{"id":376,"date":"2024-11-17T00:27:35","date_gmt":"2024-11-16T23:27:35","guid":{"rendered":"https:\/\/www.systemdeveloper.nl\/tech\/?p=376"},"modified":"2024-11-17T11:58:09","modified_gmt":"2024-11-17T10:58:09","slug":"scaling-our-monitoring-system-with-dynamic-agents","status":"publish","type":"post","link":"https:\/\/www.systemdeveloper.nl\/tech\/scaling-our-monitoring-system-with-dynamic-agents\/","title":{"rendered":"Scaling Our Monitoring System with Dynamic Agents"},"content":{"rendered":"<p class=\"wp-block-paragraph wp-block-paragraph\" style=\"\">In our previous blog, we explored how we integrated data collection and predictive modeling into our API. Since then, we&#8217;ve taken our monitoring system to the next level with a dynamic agent-based approach. Here&#8217;s what we&#8217;ve accomplished:<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"the-problem-we-solved\">The Problem We Solved<\/h3>\n\n\n<p class=\"wp-block-paragraph wp-block-paragraph\" style=\"\">As we scaled up, we realized that each server&#8217;s monitoring requirements could differ. Some might use <code>dnf<\/code>, others <code>yum<\/code>, or even <code>pkg<\/code> to track package updates. Managing this diversity with static scripts was inefficient. We needed a <strong>dynamic solution<\/strong> where:<\/p>\n\n\n<ol class=\"wp-block-list wp-block-list\">\n<li>Each server would fetch its configuration from the API.<\/li>\n\n\n\n<li>The API would dictate <strong>what checks<\/strong> each agent should perform and <strong>how<\/strong> to perform them.<\/li>\n<\/ol>\n\n\n<h3 class=\"wp-block-heading\" id=\"the-dynamic-agent-agent-sh\">The Dynamic Agent: <code>agent.sh<\/code>\n<\/h3>\n\n\n<p class=\"wp-block-paragraph wp-block-paragraph\" style=\"\">We revamped our approach by introducing <code>agent.sh<\/code>. This script interacts with the API to fetch specific monitoring commands and executes them accordingly. Here&#8217;s how it works:<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li>The agent queries the <code>\/api\/agent\/config<\/code> endpoint.<\/li>\n\n\n\n<li>The API responds with a list of checks tailored to the server, including:<ul class=\"wp-block-list wp-block-list wp-block-list\">\n<li>The <strong>check name<\/strong> (e.g., <code>os_updates<\/code>).<\/li>\n\n\n\n<li>The <strong>command<\/strong> to execute (e.g., <code>dnf check-update | wc -l<\/code>).<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>The agent executes the commands and sends the results back to the API for storage and analysis.<\/li>\n<\/ol>\n\n\n<h3 class=\"wp-block-heading\" id=\"the-code-in-action\">The Code in Action<\/h3>\n\n\n<h4 class=\"wp-block-heading\" id=\"example-api-configuration-response\">Example API Configuration Response:<\/h4>\n\n\n<pre class=\"wp-block-code\"><div class=\"copy-to-clipboard\">\n<span>Copied!