diff --git a/home/modules/ROOT/attachments/instruqt-labs.json b/home/modules/ROOT/attachments/instruqt-labs.json
index 9d8792a..54a5cde 100644
--- a/home/modules/ROOT/attachments/instruqt-labs.json
+++ b/home/modules/ROOT/attachments/instruqt-labs.json
@@ -1,6 +1,5 @@
 [
   {
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     "title": "Algorithmic trading with Flink",
     "id": "swq1dku9s6xv",
     "image": "https://play.instruqt.com/assets/tracks/swq1dku9s6xv/a14ef7c8e2b15f26df995e91699c4428/assets/Red%20Leader%20Avatar%20Circle_Blue.png",
@@ -27,13 +26,46 @@
     "_tags": [
       "labs"
     ],
+    "categories": [
+      "Development",
+      "Stream Processing"
+    ],
+    "objectID": "https://play.instruqt.com/redpanda/invite/7ls2vs6dkuun"
+  },
+  {
+    "objectID": "https://play.instruqt.com/redpanda/invite/7ls2vs6dkuun",
+    "title": "Algorithmic trading with Flink",
+    "id": "swq1dku9s6xv",
+    "image": "https://play.instruqt.com/assets/tracks/swq1dku9s6xv/a14ef7c8e2b15f26df995e91699c4428/assets/Red%20Leader%20Avatar%20Circle_Blue.png",
+    "intro": "Learn how to use Redpanda and Apache Flink to build a SQL-based algorithmic trading system. Difficulty: ⚫ ⚫ ◯                   Time: 2 Hours",
+    "slug": "algorithmic-trading-with-flink",
+    "deployment": "",
+    "titles": [
+      {
+        "t": "Getting Started with Redpanda and Flink"
+      },
+      {
+        "t": "Apache Flink Overview"
+      },
+      {
+        "t": "Algorithmic Trading Overview"
+      },
+      {
+        "t": "Algorithmic Trading"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
+    ],
     "categories": [
       "Development",
       "Stream Processing"
     ]
   },
   {
-    "objectID": "https://play.instruqt.com/redpanda/invite/snytqupvjq2q",
     "title": "Batch to Stream workshop",
     "id": "0st1el5ivnc9",
     "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
@@ -60,13 +92,46 @@
     "_tags": [
       "labs"
     ],
+    "categories": [
+      "Development",
+      "Stream Processing"
+    ],
+    "objectID": "https://play.instruqt.com/redpanda/invite/snytqupvjq2q"
+  },
+  {
+    "objectID": "https://play.instruqt.com/redpanda/invite/snytqupvjq2q",
+    "title": "Batch to Stream workshop",
+    "id": "0st1el5ivnc9",
+    "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
+    "intro": "Explore the integration of Apache Spark, Scylladb, PostgreSQL, Redpanda, Debezium, and Benthos to master building advanced real-time data pipelines.",
+    "slug": "osdc-batch-2-stream",
+    "deployment": "",
+    "titles": [
+      {
+        "t": "Building a container image"
+      },
+      {
+        "t": "Introducing CDC and live stream processing"
+      },
+      {
+        "t": "Consuming Files in real time"
+      },
+      {
+        "t": "Flink SQL and real time flight map"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
+    ],
     "categories": [
       "Development",
       "Stream Processing"
     ]
   },
   {
-    "objectID": "https://play.instruqt.com/redpanda/invite/b8accthuk9s8",
     "title": "Building a Batch ETL Pipeline",
     "id": "9hxz99swfr5l",
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@@ -84,13 +149,37 @@
     "_tags": [
       "labs"
     ],
+    "categories": [
+      "Development",
+      "Stream Processing"
+    ],
+    "objectID": "https://play.instruqt.com/redpanda/invite/b8accthuk9s8"
+  },
+  {
+    "objectID": "https://play.instruqt.com/redpanda/invite/b8accthuk9s8",
+    "title": "Building a Batch ETL Pipeline",
+    "id": "9hxz99swfr5l",
+    "image": "https://play.instruqt.com/assets/tracks/f5hs59mjtmbk/d280183e4fb88cd1ec9c5eb8477dc5ac/assets/redpanda-thumbnail.png",
+    "intro": "Build a batch pipeline to extract data from MySQL, process them with Spark, and load the result into Postgres",
+    "slug": "batch-etl",
+    "deployment": "",
+    "titles": [
+      {
+        "t": "Building a batch ETL pipeline with Apache Spark"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
+    ],
     "categories": [
       "Development",
       "Stream Processing"
     ]
   },
   {
-    "objectID": "https://play.instruqt.com/redpanda/invite/fhwf4vjpllh7",
