a/.gitignore
+++ b/.gitignore
@@ -35,3 +35,8 @@ dist/
 # see https://npmjs.org/doc/faq.html#Should-I-check-my-node_modules-folder-into-git
 node_modules/
 bower_components/
+
+# AWS
+./env
+./server/aws.config.json
+
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..881427b
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,21 @@
+# What image do you want to start building on?
+FROM node:latest
+
+# Make a folder in your image where your app's source code can live
+RUN mkdir -p /src/app
+
+# Tell your container where your app's source code will live
+WORKDIR /src/app
+
+# What source code do you what to copy, and where to put it?
+COPY . /src/app
+
+# Does your app have any dependencies that should be installed?
+RUN npm install
+
+# What port will the container talk to the outside world with once created?
+EXPOSE 80
+
+# How do you start your app?
+#CMD [ "npm", "run", "start" ]
+CMD [ "npm", "start" ]
\ No newline at end of file
diff --git a/aws/config.json b/aws/config.json
new file mode 100644
index 0000000..95dd91a
--- /dev/null
+++ b/aws/config.json
@@ -0,0 +1,5 @@
+{
+  "accessKeyId": "AKIAIU4YXV4CXZ4EBNMA",
+  "secretAccessKey": "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",
+  "region": "us-east-2"
+}
\ No newline at end of file
diff --git a/aws/sqs-retrieve.js b/aws/sqs-retrieve.js
new file mode 100644
index 0000000..5ece6c3
--- /dev/null
+++ b/aws/sqs-retrieve.js
@@ -0,0 +1,70 @@
+const knex = require('../db/knex.js');
+const Promise = require('bluebird');
+
+// Load the AWS SDK for Node.js
+var AWS = require('aws-sdk');
+// config
+AWS.config.loadFromPath('./config.json');
+
+// Create an SQS service object
+var sqs = new AWS.SQS({ apiVersion: '2012-11-05' });
+
+var queueURL = "https://sqs.us-east-2.amazonaws.com/077422758482/thesis";
+
+var params = {
+  AttributeNames: [
+    "SentTimestamp"
+  ],
+  MaxNumberOfMessages: 10,
+  MessageAttributeNames: [
+    "All"
+  ],
+  QueueUrl: queueURL,
+  VisibilityTimeout: 30,
+  WaitTimeSeconds: 0
+};
+
+const recieveMessage = function() {
+  sqs.receiveMessage(params, function (err, data) {
+    if (err) {
+      console.log("Receive Error", err);
+    } else if (data.Messages) {
+      for (message of data.Messages) {
+        console.log(message.MessageAttributes.videoId.StringValue);
+        let targetVideo = parseInt(message.MessageAttributes.videoId.StringValue);
+        // Adding to the DB
+        knex('videos').where('video_id', '=', targetVideo).increment('view_count', 1)
+          .then((success) => {
+            knex('videos').where({ video_id: targetVideo })
+              .then((video) => {
+                if (!video[0].ad && video[0].view_count === 200) {
+                  let category = Math.random() > 0.5 ? type = 'comedy' : 'informational';
+                  knex.raw(`SELECT ad_id FROM ads WHERE category = '${category}' ORDER BY RANDOM() LIMIT 1`)
+                    .then((ad) => {
+                      knex('videos').where('video_id', '=', targetVideo).update({ 'ad': ad.rows[0].ad_id })
+                        .then((testVideo) => {
