diff --git a/Days/Images/Day81_Monitoring1.png b/Days/Images/Day81_Monitoring1.png
new file mode 100644
index 0000000..0a15c9e
Binary files /dev/null and b/Days/Images/Day81_Monitoring1.png differ
diff --git a/Days/Images/Day81_Monitoring2.png b/Days/Images/Day81_Monitoring2.png
new file mode 100644
index 0000000..c3f27de
Binary files /dev/null and b/Days/Images/Day81_Monitoring2.png differ
diff --git a/Days/Monitoring/Fluentd/introduction/configurations/containers-fluent.conf b/Days/Monitoring/Fluentd/introduction/configurations/containers-fluent.conf
new file mode 100644
index 0000000..30cacf8
--- /dev/null
+++ b/Days/Monitoring/Fluentd/introduction/configurations/containers-fluent.conf
@@ -0,0 +1,13 @@
+<source>
+  @type tail
+  format json
+  read_from_head true
+  tag docker.log
+  path /fluentd/log/containers/*/*-json.log
+  pos_file /tmp/container-logs.pos
+</source>
+
+# <match docker.log>
+#   @type file
+#   path /output/docker.log
+# </match>
\ No newline at end of file
diff --git a/Days/Monitoring/Fluentd/introduction/configurations/elastic-fluent.conf b/Days/Monitoring/Fluentd/introduction/configurations/elastic-fluent.conf
new file mode 100644
index 0000000..277cb51
--- /dev/null
+++ b/Days/Monitoring/Fluentd/introduction/configurations/elastic-fluent.conf
@@ -0,0 +1,26 @@
+# where to send http logs
+<match http-*.log>
+  @type elasticsearch
+  host elasticsearch
+  port 9200
+  index_name fluentd-http
+  type_name fluentd
+</match>
+
+#where to send file logs
+<match file-myapp.log>
+  @type elasticsearch
+  host elasticsearch
+  port 9200
+  index_name fluentd-file
+  type_name fluentd
+</match>
+
+#where to send docker logs
+<match docker.log>
+  @type elasticsearch
+  host elasticsearch
+  port 9200
+  index_name fluentd-docker
+  type_name fluentd
+</match>
\ No newline at end of file
diff --git a/Days/Monitoring/Fluentd/introduction/configurations/file-fluent.conf b/Days/Monitoring/Fluentd/introduction/configurations/file-fluent.conf
new file mode 100644
index 0000000..0053a0b
--- /dev/null
+++ b/Days/Monitoring/Fluentd/introduction/configurations/file-fluent.conf
@@ -0,0 +1,20 @@
+<source>
+  @type tail
+  format json
+  read_from_head true
+  tag file-myapp.log
+  path /fluentd/log/files/example-log.log
+  pos_file /tmp/example-log.log.pos
+</source>
+
+<filter file-myapp.log>
+  @type record_transformer
+  <record>
+    host_param "#{Socket.gethostname}"
+  </record>
+</filter>
+
+# <match file-myapp.log>
+#   @type file
+#   path /output/file-myapp.log
+# </match>
\ No newline at end of file
diff --git a/Days/Monitoring/Fluentd/introduction/configurations/fluent.conf b/Days/Monitoring/Fluentd/introduction/configurations/fluent.conf
new file mode 100644
index 0000000..b0bf918
--- /dev/null
+++ b/Days/Monitoring/Fluentd/introduction/configurations/fluent.conf
@@ -0,0 +1,16 @@
+################################################################
+# This source reads tail of a file
+@include file-fluent.conf
+
+################################################################
+
+# This source gets incoming logs over HTTP
+@include http-fluent.conf
+
+################################################################
+# This source gets all logs from local docker host
+@include containers-fluent.conf
+
+################################################################
+# Send all logs to elastic search
+@include elastic-fluent.conf
\ No newline at end of file
diff --git a/Days/Monitoring/Fluentd/introduction/configurations/http-fluent.conf b/Days/Monitoring/Fluentd/introduction/configurations/http-fluent.conf
new file mode 100644
index 0000000..b3a6abe
--- /dev/null
+++ b/Days/Monitoring/Fluentd/introduction/configurations/http-fluent.conf
@@ -0,0 +1,19 @@
+<source>
+  @type http
+  port 9880
+  bind 0.0.0.0
+  body_size_limit 32m
+  keepalive_timeout 10s
+</source>
+
+<filter http-*.log>
+  @type record_transformer
+  <record>
+    host_param "#{Socket.gethostname}"
+  </record>
+</filter>
+
+# <match http-*.log>
+#   @type file
+#   path /output/http.log
+# </match>
\ No newline at end of file
diff --git a/Days/Monitoring/Fluentd/introduction/docker-compose.yaml b/Days/Monitoring/Fluentd/introduction/docker-compose.yaml
new file mode 100644
index 0000000..9a06952
--- /dev/null
+++ b/Days/Monitoring/Fluentd/introduction/docker-compose.yaml