<\/span><button class=\"click-to-copy-button\" title=\"Copy to clipboard\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 32 32\" stroke=\"currentcolor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" width=\"24\" height=\"24\" fill=\"none\">\n  <path d=\"M12.9975 10.7499L11.7475 10.7499C10.6429 10.7499 9.74747 11.6453 9.74747 12.7499L9.74747 21.2499C9.74747 22.3544 10.6429 23.2499 11.7475 23.2499L20.2475 23.2499C21.352 23.2499 22.2475 22.3544 22.2475 21.2499L22.2475 12.7499C22.2475 11.6453 21.352 10.7499 20.2475 10.7499L18.9975 10.7499Z\"><\/path>\n  <path d=\"M17.9975 12.2499L13.9975 12.2499C13.4452 12.2499 12.9975 11.8022 12.9975 11.2499L12.9975 9.74988C12.9975 9.19759 13.4452 8.74988 13.9975 8.74988L17.9975 8.74988C18.5498 8.74988 18.9975 9.19759 18.9975 9.74988L18.9975 11.2499C18.9975 11.8022 18.5498 12.2499 17.9975 12.2499Z\"><\/path>\n  <path d=\"M13.7475 16.2499L18.2475 16.2499\"><\/path>\n  <path d=\"M13.7475 19.2499L18.2475 19.2499\"><\/path>\n<\/svg><\/button><textarea>{\n  \"checks\": [\n    {\n      \"name\": \"os_updates\",\n      \"command\": \"\/usr\/bin\/dnf check-update | wc -l\"\n    }\n  ]\n}<\/textarea>\n<\/div><code>{\n  \"checks\": [\n    {\n      \"name\": \"os_updates\",\n      \"command\": \"\/usr\/bin\/dnf check-update | wc -l\"\n    }\n  ]\n}<\/code><\/pre>\n\n\n<p class=\"wp-block-paragraph wp-block-paragraph\" style=\"\">The Agent Script (<code>agent.sh<\/code>):<\/p>\n\n\n<pre class=\"wp-block-code\"><div class=\"copy-to-clipboard\">\n<span>Copied!<\/span><button class=\"click-to-copy-button\" title=\"Copy to clipboard\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 32 32\" stroke=\"currentcolor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" width=\"24\" height=\"24\" fill=\"none\">\n  <path d=\"M12.9975 10.7499L11.7475 10.7499C10.6429 10.7499 9.74747 11.6453 9.74747 12.7499L9.74747 21.2499C9.74747 22.3544 10.6429 23.2499 11.7475 23.2499L20.2475 23.2499C21.352 23.2499 22.2475 22.3544 22.2475 21.2499L22.2475 12.7499C22.2475 11.6453 21.352 10.7499 20.2475 10.7499L18.9975 10.7499Z\"><\/path>\n  <path d=\"M17.9975 12.2499L13.9975 12.2499C13.4452 12.2499 12.9975 11.8022 12.9975 11.2499L12.9975 9.74988C12.9975 9.19759 13.4452 8.74988 13.9975 8.74988L17.9975 8.74988C18.5498 8.74988 18.9975 9.19759 18.9975 9.74988L18.9975 11.2499C18.9975 11.8022 18.5498 12.2499 17.9975 12.2499Z\"><\/path>\n  <path d=\"M13.7475 16.2499L18.2475 16.2499\"><\/path>\n  <path d=\"M13.7475 19.2499L18.2475 19.2499\"><\/path>\n<\/svg><\/button><textarea>#!\/bin\/bash\n\n# API Endpoint and API Key\nAPI_ENDPOINT=\"http:\/\/127.0.0.1:5000\/api\/agent\/config\"\nAPI_KEY=\"YOUR_API_KEY\"\n\n# Fetch the configuration\nCONFIG=$(curl -s -H \"X-API-Key: $API_KEY\" $API_ENDPOINT)\n\n# Parse and execute commands\necho \"$CONFIG\" | jq -c '.checks[]' | while read -r CHECK; do\n  NAME=$(echo \"$CHECK\" | jq -r '.name')\n  COMMAND=$(echo \"$CHECK\" | jq -r '.command')\n  RESULT=$(bash -c \"$COMMAND\" 2&gt;\/dev\/null)\n\n  # Send the result back to the API\n  curl -s -X POST http:\/\/127.0.0.1:5002\/api\/submit \\\n    -H \"Content-Type: application\/json\" \\\n    -H \"X-API-Key: $API_KEY\" \\\n    -d \"{\\\"field\\\": \\\"$NAME\\\", \\\"value\\\": $RESULT}\"\ndone<\/textarea>\n<\/div><code>#!