+                          //console.log('added an ad to a video');
+                        });
+                    });
+                } else {
+                  //console.log('added an ad to a video');
+                }
+              });
+          });
+        let deleteParams = {
+          QueueUrl: queueURL,
+          ReceiptHandle: message.ReceiptHandle
+        };
+        sqs.deleteMessage(deleteParams, function (err, data) {
+          if (err) {
+            throw err;
+          } else {
+            console.log("Message Deleted", data);
+          }
+        });
+      }
+    }
+  });
+};
+
+setInterval(recieveMessage, 5000);
\ No newline at end of file
diff --git a/aws/sqs-send.js b/aws/sqs-send.js
new file mode 100644
index 0000000..e6cc2fc
--- /dev/null
+++ b/aws/sqs-send.js
@@ -0,0 +1,35 @@
+// Load the AWS SDK for Node.js
+var AWS = require('aws-sdk');
+
+// Config settings
+// require('dotenv').config();
+AWS.config.loadFromPath('./config.json');
+
+// Set the region 
+//AWS.config.update({ region: 'us-east-2' });
+
+// Create an SQS service object
+var sqs = new AWS.SQS({ apiVersion: '2012-11-05' });
+
+for (let i = 0; i < 10; i++) {
+  let videoId = Math.ceil( Math.random() * 10000000).toString();
+  var params = {
+    DelaySeconds: 10,
+    MessageAttributes: {
+      "videoId": {
+        DataType: "Number",
+        StringValue: "videoId"
+      }
+    },
+    MessageBody: "None",
+    QueueUrl: "https://sqs.us-east-2.amazonaws.com/077422758482/thesis"
+  };
+
+  sqs.sendMessage(params, function (err, data) {
+    if (err) {
+      console.log("Error", err);
+    } else {
+      console.log("Success", data.MessageId);
+    }
+  });
+}
\ No newline at end of file
diff --git a/bookshelf.js b/bookshelf.js
deleted file mode 100644
index 9211e7b..0000000
--- a/bookshelf.js
+++ /dev/null
@@ -1,4 +0,0 @@
-// var knex = require('../db/knex');
-// var bookshelf = require('bookshelf')(knex);
-
-// module.exports = bookshelf;
\ No newline at end of file
diff --git a/db/queue.js b/db/queue.js
new file mode 100644
index 0000000..f11bf9d
--- /dev/null
+++ b/db/queue.js
@@ -0,0 +1,16 @@
+var redisClient = require('../db/redis.js');
+const queue = require('kue').createQueue();
+
+queue.watchStuckJobs(6000);
+
+console.log('hello world');
+
+queue.on('ready', () => {
+  console.info('Queue is ready!');
+});
+
+queue.on('error', (err) => {
+  console.log('There was an error in the queue');
+  console.log(err);
+  console.log(err.stack);
+});
\ No newline at end of file
diff --git a/db/redis.js b/db/redis.js
new file mode 100644
index 0000000..113be9b
--- /dev/null
+++ b/db/redis.js
@@ -0,0 +1,5 @@
+var environment = process.env.NODE_ENV || 'development';
+var config = require('../redisfile.js')[environment.connection];
+var redis = require('redis');
+
+module.exports = redis.createClient(config);  
\ No newline at end of file
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 0000000..5af6503
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,15 @@
+version: '3'
+
+services:
+  server:
+    build: .
