{"id":686394,"date":"2025-08-21T19:55:12","date_gmt":"2025-08-21T16:55:12","guid":{"rendered":"https:\/\/buradabiliyorum.com\/en\/how-to-vibe-code-for-ppc-building-a-seasonality-analysis-tool\/"},"modified":"2025-08-21T19:55:12","modified_gmt":"2025-08-21T16:55:12","slug":"how-to-vibe-code-for-ppc-building-a-seasonality-analysis-tool","status":"publish","type":"post","link":"https:\/\/buradabiliyorum.com\/en\/how-to-vibe-code-for-ppc-building-a-seasonality-analysis-tool\/","title":{"rendered":"How to vibe code for PPC: Building a seasonality analysis tool"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6a2bf07f9adef\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #dd3333;color:#dd3333\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #dd3333;color:#dd3333\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a2bf07f9adef\" checked aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-vibe-code-for-ppc-building-a-seasonality-analysis-tool\/#Building_on_the_ad_scripts_foundation\" >Building on the ad scripts foundation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-vibe-code-for-ppc-building-a-seasonality-analysis-tool\/#What_vibe_coding_unlocks\" >What vibe coding unlocks<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-vibe-code-for-ppc-building-a-seasonality-analysis-tool\/#A_primer_on_no-code_tool_selection\" >A primer on no-code tool selection<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-vibe-code-for-ppc-building-a-seasonality-analysis-tool\/#No-code_friendly_options\" >No-code friendly options<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-vibe-code-for-ppc-building-a-seasonality-analysis-tool\/#Developer-adjacent_tools\" >Developer-adjacent tools<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-vibe-code-for-ppc-building-a-seasonality-analysis-tool\/#How_I_pick_tools\" >How I pick tools<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-vibe-code-for-ppc-building-a-seasonality-analysis-tool\/#Seasonality_analysis\" >Seasonality analysis<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-vibe-code-for-ppc-building-a-seasonality-analysis-tool\/#Case_study_Building_our_seasonality_analysis_tool\" >Case study: Building our seasonality analysis tool<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-vibe-code-for-ppc-building-a-seasonality-analysis-tool\/#Step_1_Understanding_before_building\" >Step 1: Understanding before building<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-vibe-code-for-ppc-building-a-seasonality-analysis-tool\/#Step_2_Creating_the_mega-prompt\" >Step 2: Creating the mega-prompt<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-vibe-code-for-ppc-building-a-seasonality-analysis-tool\/#Step_3_Advanced_enhancement\" >Step 3: Advanced enhancement<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-vibe-code-for-ppc-building-a-seasonality-analysis-tool\/#Step_4_Simplifying_for_non-statistical_users\" >Step 4: Simplifying for non-statistical users<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-vibe-code-for-ppc-building-a-seasonality-analysis-tool\/#Step_5_Optimizing_for_ease_of_use\" >Step 5: Optimizing for ease of use<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-vibe-code-for-ppc-building-a-seasonality-analysis-tool\/#Best_practices_for_marketing_vibe_coders\" >Best practices for marketing vibe coders<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-vibe-code-for-ppc-building-a-seasonality-analysis-tool\/#Common_pitfalls_and_how_to_avoid_them\" >Common pitfalls and how to avoid them<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-vibe-code-for-ppc-building-a-seasonality-analysis-tool\/#The_future_Practitioner-engineers\" >The future: Practitioner-engineers<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/buradabiliyorum.com\/en\/how-to-vibe-code-for-ppc-building-a-seasonality-analysis-tool\/#Vibe_coding_and_the_new_era_of_PPC_tools\" >Vibe coding and the new era of PPC tools<\/a><\/li><\/ul><\/nav><\/div>\n<div><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1080\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/08\/Gemini_Generated_Image_ppc-vibe-coding.jpeg\" class=\"attachment-large size-large wp-post-image\" alt=\"A conceptual image of futuristic holographic data visualizations\" style=\"margin-bottom: 15px\" \/><\/div>\n<p>You\u2019ve probably seen the headlines: Sam Altman recently announced that <a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/www.yahoo.com\/news\/articles\/chatgpt-5-launched-sam-altman-171503586.html\" target=\"_blank\" rel=\"noopener\">GPT-5 can write complete computer programs from scratch<\/a>.