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@@ -108,13 +197,37 @@
     "_tags": [
       "labs"
     ],
+    "categories": [
+      "Development",
+      "Stream Processing"
+    ],
+    "objectID": "https://play.instruqt.com/redpanda/invite/fhwf4vjpllh7"
+  },
+  {
+    "objectID": "https://play.instruqt.com/redpanda/invite/fhwf4vjpllh7",
+    "title": "Building an Streaming ETL Pipeline",
+    "id": "c8yuazgzkwx8",
+    "image": "https://play.instruqt.com/assets/tracks/f5hs59mjtmbk/d280183e4fb88cd1ec9c5eb8477dc5ac/assets/redpanda-thumbnail.png",
+    "intro": "Upgrade the batch pipeline to an streaming ETL pipeline with Redpanda and Flink.",
+    "slug": "streaming-etl",
+    "deployment": "",
+    "titles": [
+      {
+        "t": "Building a streaming ETL pipeline with Redpanda and Apache Flink"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
+    ],
     "categories": [
       "Development",
       "Stream Processing"
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   {
-    "objectID": "https://play.instruqt.com/redpanda/invite/wddla6pqaoic",
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     "image": "https://play.instruqt.com/assets/tracks/qjkrrfqkbdbp/a14ef7c8e2b15f26df995e91699c4428/assets/Red%20Leader%20Avatar%20Circle_Blue.png",
@@ -165,10 +278,64 @@
     "_tags": [
       "labs"
     ],
+    "categories": [],
+    "objectID": "https://play.instruqt.com/redpanda/invite/wddla6pqaoic"
+  },
+  {
+    "objectID": "https://play.instruqt.com/redpanda/invite/wddla6pqaoic",
+    "title": "Cluster operations with Redpanda",
+    "id": "qjkrrfqkbdbp",
+    "image": "https://play.instruqt.com/assets/tracks/qjkrrfqkbdbp/a14ef7c8e2b15f26df995e91699c4428/assets/Red%20Leader%20Avatar%20Circle_Blue.png",
+    "intro": "Prepare your cluster for production by configuring, scaling, upgrading and monitoring Redpanda.  **Difficulty: ⚫ ⚫ ◯ ** Time: 2 hours",
+    "slug": "cluster-operations-with-redpanda",
+    "deployment": "",
+    "titles": [
+      {
+        "t": "Cluster and Node Configurations"
+      },
+      {
+        "t": "Quiz, Node-level config"
+      },
+      {
+        "t": "Quiz, Maintenance"
+      },
+      {
+        "t": "Commissioning and  decommissioning broker"
+      },
+      {
+        "t": "Quiz, Add First Approach"
+      },
+      {
+        "t": "Quiz, Remove multiple brokers simultaneously"
+      },
+      {
+        "t": "Rolling upgrade"
+      },
+      {
+        "t": "Quiz, Maintenance Mode"
+      },
+      {
+        "t": "Quiz, Verifying Broker Upgrade"
+      },
+      {
+        "t": "Testing, Monitoring and Observability"
+      },
+      {
+        "t": "Quiz, Monitoring Checklist"
+      },
+      {
+        "t": "Quiz, Metrics Endpoint"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
+    ],
     "categories": []
   },
   {
-    "objectID": "https://play.instruqt.com/redpanda/invite/isejqwewuigc",
     "title": "Day Two OPS - Monitoring and Alerting",
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@@ -192,13 +359,43 @@
     "_tags": [
       "labs"
     ],
+    "categories": [
+      "Management",
+      "Monitoring"
+    ],
+    "objectID": "https://play.instruqt.com/redpanda/invite/isejqwewuigc"
+  },
+  {
+    "objectID": "https://play.instruqt.com/redpanda/invite/isejqwewuigc",
+    "title": "Day Two OPS - Monitoring and Alerting",
+    "id": "edd8tpc6y2mv",
+    "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
+    "intro": " Using Prometheus and Grafana with Redpanda",
+    "slug": "day2-ops-monitoring-and-alerting",
+    "deployment": "",
+    "titles": [
+      {
+        "t": "Verifying connectivity"
+      },
+      {
+        "t": "Viewing alerts"
+      },
+      {
+        "t": "Custom visualization"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
+    ],
     "categories": [
       "Management",
       "Monitoring"
     ]
   },
   {
-    "objectID": "https://play.instruqt.com/redpanda/invite/wxlbpmbrfq2u",
     "title": "Day Two OPS -Commissioning Redpanda Brokers",
     "id": "ug6zmieyscrw",
     "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
@@ -222,12 +419,41 @@
     "_tags": [
       "labs"
     ],
+    "categories": [
+      "Management"