+    depends_on:
+      - 'database'
+    ports: 
+      - '80:80'
+
+  database:
+    image: postgres:latest
+    environment: 
+      POSTGRES_USER: jonlau
+      POSTGRES_DB: youtube
\ No newline at end of file
diff --git a/knexfile.js b/knexfile.js
index 064a41a..2b5d1f7 100644
--- a/knexfile.js
+++ b/knexfile.js
@@ -4,7 +4,7 @@ module.exports = {
     connection: {
       hostname: 'postgres',
       host: 'localhost',
-      port: '5432', //needed
+      port: '5432',
       user: 'postgres',
       password: '',
       database: 'youtube',
@@ -18,6 +18,12 @@ module.exports = {
   },
   production: {
     client: 'pg',
-    connection: process.env.DATABASE_URL,
+    connection: 'postgres://postgres@172.17.03',
+    migrations: {
+      directory: __dirname + '/db/migrations',
+    }
   }
-};
\ No newline at end of file
+};
+
+// "IPv4Address": "172.17.0.3/16"
+// process.env.DATABASE_URL
\ No newline at end of file
diff --git a/lib/videos.js b/lib/videos.js
index e69de29..d79fe98 100644
--- a/lib/videos.js
+++ b/lib/videos.js
@@ -0,0 +1,65 @@
+const knex = require('../db/knex.js');
+const Promise = require('bluebird');
+const redis = require('redis');
+const queue = require('kue').createQueue();
+
+const express = require('express');
+const bodyParser = require('body-parser');
+
+const app = express();
+app.use(bodyParser.json());
+app.use(bodyParser.urlencoded({ extended: false }));
+
+let createQueueItem = (targetVideo) => {
+  queue.create('ad', {
+    video_id: targetVideo
+  })
+    .priority('medium')
+    .removeOnComplete(true)
+    .save((err) => {
+      if (!err) {
+        res.status(204).end();
+      } else {
+        logger.error(err);
+        res.end();
+      }
+    });
+};
+
+let updateViewCount = (targetVideo) => {
+  queue.process('ad', (job, done) => {
+    var targetVideo = job.data.video_id;
+
+    return new Promise((resolve, reject) => {
+      resolve(knex('videos').where('video_id', '=', targetVideo).increment('view_count', 1)
+        .then((success) => {
+          knex('videos').where({ video_id: targetVideo })
+            .then((video) => {
+              if (!video[0].ad && video[0].view_count === 200) {
+                let category = Math.random() > 0.5 ? type = 'comedy' : 'informational';
+                knex.raw(`SELECT ad_id FROM ads WHERE category = '${category}' ORDER BY RANDOM() LIMIT 1`)
+                  .then((ad) => {
+                    knex('videos').where('video_id', '=', targetVideo).update({ 'ad': ad.rows[0].ad_id })
+                      .then((testVideo) => {
+                        done();
+                        // res.status(200).send(video);
+                      });
+                  });
+              } else {
+                done();
+                //res.status(200).send(video);
+              }
+            });
+        })
+      ).catch((err) => {
+        throw err;
+      });
+    });
+  
+  });
+};
+
+module.exports = {
+  updateViewCount: updateViewCount,
+  createQueueItem: createQueueItem
+};
\ No newline at end of file
diff --git a/newrelic.js b/newrelic.js
new file mode 100644
index 0000000..46cfb2e
--- /dev/null
+++ b/newrelic.js
@@ -0,0 +1,25 @@
+'use strict'
+/**
+ * New Relic agent configuration.
+ *
+ * See lib/config.defaults.js in the agent distribution for a more complete
+ * description of configuration variables and their potential values.
+ */
+exports.config = {
+  /**
+   * Array of application names.
+   */
+  app_name: ['thesis'],
+  /**
+   * Your New Relic license key.
+   */
+  license_key: '1f02309c4e0cfa198a6ac889c055354047119eea',
+  logging: {
+    /**
+     * Level at which to log. 'trace' is most useful to New Relic when diagnosing
+     * issues with the agent, 'info' and higher will impose the least overhead on
+     * production applications.