\u00a0<\/p>\n<p>That\u2019s pretty impressive!&nbsp;<\/p>\n<p>For PPC marketers who have been struggling with the difficulty of writing Google Ads <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/download-scripts-themes-apps\/\" data-internallinksmanager029f6b8e52c=\"9\" title=\"Download Scripts &amp; Themes &amp; Apps\" target=\"_blank\" rel=\"noopener\">script<\/a>s, this may signal a shift in how we approach automation.<\/p>\n<p>The idea that we can generate software from a simple conversation is no longer <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/sciencee\/\" data-internallinksmanager029f6b8e52c=\"5\" title=\"Science\" target=\"_blank\" rel=\"noopener\">science<\/a> fiction; it&#8217;s here.<\/p>\n<p>But my &#8220;aha moment&#8221; wasn&#8217;t from a press release. It was from watching marketers on my team start building things themselves.&nbsp;<\/p>\n<p>When software creation becomes that fast and personal, you can sometimes skip the things that make building software hard.&nbsp;<\/p>\n<p>You don&#8217;t need user authentication or <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/general\/\" data-internallinksmanager029f6b8e52c=\"3\" title=\"General\" target=\"_blank\" rel=\"noopener\">general<\/a>ized use cases when you\u2019re building on-demand software just for you.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-building-on-the-ad-scripts-foundation\"><span class=\"ez-toc-section\" id=\"Building_on_the_ad_scripts_foundation\"><\/span>Building on the ad scripts foundation<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>I\u2019ve been promoting Google Ads Scripts for over a decade.&nbsp;<\/p>\n<p>They opened up automation to anyone willing to code in JavaScript.&nbsp;<\/p>\n<p>However, usage is surprisingly low by some measures, such as the fact that over 80% of advertisers run five or fewer scripts even though Google allows 250 scripts per account.<\/p>\n<p>The blockers were obvious:<\/p>\n<ul class=\"wp-block-list\">\n<li>You needed JavaScript knowledge, limiting who could build one.<\/li>\n<li>Execution capped at 30 minutes, limiting the size of account you can work with.<\/li>\n<li>Ongoing maintenance never stops, making scripts less of a time-saver.<\/li>\n<\/ul>\n<p>Scripts were powerful, but the barrier kept adoption small. Too many marketers got stuck.<\/p>\n<p>Vibe coding takes the spirit of scripts (solving real problems without waiting on engineering) and removes the technical roadblocks.&nbsp;<\/p>\n<p>Instead of code, you describe the outcome, and the AI handles the syntax.<\/p>\n<p><strong><em>Dig deeper: Top 10 PPC tools you should be using in 2025<\/em><\/strong><\/p>\n<h2 class=\"wp-block-heading\" id=\"h-what-vibe-coding-unlocks\"><span class=\"ez-toc-section\" id=\"What_vibe_coding_unlocks\"><\/span>What vibe coding unlocks<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>We call it &#8220;vibe coding&#8221; because you&#8217;re essentially describing the vibe of the tool you want. This approach directly addresses every limitation of ad scripts:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>No JavaScript knowledge required<\/strong>: Use plain English (or French, or whatever language you speak) instructions instead.<\/li>\n<li><strong>No execution time limits<\/strong>: Build full applications, not constrained scripts.<\/li>\n<li><strong>No platform constraints<\/strong>: Analyze data from any source: Google Ads, <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/social-mediaa\/\" data-internallinksmanager029f6b8e52c=\"1\" title=\"Social Media\" target=\"_blank\" rel=\"noopener\">Facebook<\/a>, Amazon, and any CSV you have.<\/li>\n<\/ul>\n<p>One honest limitation: getting ad data into the software you build is still harder than analyzing it once it\u2019s in the tool.&nbsp;<\/p>\n<p>But once you have it, vibe coding opens doors that scripts never could.