+    ],
+    "objectID": "https://play.instruqt.com/redpanda/invite/wxlbpmbrfq2u"
+  },
+  {
+    "objectID": "https://play.instruqt.com/redpanda/invite/wxlbpmbrfq2u",
+    "title": "Day Two OPS -Commissioning Redpanda Brokers",
+    "id": "ug6zmieyscrw",
+    "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
+    "intro": "Learn how to build Kubernetes-based tracks with this template",
+    "slug": "day2-ops-broker-mgmt",
+    "deployment": "Kubernetes",
+    "titles": [
+      {
+        "t": "Adding new brokers"
+      },
+      {
+        "t": "Removing old brokers"
+      },
+      {
+        "t": "Challenge"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
+    ],
     "categories": [
       "Management"
     ]
   },
   {
-    "objectID": "https://play.instruqt.com/redpanda/invite/ylpdmeipfiga",
     "title": "Day Two OPS -Upgrading Redpanda",
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     "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
@@ -257,12 +483,47 @@
     "_tags": [
       "labs"
     ],
+    "categories": [
+      "Management"
+    ],
+    "objectID": "https://play.instruqt.com/redpanda/invite/ylpdmeipfiga"
+  },
+  {
+    "objectID": "https://play.instruqt.com/redpanda/invite/ylpdmeipfiga",
+    "title": "Day Two OPS -Upgrading Redpanda",
+    "id": "lss1caheavzi",
+    "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
+    "intro": "This scenario focuses on upgrading Redpanda.",
+    "slug": "day2-ops-rolling-upgrade",
+    "deployment": "",
+    "titles": [
+      {
+        "t": "Preparation"
+      },
+      {
+        "t": "Maintenance mode"
+      },
+      {
+        "t": "Upgrading a broker"
+      },
+      {
+        "t": "Challenge"
+      },
+      {
+        "t": "Completing cluster upgrade"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
+    ],
     "categories": [
       "Management"
     ]
   },
   {
-    "objectID": "https://play.instruqt.com/redpanda/invite/5rkxaw9svxwq",
     "title": "Demo for Current (Redpanda Connect)",
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     "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
@@ -286,10 +547,37 @@
     "_tags": [
       "labs"
     ],
+    "categories": [],
+    "objectID": "https://play.instruqt.com/redpanda/invite/5rkxaw9svxwq"
+  },
+  {
+    "objectID": "https://play.instruqt.com/redpanda/invite/5rkxaw9svxwq",
+    "title": "Demo for Current (Redpanda Connect)",
+    "id": "s1ns63a0kjcq",
+    "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
+    "intro": "Some quick demo for showcasing Redpanda Connect at Current 2024",
+    "slug": "2024-currentdemo",
+    "deployment": "Docker",
+    "titles": [
+      {
+        "t": "Low latency data to long-term storage (S3)"
+      },
+      {
+        "t": "Multi-Cloud Streaming Convergence"
+      },
+      {
+        "t": "Enhancing AI workflows with real-time data processing"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
+    ],
     "categories": []
   },
   {
-    "objectID": "https://play.instruqt.com/redpanda/invite/z5yyyzzcvswt",
     "title": "Flink Algorithmic Trading",
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     "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
@@ -313,13 +601,43 @@
     "_tags": [
       "labs"
     ],
+    "categories": [
+      "Development",
+      "Stream Processing"
+    ],
+    "objectID": "https://play.instruqt.com/redpanda/invite/z5yyyzzcvswt"
+  },
+  {
+    "objectID": "https://play.instruqt.com/redpanda/invite/z5yyyzzcvswt",
+    "title": "Flink Algorithmic Trading",
+    "id": "llkiblxtig1n",
+    "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
+    "intro": "Learn how to create a more advanced Flink SQL.",
+    "slug": "flink-algorithmic-trading",
+    "deployment": "Redpanda Cloud",
+    "titles": [
+      {
+        "t": "Serverless cluster setup"
+      },
+      {
+        "t": "Ingesting data into Topics"
+      },
+      {
+        "t": "Building a realtime trading pipeline with Flink"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
+    ],
     "categories": [
       "Development",
       "Stream Processing"
     ]
   },
   {