+     */
+    level: 'info'
+  }
+}
diff --git a/package-lock.json b/package-lock.json
index b7585fd..bad4305 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -4,6 +4,15 @@
   "lockfileVersion": 1,
   "requires": true,
   "dependencies": {
+    "@newrelic/native-metrics": {
+      "version": "2.1.2",
+      "resolved": "https://registry.npmjs.org/@newrelic/native-metrics/-/native-metrics-2.1.2.tgz",
+      "integrity": "sha1-mlldxgJlS3FxiKKUUHCHpR55+6M=",
+      "optional": true,
+      "requires": {
+        "nan": "2.8.0"
+      }
+    },
     "abbrev": {
       "version": "1.1.1",
       "resolved": "https://registry.npmjs.org/abbrev/-/abbrev-1.1.1.tgz",
@@ -23,6 +32,21 @@
       "resolved": "https://registry.npmjs.org/acorn/-/acorn-5.2.1.tgz",
       "integrity": "sha512-jG0u7c4Ly+3QkkW18V+NRDN+4bWHdln30NL1ZL2AvFZZmQe/BfopYCtghCKKVBUSetZ4QKcyA0pY6/4Gw8Pv8w=="
     },
+    "acorn-globals": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/acorn-globals/-/acorn-globals-3.1.0.tgz",
+      "integrity": "sha1-/YJw9x+7SZawBPqIDuXUZXOnMb8=",
+      "requires": {
+        "acorn": "4.0.13"
+      },
+      "dependencies": {
+        "acorn": {
+          "version": "4.0.13",
+          "resolved": "https://registry.npmjs.org/acorn/-/acorn-4.0.13.tgz",
+          "integrity": "sha1-EFSVrlNh1pe9GVyCUZLhrX8lN4c="
+        }
+      }
+    },
     "acorn-jsx": {
       "version": "3.0.1",
       "resolved": "https://registry.npmjs.org/acorn-jsx/-/acorn-jsx-3.0.1.tgz",
@@ -38,6 +62,16 @@
         }
       }
     },
+    "after-all-results": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/after-all-results/-/after-all-results-2.0.0.tgz",
+      "integrity": "sha1-asL8ICtQD4jaj09VMM+hAPTGotA="
+    },
+    "agent-base": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/agent-base/-/agent-base-1.0.2.tgz",
+      "integrity": "sha1-aJDT+yFwBLYrcPiSjg+uX4lSpwY="
+    },
     "ajv": {
       "version": "5.5.1",
       "resolved": "https://registry.npmjs.org/ajv/-/ajv-5.5.1.tgz",
@@ -54,6 +88,21 @@
       "resolved": "https://registry.npmjs.org/ajv-keywords/-/ajv-keywords-2.1.1.tgz",
       "integrity": "sha1-YXmX/F9gV2iUxDX5QNgZ4TW4B2I="
     },
+    "align-text": {
+      "version": "0.1.4",
+      "resolved": "https://registry.npmjs.org/align-text/-/align-text-0.1.4.tgz",
+      "integrity": "sha1-DNkKVhCT810KmSVsIrcGlDP60Rc=",
+      "requires": {
+        "kind-of": "3.2.2",
+        "longest": "1.0.1",
+        "repeat-string": "1.6.1"
+      }
+    },
+    "amdefine": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/amdefine/-/amdefine-1.0.1.tgz",
+      "integrity": "sha1-SlKCrBZHKek2Gbz9OtFR+BfOkfU="
+    },
     "ansi-align": {
       "version": "2.0.0",
       "resolved": "https://registry.npmjs.org/ansi-align/-/ansi-align-2.0.0.tgz",
@@ -86,6 +135,15 @@
         "normalize-path": "2.1.1"
       }
     },
+    "apparatus": {
+      "version": "0.0.9",
+      "resolved": "https://registry.npmjs.org/apparatus/-/apparatus-0.0.9.tgz",
+      "integrity": "sha1-N9zSWDStC2UQdllikduCPusZCL0=",
+      "optional": true,
+      "requires": {
+        "sylvester": "0.0.21"
+      }
+    },
     "argparse": {
       "version": "1.0.9",
       "resolved": "https://registry.npmjs.org/argparse/-/argparse-1.0.9.tgz",
@@ -187,6 +245,19 @@
       "resolved": "https://registry.npmjs.org/ast-types-flow/-/ast-types-flow-0.0.7.tgz",
       "integrity": "sha1-9wtzXGvKGlycItmCw+Oef+ujva0="
     },
+    "async": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/async/-/async-1.0.0.tgz",