\/bin\/bash\n\n# API Endpoint and API Key\nAPI_ENDPOINT=\"http:\/\/127.0.0.1:5000\/api\/agent\/config\"\nAPI_KEY=\"YOUR_API_KEY\"\n\n# Fetch the configuration\nCONFIG=$(curl -s -H \"X-API-Key: $API_KEY\" $API_ENDPOINT)\n\n# Parse and execute commands\necho \"$CONFIG\" | jq -c '.checks[]' | while read -r CHECK; do\n  NAME=$(echo \"$CHECK\" | jq -r '.name')\n  COMMAND=$(echo \"$CHECK\" | jq -r '.command')\n  RESULT=$(bash -c \"$COMMAND\" 2&gt;\/dev\/null)\n\n  # Send the result back to the API\n  curl -s -X POST http:\/\/127.0.0.1:5002\/api\/submit \\\n    -H \"Content-Type: application\/json\" \\\n    -H \"X-API-Key: $API_KEY\" \\\n    -d \"{\\\"field\\\": \\\"$NAME\\\", \\\"value\\\": $RESULT}\"\ndone\n<\/code><\/pre>\n\n\n<h3 class=\"wp-block-heading\" id=\"benefits-of-the-dynamic-agent-approach\">Benefits of the Dynamic Agent Approach<\/h3>\n\n\n<ol class=\"wp-block-list wp-block-list\">\n<li>\n<strong>Centralized Control<\/strong>: All monitoring configurations are stored in the API&#8217;s database, making updates seamless.<\/li>\n\n\n\n<li>\n<strong>Dynamic Adjustments<\/strong>: We can add or modify checks without manually updating scripts on individual servers.<\/li>\n\n\n\n<li>\n<strong>Scalability<\/strong>: As we onboard more servers, the API dynamically provides the necessary configurations.<\/li>\n\n\n\n<li>\n<strong>Flexibility<\/strong>: Different servers can have tailored checks depending on their role, OS, or requirements.<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n<h3 class=\"wp-block-heading\" id=\"whats-next\">What&#8217;s Next?<\/h3>\n\n\n<p class=\"wp-block-paragraph wp-block-paragraph\" style=\"\">We&#8217;re already brainstorming the next steps:<\/p>\n\n\n<ul class=\"wp-block-list wp-block-list\">\n<li>\n<strong>Extending the Agent<\/strong>: Supporting more complex checks, like disk usage or CPU metrics.<\/li>\n\n\n\n<li>\n<strong>Webhook Alerts<\/strong>: Automatically triggering actions or notifications when thresholds are breached.<\/li>\n\n\n\n<li>\n<strong>Dashboard Integration<\/strong>: Visualizing the data collected by our API in real-time.<\/li>\n\n\n\n<li>\n<strong>Modular<\/strong>: <a href=\"\/tech\/from-chaos-to-clarity-modular-api-design-in-python\/\">Rewrite the script in a modular fashion<\/a> to keep everything managable.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n<p class=\"wp-block-paragraph wp-block-paragraph\" style=\"\">This upgrade brings us closer to a fully autonomous, predictive monitoring system that adapts as our infrastructure evolves. Stay tuned for more updates as we continue to refine and expand our system!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In our previous blog, we explored how we integrated data collection and predictive modeling into our API. Since then, we&#8217;ve taken our monitoring system to the next level with a dynamic agent-based approach. Here&#8217;s what we&#8217;ve accomplished: The Problem We Solved As we scaled up, we realized that each server&#8217;s monitoring requirements could differ. Some &hellip;<\/p>\n","protected":false},"author":1,"featured_media":377,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[43,36,16],"tags":[15,17,37],"class_list":["post-376","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-chit-chat","category-future-ideas","category-tech-innovation","tag-api","tag-machine-learning","tag-monitoring"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Scaling Our Monitoring System with Dynamic Agents - SystemDeveloper.NL<\/title>\n<meta name=\"description\" content=\"We explored how we integrated data collection and predictive modeling into our API. 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