@@ -0,0 +1,49 @@
+version: "3"
+services:
+  fluentd:
+    container_name: fluentd
+    user: root
+    build:
+      context: .
+    image: fluentd
+    volumes:
+    - /var/lib/docker/containers:/fluentd/log/containers # Example: Reading docker logs
+    - ./file:/fluentd/log/files/ #Example: Reading logs from a file
+    - ./configurations:/fluentd/etc/
+    - ./logs:/output/ # Example: Fluentd will collect logs and store it here for demo
+    logging:
+      driver: "local"
+  # This app sends logs to Fluentd via HTTP
+  http-myapp:
+    container_name: http-myapp
+    image: alpine
+    volumes:
+    - ./http:/app
+    command: [ /bin/sh , -c , "apk add --no-cache curl && chmod +x /app/app.sh && ./app/app.sh"]
+  # This app writes logs to a local file
+  file-myapp:
+    container_name: file-myapp
+    image: alpine
+    volumes:
+    - ./file:/app
+    command: [ /bin/sh , -c , "chmod +x /app/app.sh && ./app/app.sh"]
+  elasticsearch: # port 9200
+    image: elasticsearch:7.9.1
+    container_name: elasticsearch
+    environment:
+    - node.name=elasticsearch
+    - cluster.initial_master_nodes=elasticsearch
+    - bootstrap.memory_lock=true
+    - "ES_JAVA_OPTS=-Xms512m -Xmx512m"
+    ulimits:
+      memlock:
+        soft: -1
+        hard: -1
+  kibana:
+    image: kibana:7.9.1
+    container_name: kibana
+    ports:
+      - "5601:5601"
+    environment:
+      ELASTICSEARCH_URL: http://elasticsearch:9200
+      ELASTICSEARCH_HOSTS: http://elasticsearch:9200
\ No newline at end of file
diff --git a/Days/Monitoring/Fluentd/introduction/dockerfile b/Days/Monitoring/Fluentd/introduction/dockerfile
new file mode 100644
index 0000000..b00f600
--- /dev/null
+++ b/Days/Monitoring/Fluentd/introduction/dockerfile
@@ -0,0 +1,4 @@
+FROM fluent/fluentd:v1.11-debian
+
+USER root
+RUN gem install fluent-plugin-elasticsearch
diff --git a/Days/Monitoring/Fluentd/introduction/file/app.sh b/Days/Monitoring/Fluentd/introduction/file/app.sh
new file mode 100755
index 0000000..ab7a3a4
--- /dev/null
+++ b/Days/Monitoring/Fluentd/introduction/file/app.sh
@@ -0,0 +1,7 @@
+#!/bin/sh
+while true
+do
+	echo "Writing log to a file"
+  echo '{"app":"file-myapp"}' >> /app/example-log.log
+	sleep 5
+done
\ No newline at end of file
diff --git a/Days/Monitoring/Fluentd/introduction/file/example-log.log b/Days/Monitoring/Fluentd/introduction/file/example-log.log
new file mode 100644
index 0000000..7b1dd0c
--- /dev/null
+++ b/Days/Monitoring/Fluentd/introduction/file/example-log.log
@@ -0,0 +1,244 @@
+This is a log
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
+{"app":"file-myapp"}
diff --git a/Days/Monitoring/Fluentd/introduction/http/app.sh b/Days/Monitoring/Fluentd/introduction/http/app.sh
new file mode 100755
index 0000000..4a42eb0
--- /dev/null
+++ b/Days/Monitoring/Fluentd/introduction/http/app.sh
@@ -0,0 +1,7 @@
+#!/bin/sh
+while true
+do
+	echo "Sending logs to FluentD"
+  curl -X POST -d 'json={"foo":"bar"}' http://fluentd:9880/http-myapp.log
+	sleep 5
+done
\ No newline at end of file
diff --git a/Days/Monitoring/Fluentd/introduction/logs/readme.txt b/Days/Monitoring/Fluentd/introduction/logs/readme.txt
new file mode 100644
index 0000000..07181fd
--- /dev/null
+++ b/Days/Monitoring/Fluentd/introduction/logs/readme.txt
@@ -0,0 +1,2 @@
+fluentd will collect all container logs and write them
+in this folder
\ No newline at end of file
diff --git a/Days/Monitoring/Fluentd/introduction/readme.md b/Days/Monitoring/Fluentd/introduction/readme.md
new file mode 100644
index 0000000..53631ac
--- /dev/null
+++ b/Days/Monitoring/Fluentd/introduction/readme.md
@@ -0,0 +1,28 @@
+# Introduction to Fluentd
+
+## Collecting logs from files
+
+Reading logs from a file we need an application that writes logs to a file. <br/>
+Lets start one:
+
+```
+cd monitoring\logging\fluentd\introduction\
+
+docker-compose up -d file-myapp
+
+```
+
+To collect the logs, lets start fluentd
+
+```
+docker-compose up -d fluentd
+```
+
+## Collecting logs over HTTP (incoming)
+
+```
+cd monitoring\logging\fluentd\introduction\
+
+docker-compose up -d http-myapp
+
+```
\ No newline at end of file
diff --git a/Days/day81.md b/Days/day81.md
index a0611b9..2cb3c7f 100644
--- a/Days/day81.md
+++ b/Days/day81.md
@@ -1,13 +1,70 @@
 ## Fluentd
 