+      "integrity": "sha1-+PwEyjoTeErenhZBr5hXjPvWR6k="
+    },
+    "async-cache": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/async-cache/-/async-cache-1.1.0.tgz",
+      "integrity": "sha1-SppaidBl7F2OUlS9nulrp2xTK1o=",
+      "requires": {
+        "lru-cache": "4.1.1"
+      }
+    },
     "async-each": {
       "version": "1.0.1",
       "resolved": "https://registry.npmjs.org/async-each/-/async-each-1.0.1.tgz",
@@ -197,6 +268,30 @@
       "resolved": "https://registry.npmjs.org/asynckit/-/asynckit-0.4.0.tgz",
       "integrity": "sha1-x57Zf380y48robyXkLzDZkdLS3k="
     },
+    "aws-sdk": {
+      "version": "2.176.0",
+      "resolved": "https://registry.npmjs.org/aws-sdk/-/aws-sdk-2.176.0.tgz",
+      "integrity": "sha1-JyPBThxiOsRcW4kKP8c27ugIX2c=",
+      "requires": {
+        "buffer": "4.9.1",
+        "crypto-browserify": "1.0.9",
+        "events": "1.1.1",
+        "jmespath": "0.15.0",
+        "querystring": "0.2.0",
+        "sax": "1.2.1",
+        "url": "0.10.3",
+        "uuid": "3.1.0",
+        "xml2js": "0.4.17",
+        "xmlbuilder": "4.2.1"
+      },
+      "dependencies": {
+        "sax": {
+          "version": "1.2.1",
+          "resolved": "https://registry.npmjs.org/sax/-/sax-1.2.1.tgz",
+          "integrity": "sha1-e45lYZCyKOgaZq6nSEgNgozS03o="
+        }
+      }
+    },
     "aws-sign2": {
       "version": "0.7.0",
       "resolved": "https://registry.npmjs.org/aws-sign2/-/aws-sign2-0.7.0.tgz",
@@ -717,6 +812,11 @@
       "resolved": "https://registry.npmjs.org/balanced-match/-/balanced-match-1.0.0.tgz",
       "integrity": "sha1-ibTRmasr7kneFk6gK4nORi1xt2c="
     },
+    "base64-js": {
+      "version": "1.2.1",
+      "resolved": "https://registry.npmjs.org/base64-js/-/base64-js-1.2.1.tgz",
+      "integrity": "sha512-dwVUVIXsBZXwTuwnXI9RK8sBmgq09NDHzyR9SAph9eqk76gKK2JSQmZARC2zRC81JC2QTtxD0ARU5qTS25gIGw=="
+    },
     "bcrypt-pbkdf": {
       "version": "1.0.1",
       "resolved": "https://registry.npmjs.org/bcrypt-pbkdf/-/bcrypt-pbkdf-1.0.1.tgz",
@@ -841,6 +941,16 @@
         "repeat-element": "1.1.2"
       }
     },
+    "buffer": {
+      "version": "4.9.1",
+      "resolved": "https://registry.npmjs.org/buffer/-/buffer-4.9.1.tgz",
+      "integrity": "sha1-bRu2AbB6TvztlwlBMgkwJ8lbwpg=",
+      "requires": {
+        "base64-js": "1.2.1",
+        "ieee754": "1.1.8",
+        "isarray": "1.0.0"
+      }
+    },
     "buffer-writer": {
       "version": "1.0.1",
       "resolved": "https://registry.npmjs.org/buffer-writer/-/buffer-writer-1.0.1.tgz",
@@ -884,6 +994,15 @@
       "resolved": "https://registry.npmjs.org/caseless/-/caseless-0.12.0.tgz",
       "integrity": "sha1-G2gcIf+EAzyCZUMJBolCDRhxUdw="
     },
+    "center-align": {
+      "version": "0.1.3",
+      "resolved": "https://registry.npmjs.org/center-align/-/center-align-0.1.3.tgz",
+      "integrity": "sha1-qg0yYptu6XIgBBHL1EYckHvCt60=",
+      "requires": {
+        "align-text": "0.1.4",
+        "lazy-cache": "1.0.4"
+      }
+    },
     "chai": {
       "version": "4.1.2",
       "resolved": "https://registry.npmjs.org/chai/-/chai-4.1.2.tgz",
@@ -909,6 +1028,14 @@
         "supports-color": "2.0.0"
       }
     },
+    "character-parser": {
+      "version": "2.2.0",
+      "resolved": "https://registry.npmjs.org/character-parser/-/character-parser-2.2.0.tgz",
+      "integrity": "sha1-x84o821LzZdE5f/CxfzeHHMmH8A=",
+      "requires": {
+        "is-regex": "1.0.4"
+      }
+    },