-    "objectID": "https://play.instruqt.com/redpanda/invite/rchb2pgiykhb",
     "title": "Flink Stream Processing",
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     "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
@@ -343,13 +661,43 @@
     "_tags": [
       "labs"
     ],
+    "categories": [
+      "Development",
+      "Stream Processing"
+    ],
+    "objectID": "https://play.instruqt.com/redpanda/invite/rchb2pgiykhb"
+  },
+  {
+    "objectID": "https://play.instruqt.com/redpanda/invite/rchb2pgiykhb",
+    "title": "Flink Stream Processing",
+    "id": "sewkkxkt1oog",
+    "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
+    "intro": "Learn how to create a more advanced stream processing application using Redpanda, Flink SQL, and Alpaca.",
+    "slug": "flink-python-alpaca",
+    "deployment": "Redpanda Cloud",
+    "titles": [
+      {
+        "t": "Environment setup"
+      },
+      {
+        "t": "Building Flink Pipelines"
+      },
+      {
+        "t": "Start Paper Trading"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
+    ],
     "categories": [
       "Development",
       "Stream Processing"
     ]
   },
   {
-    "objectID": "https://play.instruqt.com/redpanda/invite/1x1tghmqms9o",
     "title": "Getting started with Data Transforms",
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@@ -373,13 +721,43 @@
     "_tags": [
       "labs"
     ],
+    "categories": [
+      "Development",
+      "Data Transforms"
+    ],
+    "objectID": "https://play.instruqt.com/redpanda/invite/1x1tghmqms9o"
+  },
+  {
+    "objectID": "https://play.instruqt.com/redpanda/invite/1x1tghmqms9o",
+    "title": "Getting started with Data Transforms",
+    "id": "p0znfvmigieb",
+    "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
+    "intro": "Fresh Predictions on the Fly Using Real-Time Data for Machine Learning with Redpanda Transforms powered by WASM",
+    "slug": "wasm-ml-tensorflow",
+    "deployment": "",
+    "titles": [
+      {
+        "t": "Setup environment"
+      },
+      {
+        "t": "Transform data in broker"
+      },
+      {
+        "t": "Continuous Machine Learning"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
+    ],
     "categories": [
       "Development",
       "Data Transforms"
     ]
   },
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@@ -415,27 +793,122 @@
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       "labs"
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+    "categories": [
+      "rpk"
+    ],
+    "objectID": "https://play.instruqt.com/redpanda/invite/xlvl0nrhbqp9"
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+    "intro": "Learn how to install Redpanda, use the rpk CLI, and connect with client libraries. <br><br> <b>Difficulty: ⚫ ◯ ◯ </b> Time: 90 minutes",
+    "slug": "getting-started-with-redpanda",
+    "deployment": "",
+    "titles": [
+      {
+        "t": "Installing Redpanda"
+      },
+      {
+        "t": "Working with Redpanda"
+      },
+      {
+        "t": "Group in Redpanda"
+      },
+      {
+        "t": "Rewind the position of the consumer group"
+      },
+      {
+        "t": "Reconfigured topic"
+      },
+      {
+        "t": "Cleanup redpanda"
+      },
+      {
+        "t": "Basic Streaming with Redpanda"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
+    ],
     "categories": [
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     ]
   },
+  {
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+    "id": "mj2t8ttr0xme",
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+    "intro": "GitOps for Redpanda in K8s",
+    "slug": "redpanda-k8s-gitops",
+    "deployment": "Kubernetes",
+    "titles": [
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+        "t": "Initial setup for GitOps"
+      },
+      {
+        "t": "Manage Redpanda cluster using GitOps"
+      },
+      {
+        "t": "Manage Redpanda topics using GitOps"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1730739671,
+    "type": "Lab",
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-    "intro": "GitOps for Redpanda in K8s",
-    "slug": "redpanda-k8s-gitops",
-    "deployment": "Kubernetes",
+    "intro": "GitOps for Redpanda in K8s",