-### Fluentd 
-
 Another data collector that I wanted to explore as part of this observability section was [Fluentd](https://docs.fluentd.org/). An Open-Source unified logging layer. 
 
 Fluentd treats logs as JSON
 
 [Installing Fluentd](https://docs.fluentd.org/quickstart#step-1-installing-fluentd)
 
+## Collecting logs from files
+
+We all have applications that write to a `.log` file format. Fluentd has the ability to read logs from a file, with the configuration we have set, we will cover that shortly. Below you can see me bringing up the two containers, `docker-compose up -d file-myapp` and then `docker-compose up -d fluentd` 
+
+![](Images/Day81_Monitoring1.png)
+
+If you watch [Introduction to Fluentd: Collect logs and send almost anywhere](https://www.youtube.com/watch?v=Gp0-7oVOtPw&t=447s)from the "That DevOps Guy" (Some amazing content that has been linked throughout this whole challenge) I am using his example here. 
+
+With the container `file-myapp` there is a script in there to add to an example log file. You can see this happening below. 
+
+![](Images/Day81_Monitoring2.png)
+
+The script that we have running inside of our `file-myapp` container looks like this: 
+
+```
+#!/bin/sh
+while true
+do
+	echo "Writing log to a file"
+  echo '{"app":"file-myapp"}' >> /app/example-log.log
+	sleep 5
+done
+```
+
+We are using the [tail plugin](https://docs.fluentd.org/input/tail) within fluentd which allows us to read those events from the tail of text files, similar to the `tail -F` command. 
+
+We can also use the [HTTP plugin](https://docs.fluentd.org/input/http) which allows us to send events through HTTP requests. This is what we will see with the `http-myapp` container in the repository. This container also runs a similar shell script to generate logs 
+
+```
+#!/bin/sh
+while true
+do
+	echo "Sending logs to FluentD"
+  curl -X POST -d 'json={"foo":"bar"}' http://fluentd:9880/http-myapp.log
+	sleep 5
+done
+```
+
+
+
+
+
+
+### Container logging 
+
+
+
+
+
+
+
+
+We are going to be using docker-compose to bring up a small demo environment that can demonstrate fluentd. The docker compose file is going to bring up the following containers. 
+
+container_name: fluentd
+container_name: http-myapp 
+container_name: file-myapp 
+container_name: elasticsearch
+container_name: kibana
 
 
 
diff --git a/Days/day82.md b/Days/day82.md
index 522d766..dc4c364 100644
--- a/Days/day82.md
+++ b/Days/day82.md
@@ -4,3 +4,25 @@ In the previous section, we spoke about ELK Stack, which uses Logstash as the lo
 
 
 