     "chardet": {
       "version": "0.4.2",
       "resolved": "https://registry.npmjs.org/chardet/-/chardet-0.4.2.tgz",
@@ -940,6 +1067,33 @@
       "resolved": "https://registry.npmjs.org/circular-json/-/circular-json-0.3.3.tgz",
       "integrity": "sha512-UZK3NBx2Mca+b5LsG7bY183pHWt5Y1xts4P3Pz7ENTwGVnJOUWbRb3ocjvX7hx9tq/yTAdclXm9sZ38gNuem4A=="
     },
+    "clean-css": {
+      "version": "3.4.28",
+      "resolved": "https://registry.npmjs.org/clean-css/-/clean-css-3.4.28.tgz",
+      "integrity": "sha1-vxlF6C/ICPVWlebd6uwBQA79A/8=",
+      "requires": {
+        "commander": "2.8.1",
+        "source-map": "0.4.4"
+      },
+      "dependencies": {
+        "commander": {
+          "version": "2.8.1",
+          "resolved": "https://registry.npmjs.org/commander/-/commander-2.8.1.tgz",
+          "integrity": "sha1-Br42f+v9oMMwqh4qBy09yXYkJdQ=",
+          "requires": {
+            "graceful-readlink": "1.0.1"
+          }
+        },
+        "source-map": {
+          "version": "0.4.4",
+          "resolved": "https://registry.npmjs.org/source-map/-/source-map-0.4.4.tgz",
+          "integrity": "sha1-66T12pwNyZneaAMti092FzZSA2s=",
+          "requires": {
+            "amdefine": "1.0.1"
+          }
+        }
+      }
+    },
     "cli-boxes": {
       "version": "1.0.0",
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+          "version": "1.0.1",
+          "resolved": "https://registry.npmjs.org/read-pkg-up/-/read-pkg-up-1.0.1.tgz",
+          "integrity": "sha1-nWPBMnbAZZGNV/ACpX9AobZD+wI=",
+          "requires": {
+            "find-up": "1.1.2",
+            "read-pkg": "1.1.0"
+          }
+        },
+        "string-width": {
+          "version": "1.0.2",
+          "resolved": "https://registry.npmjs.org/string-width/-/string-width-1.0.2.tgz",
+          "integrity": "sha1-EYvfW4zcUaKn5w0hHgfisLmxB9M=",
+          "requires": {
+            "code-point-at": "1.1.0",
+            "is-fullwidth-code-point": "1.0.0",
+            "strip-ansi": "3.0.1"
+          }
+        },
+        "strip-bom": {
+          "version": "2.0.0",
+          "resolved": "https://registry.npmjs.org/strip-bom/-/strip-bom-2.0.0.tgz",
+          "integrity": "sha1-YhmoVhZSBJHzV4i9vxRHqZx+aw4=",
+          "requires": {
+            "is-utf8": "0.2.1"
+          }
+        },
+        "window-size": {
+          "version": "0.2.0",
+          "resolved": "https://registry.npmjs.org/window-size/-/window-size-0.2.0.tgz",
+          "integrity": "sha1-tDFbtCFKPXBY6+7okuE/ok2YsHU="
+        }
+      }
+    },
+    "yargs-parser": {
+      "version": "2.4.1",
+      "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-2.4.1.tgz",
+      "integrity": "sha1-hVaN488VD/SfpRgl8DqMiA3cxcQ=",
+      "requires": {
+        "camelcase": "3.0.0",
+        "lodash.assign": "4.2.0"
+      },
+      "dependencies": {
+        "camelcase": {
+          "version": "3.0.0",
+          "resolved": "https://registry.npmjs.org/camelcase/-/camelcase-3.0.0.tgz",
+          "integrity": "sha1-MvxLn82vhF/N9+c7uXysImHwqwo="
+        },
+        "lodash.assign": {
+          "version": "4.2.0",
+          "resolved": "https://registry.npmjs.org/lodash.assign/-/lodash.assign-4.2.0.tgz",
+          "integrity": "sha1-DZnzzNem0mHRm9rrkkUAXShYCOc="
+        }
+      }
     }
   }
 }
diff --git a/package.json b/package.json
index a1378c8..80772f2 100644
--- a/package.json
+++ b/package.json
@@ -26,11 +26,15 @@
     "url": "https://github.com/jonnylau/hrsf83-thesis/issues"
   },