+    "slug": "redpanda-k8s-gitops",
+    "deployment": "Kubernetes",
+    "titles": [
+      {
+        "t": "Initial setup for GitOps"
+      },
+      {
+        "t": "Manage Redpanda cluster using GitOps"
+      },
+      {
+        "t": "Manage Redpanda topics using GitOps"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
+    ],
+    "categories": []
+  },
+  {
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+    "id": "rtguxx8mlhis",
+    "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
+    "intro": "Learn the basics of running a Flink cluster with Redpanda Serverless cluster",
+    "slug": "introduction-to-flink",
+    "deployment": "Redpanda Cloud",
     "titles": [
       {
-        "t": "Initial setup for GitOps"
+        "t": "Start Flink Services"
       },
       {
-        "t": "Manage Redpanda cluster using GitOps"
+        "t": "Starting Redpanda Serverless cluster"
       },
       {
-        "t": "Manage Redpanda topics using GitOps"
+        "t": "Getting started with Flink SQL"
       }
     ],
     "interactive": true,
@@ -444,7 +917,11 @@
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-    "categories": []
+    "categories": [
+      "Development",
+      "Stream Processing"
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@@ -466,7 +943,7 @@
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     "interactive": true,
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+    "unixTimestamp": 1731272693,
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@@ -477,7 +954,6 @@
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@@ -504,10 +980,40 @@
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       "labs"
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+    "categories": [],
+    "objectID": "https://play.instruqt.com/redpanda/invite/h3qhgnhgsfbj"
+  },
+  {
+    "objectID": "https://play.instruqt.com/redpanda/invite/h3qhgnhgsfbj",
+    "title": "Migration to Redpanda using MirrorMaker 2",
+    "id": "bx2y7cta3hsd",
+    "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
+    "intro": "Replicating data to Redpanda",
+    "slug": "mm2-1-replication",
+    "deployment": "",
+    "titles": [
+      {
+        "t": "Existing Kafka cluster"
+      },
+      {
+        "t": "Start up Redpanda and MM2"
+      },
+      {
+        "t": "Monitoring the MM2 connector"
+      },
+      {
+        "t": "Migrating consumer and producers"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
+    ],
     "categories": []
   },
   {
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@@ -531,13 +1037,43 @@
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       "labs"
     ],
+    "categories": [
+      "Management",
+      "Monitoring"
+    ],
+    "objectID": "https://play.instruqt.com/redpanda/invite/jxhzvi8hwe66"
+  },
+  {
+    "objectID": "https://play.instruqt.com/redpanda/invite/jxhzvi8hwe66",
+    "title": "Observability for Redpanda in K8s",
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+    "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
+    "intro": "Setup observability for Redpanda in Kubernetes cluster",
+    "slug": "observability-in-k8s",
+    "deployment": "Kubernetes",
+    "titles": [
+      {
+        "t": "Monitor Redpanda with Prometheus"
+      },
+      {
+        "t": "Displaying Redpanda metrics with Grafana"
+      },
+      {
+        "t": "Logging for Redpanda"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
+    ],
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       "Monitoring"
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@@ -564,10 +1100,40 @@
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+    "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
+    "intro": "",
+    "slug": "redpanda-in-k8s",
+    "deployment": "Kubernetes",
+    "titles": [
+      {
+        "t": "Provision Redpanda in K8s"
+      },
+      {
+        "t": "Create Topics, and Produce and Consume Events"
+      },
+      {
+        "t": "Access Redpanda Brokers"
+      },
+      {
+        "t": "Customize Settings + Redpanda Console"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
+    ],