+
+If EFK stack is not enough we could take a look at APM (Application Performance Monitoring), SigNoz, which uses OpenTelemetry - a vendor-agnostic instrumentation library for generating telemetry data. OpenTelemetry is a project under Cloud Native Computing Foundation and is becoming the industry standard for creating portable telemetry data.
+
+https://www.youtube.com/watch?v=idDu_jXqf4E&t=10s 
+
+## Resources 
+
+- [Understanding Logging: Containers & Microservices](https://www.youtube.com/watch?v=MMVdkzeQ848)
+- [The Importance of Monitoring in DevOps](https://www.devopsonline.co.uk/the-importance-of-monitoring-in-devops/)
+- [Understanding Continuous Monitoring in DevOps?](https://medium.com/devopscurry/understanding-continuous-monitoring-in-devops-f6695b004e3b) 
+- [DevOps Monitoring Tools](https://www.youtube.com/watch?v=Zu53QQuYqJ0) 
+- [Top 5 - DevOps Monitoring Tools](https://www.youtube.com/watch?v=4t71iv_9t_4)
+- [How Prometheus Monitoring works](https://www.youtube.com/watch?v=h4Sl21AKiDg) 
+- [Introduction to Prometheus monitoring](https://www.youtube.com/watch?v=5o37CGlNLr8)
+- [Promql cheat sheet with examples](https://www.containiq.com/post/promql-cheat-sheet-with-examples)
+- [Log Management for DevOps | Manage application, server, and cloud logs with Site24x7](https://www.youtube.com/watch?v=J0csO_Shsj0)
+- [Log Management what DevOps need to know](https://devops.com/log-management-what-devops-teams-need-to-know/)
+- [What is ELK Stack?](https://www.youtube.com/watch?v=4X0WLg05ASw)
+- [Fluentd simply explained](https://www.youtube.com/watch?v=5ofsNyHZwWE&t=14s) 
+
+See you on [Day 83](day83.md)
+
diff --git a/Days/day83.md b/Days/day83.md
index 1774609..da6f566 100644
--- a/Days/day83.md
+++ b/Days/day83.md
@@ -1,3 +1,37 @@
-## Data Visualisation
+## Data Visualisation - Grafana
 
-https://devops.com/making-data-work-data-visualization-techniques/
\ No newline at end of file
+A common tool that you will find cross-platform is Grafana, there are no doubt others but Grafana is a tool that I have seen spanning the virtual, cloud and cloud-native platforms so I wanted to cover this here in this section. 
+
+
+https://devops.com/making-data-work-data-visualization-techniques/
+
+https://www.youtube.com/watch?v=YDtuwlNTzRc 
+
+
+
+### Observability
+
+I think we should also finish this section off with some discussion about Observability (metrics, logging, tracing and more recently you could also add profiling to the pillars of observability)
+
+https://www.youtube.com/watch?v=orsxOxQNzDQ
+
+https://www.youtube.com/watch?v=ZVKrN1RLetI
+
+https://www.youtube.com/watch?v=SoZZzB-yTOk
+
+## Resources 
+
+- [Understanding Logging: Containers & Microservices](https://www.youtube.com/watch?v=MMVdkzeQ848)
+- [The Importance of Monitoring in DevOps](https://www.devopsonline.co.uk/the-importance-of-monitoring-in-devops/)
+- [Understanding Continuous Monitoring in DevOps?](https://medium.com/devopscurry/understanding-continuous-monitoring-in-devops-f6695b004e3b) 
+- [DevOps Monitoring Tools](https://www.youtube.com/watch?v=Zu53QQuYqJ0) 
+- [Top 5 - DevOps Monitoring Tools](https://www.youtube.com/watch?v=4t71iv_9t_4)
+- [How Prometheus Monitoring works](https://www.youtube.com/watch?v=h4Sl21AKiDg) 
+- [Introduction to Prometheus monitoring](https://www.youtube.com/watch?v=5o37CGlNLr8)
+- [Promql cheat sheet with examples](https://www.containiq.com/post/promql-cheat-sheet-with-examples)
+- [Log Management for DevOps | Manage application, server, and cloud logs with Site24x7](https://www.youtube.com/watch?v=J0csO_Shsj0)
+- [Log Management what DevOps need to know](https://devops.com/log-management-what-devops-teams-need-to-know/)
+- [What is ELK Stack?](https://www.youtube.com/watch?v=4X0WLg05ASw)
+- [Fluentd simply explained](https://www.youtube.com/watch?v=5ofsNyHZwWE&t=14s) 
+
+See you on [Day 84](day84.md)
diff --git a/README.md b/README.md
index 53c128a..3716445 100644
--- a/README.md
+++ b/README.md
@@ -128,7 +128,7 @@ This will not cover all things DevOps but it will cover the areas that I feel wi
 - [✔️] 📈 80 > [ELK Stack](Days/day80.md)
 - [🚧] 📈 81 > [Fluentd](Days/day81.md)
 - [] 📈 82 > [EFK Stack](Days/day82.md)
-- [] 📈 83 > [Data Visualisation](Days/day83.md)
+- [] 📈 83 > [Data Visualisation - Grafana](Days/day83.md)
 
 ### Store & Protect Your Data