   "dependencies": {
+    "aws-sdk": "^2.176.0",
     "babel-core": "^6.26.0",
     "babel-loader": "^7.1.2",
     "babel-preset-es2015": "^6.24.1",
+    "bluebird": "^3.5.1",
     "bookshelf": "^0.11.1",
     "chai": "^4.1.2",
+    "dotenv": "^4.0.0",
+    "elastic-apm-node": "^0.9.0",
     "eslint": "^4.11.0",
     "eslint-config-airbnb": "^16.1.0",
     "eslint-plugin-import": "^2.8.0",
@@ -39,12 +43,16 @@
     "express": "^4.16.2",
     "faker": "^4.1.0",
     "knex": "^0.14.2",
+    "kue": "^0.11.6",
     "moment": "^2.19.4",
+    "newrelic": "^2.4.2",
     "nodemon": "^1.12.5",
     "npm": "^5.5.1",
     "pg": "^4.4.0",
+    "redis": "^2.8.0",
     "request": "^2.83.0",
-    "supertest": "^3.0.0"
+    "supertest": "^3.0.0",
+    "winston": "^2.4.0"
   },
   "homepage": "https://github.com/jonnylau/hrsf83-thesis#readme"
 }
diff --git a/redisfile.js b/redisfile.js
new file mode 100644
index 0000000..672c083
--- /dev/null
+++ b/redisfile.js
@@ -0,0 +1,17 @@
+module.exports = {
+  development: {
+    client: '',
+    connection: {
+      host: 'localhost',
+      port: '6379'
+    },
+  },
+  production: {
+    client: '',
+    connection: {
+      host: process.env.REDIS_PORT,
+      port: process.env.REDIS_HOST,
+      auth: process.env.REDIS_PASS,
+    },
+  }
+};
\ No newline at end of file
diff --git a/server/index.js b/server/index.js
index 8f76b45..ace16d9 100644
--- a/server/index.js
+++ b/server/index.js
@@ -1,3 +1,8 @@
+let queue = {};
+
+require('newrelic');
+// ====================== CLUSTER =======================================================
+
 const cluster = require('cluster');
 
 if (cluster.isMaster) {
@@ -8,50 +13,134 @@ if (cluster.isMaster) {
   }
 
 } else {
+// =============== ELASTIC SEARCH + KIBANA =======================================================
+//   var apm = require('elastic-apm-node').start({
+//     appName: 'youtube',
+//     // Use if APM Server requires a token
+//     // Set custom APM Server URL (default: http://localhost:8200)
+//     serverUrl: 'http://localhost:8200'
+//   });
+// ===============================================================================================
+  const Winston = require('winston');
+  const logger = new Winston.Logger({
+    level: 'verbose',
+    transports: [
+      new Winston.transports.Console({
+        timestamp: true
+      }),
+      new Winston.transports.File({
+        filename: 'error.log',
+        timestamp: true,
+        level: 'error',
+      })
+    ]
+  });
+  
+  const PORT = process.env.PORT || 3000;  
+  //const knex = require('../db/knex.js');
+  const knex = require('../db/knex.js');
+  // const redis = require('redis');
+  // const queue = require('kue').createQueue();
+  // queue.watchStuckJobs(6000);
+  
+  // =============================================================================================
   const express = require('express');
   const bodyParser = require('body-parser');
-  const PORT = process.env.PORT || 3000;
-  var knex = require('../db/knex.js');
-  //var bookshelf = require('bookshelf')(knex);
-  //var Video = require('./models/videos.js');
-
   const request = require('request');
   const Promise = require('bluebird');
-  var app = express();
+  const app = express();
 
   app.use(bodyParser.json());
   app.use(bodyParser.urlencoded({ extended: false }));
 
-  app.patch('/service', (req, res) => {
-    let type;
+  app.patch('/service-redis-queue', (req, res) => {
+    
     let targetVideo = req.body.videoId;