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@@ -594,10 +1160,40 @@
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+    "categories": [],
+    "objectID": "https://play.instruqt.com/redpanda/invite/j98si6xyh2w2"
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+    "title": "Redpanda Connect GenAI demo",
+    "id": "o3ubpinwv2wr",
+    "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
+    "intro": "Show case Redpanda Connect used in GenAI inference with a gaming demo",
+    "slug": "connect-genai-gaming-demo",
+    "deployment": "",
+    "titles": [
+      {
+        "t": "Setting up environment"
+      },
+      {
+        "t": "Interacting with LLM using Redpanda connect"
+      },
+      {
+        "t": "Update app with RAG by loading documents, retrieve similar documents for context"
+      },
+      {
+        "t": "Adding bonus"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
+    ],
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@@ -624,10 +1220,40 @@
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+    "categories": [],
+    "objectID": "https://play.instruqt.com/redpanda/invite/wisuxrqoezzs"
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+    "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
+    "intro": "Introduction to Redpanda Connect",
+    "slug": "connect-beginner",
+    "deployment": "",
+    "titles": [
+      {
+        "t": "Ingesting log files for real-time monitoring"
+      },
+      {
+        "t": "Separating logs for further analysis"
+      },
+      {
+        "t": "Enriching logs with external services with workflow"
+      },
+      {
+        "t": "Handling high traffic"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
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@@ -648,13 +1274,40 @@
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+    "categories": [
+      "Management",
+      "Security"
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+    "image": "https://res.cloudinary.com/practicaldev/image/fetch/s--W2NpA-Jj--/c_fill,f_auto,fl_progressive,h_320,q_auto,w_320/https://dev-to-uploads.s3.amazonaws.com/uploads/organization/profile_image/5327/ea54f4c7-abf0-46fc-a971-766b484ab9bd.png",
+    "intro": "Learn how to build Kubernetes-based tracks with this template",
+    "slug": "securing-redpanda-in-k8s",
+    "deployment": "Kubernetes",
+    "titles": [
+      {
+        "t": "Configure TLS for Redpanda"
+      },
+      {
+        "t": "Configure SASL for Redpanda"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
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       "Security"
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@@ -684,10 +1337,43 @@
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+    "objectID": "https://play.instruqt.com/redpanda/invite/2pexnw0iz8oe"
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+    "intro": "Dive into the Kafka consumer ecosystem and  use them in an end-to-end tutorial. <b>Difficulty: ⚫ ⚫ ◯ </b> Time: 2 hours",
+    "slug": "stream-processing-with-redpanda",
+    "deployment": "",
+    "titles": [
+      {
+        "t": "Stream Processing with Redpanda"
+      },
+      {
+        "t": "Ecosystem Compatibility - Redpanda Connect"
+      },
+      {
+        "t": "Ecosystem Compatibility - Kafka Connect"
+      },
+      {
+        "t": "Ecosystem Compatibility - Kafka Streams"
+      },
+      {
+        "t": "End-to-end Tutorial"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
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@@ -714,6 +1400,37 @@
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+    "intro": "Learning how to run streaming pipelines on k8s",
+    "slug": "getting-started-with-streaming-on-k8s",
+    "deployment": "Kubernetes",
+    "titles": [
+      {
+        "t": "Provision Redpanda in K8s"
+      },
+      {
+        "t": "Deploy python piepeline"
+      },
+      {
+        "t": "Running Camel"
+      },
+      {
+        "t": "Redpanda transform"
+      }
+    ],
+    "interactive": true,
+    "unixTimestamp": 1731272693,
+    "type": "Lab",
+    "_tags": [
+      "labs"
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 ]
\ No newline at end of file