+    // ======================================================================
+    //                                REDIS KUE - EndPoint
+    // ======================================================================
 
+    queue.create('ad', {
+      video_id: targetVideo
+    })
+      .priority('medium')
+      .removeOnComplete( true )
+      .save( (err) => {
+        if (!err) {
+          res.status(204).end();
+        } else {
+          logger.error(err);
+          res.end();
+        }
+      });            
+  });
+    
+  queue.process('ad', (job, done) => {
+    var targetVideo = job.data.video_id;
     return new Promise((resolve, reject) => {
       resolve(knex('videos').where('video_id', '=', targetVideo).increment('view_count', 1)
         .then((success) => {
-          knex('videos').where({ video_id: targetVideo }).first()
+          knex('videos').where({ video_id: targetVideo })
             .then((video) => {
-              if (!video.ad && video.view_count === 65200) {
+              if (!video[0].ad && video[0].view_count === 200) {
                 let category = Math.random() > 0.5 ? type = 'comedy' : 'informational';
                 knex.raw(`SELECT ad_id FROM ads WHERE category = '${category}' ORDER BY RANDOM() LIMIT 1`)
-                  .then((ad_Id) => {
-                    knex('videos').where('video_id', '=', targetVideo).update({ 'ad': ad_Id.rows[0].ad_id })
+                  .then((ad) => {
+                    knex('videos').where('video_id', '=', targetVideo).update({ 'ad': ad.rows[0].ad_id })
                       .then((testVideo) => {
-                        res.status(200).send({ 'video': video, 'ad_Id': ad_Id.rows[0].ad_id, 'messsage': 'added an Ad' });
+                        done();
+                        res.status(204).end();
                       });
                   });
               } else {
-                res.status(200).send({ 'video': video, 'messsage': 'updated count only' });
+                done();
+                res.status(204).end();
               }
             });
         })
       ).catch((err) => {
-        console.log(err);
+        throw err;
       });
     });
-  }); 
-  
-  if (!module.parent) { // only listen to port if existing port is not in use
+  });
+
+  // ======================================================================
+  //                        BATCH PATCH - EndPoint
+  // ======================================================================
+
+  app.patch('/service-batch', (req, res) => {
+    let targetVideo = req.body.videoId;
+    
+    if (Object.keys(queue).length < 9) {
+
+      queue[targetVideo] = (queue[targetVideo] || 0) + 1;
+      
+      res.status(204).end();
+    } else {
+      let videos = [];
+      let views = [];
+      
+      for (video of Object.keys(queue)) {
+        videos.push(parseInt(video));
+      }
+      for (video in queue) {
+        views.push(queue[video]);
+      }
+      knex.raw(`UPDATE videos SET view_count = view_count + data_table.views 
+        FROM 
+          (select unnest(array[${videos}]) as video_id, 
+          unnest(array[${views}]) as views) as data_table
+        WHERE videos.video_id = data_table.video_id`)
+        .then((success) => {
+          for (key in queue) {
+            delete queue[key];
+          }
+          res.status(204).end();
+        });
+    }
+  });
+
+  if (!module.parent) { 
     app.listen(PORT, () => {
       console.log('Listening on port', PORT);
     });