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-a-primer-on-no-code-tool-selection\"><span class=\"ez-toc-section\" id=\"A_primer_on_no-code_tool_selection\"><\/span>A primer on no-code tool selection<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u201cNo-code\u201d is a spectrum that stretches from drag-and-drop builders to AI-assisted development.\u00a0<\/p>\n<p>Vibe coding sits at the far end: you focus on outcomes, not syntax.<\/p>\n<p>Here\u2019s my current framework.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-no-code-friendly-options\"><span class=\"ez-toc-section\" id=\"No-code_friendly_options\"><\/span>No-code friendly options<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li><strong>Claude (Anthropic)<\/strong>: My go-to for data analysis and custom calculators, especially with CSVs.<\/li>\n<li><strong>ChatGPT Code Interpreter<\/strong>: Great for quick data visualizations when you need something fast.<\/li>\n<li><strong>Lovable.dev \/ V0.dev \/ Replit<\/strong>: AI-powered platforms for building full applications. Lovable is notable as the fastest-growing AI company by valuation. A huge plus is that they allow you to &#8220;remix&#8221; tools others have built.<\/li>\n<li><strong>Cursor<\/strong>: A good bridge if you want to start learning more technical skills.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-developer-adjacent-tools\"><span class=\"ez-toc-section\" id=\"Developer-adjacent_tools\"><\/span>Developer-adjacent tools<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li><strong>GitHub Copilot, Bolt.new, Codex<\/strong>: These are for those who already have code in a developer interface (IDE), are generally comfortable with some coding concepts, and need more technical control.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-how-i-pick-tools\"><span class=\"ez-toc-section\" id=\"How_I_pick_tools\"><\/span>How I pick tools<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>For quick wins and personal tools, your existing subscription to GPT or Claude is often enough.&nbsp;<\/p>\n<p>If you need something more interactive with features like email or databases, look at Lovable, V0, or Replit.&nbsp;<\/p>\n<p>Don&#8217;t worry about enterprise-level scaling at first. Just focus on solving today&#8217;s problem.<\/p>\n<p>The cost reality is straightforward: even spending a few hundred dollars in tool costs beats weeks of manual analysis or waiting for IT resources.&nbsp;<\/p>\n<p>The community advantage is real, too.&nbsp;<\/p>\n<p>Platforms like Lovable allow remixing others&#8217; tools, so you can build on someone else&#8217;s ideas and avoid the upfront cost of generating the base-level code.<\/p>\n<p>Now that we know the tools, let\u2019s use them to solve a real PPC problem.&nbsp;<\/p>\n<p><strong><em>Dig deeper: Top AI tools and tactics you should be using in PPC<\/em><\/strong><\/p>\n<h2 class=\"wp-block-heading\" id=\"h-seasonality-analysis\"><span class=\"ez-toc-section\" id=\"Seasonality_analysis\"><\/span>Seasonality analysis<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>I\u2019d already worked with Corey Lidholm on seasonality analysis long before vibe coding entered the picture.&nbsp;<\/p>\n<p>His manual process was clever:&nbsp;<\/p>\n<ul class=\"wp-block-list\">\n<li>Export weekly PPC data.<\/li>\n<li>Clean it up.<\/li>\n<li>Feed it into GPT-4 with a simple prompt: \u201cPerform a seasonality decomposition on this.\u201d<\/li>\n<\/ul>\n<p>The results challenged many assumptions. Most advertisers think Q4 is their peak. <\/p>\n<p>Lidholm\u2019s method showed that the truth is usually more complex.\u00a0<\/p>\n<p>Breaking data into trend, seasonality, and residuals uncovered patterns that changed how we approached planning.<\/p>\n<p>We explored this methodology in depth during <a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/www.youtube.com\/watch?v=Oors-OKmg2Y\" target=\"_blank\" rel=\"noopener\">our YouTube conversation<\/a>, where we demonstrated the manual process and identified opportunities for enhancement.<\/p>\n<p>The methodology held up, but it had limits.&nbsp;<\/p>\n<p>Each dataset meant starting over.&nbsp;<\/p>\n<p>There was no persistence, no customization, and sharing insights wasn\u2019t simple.&nbsp;<\/p>\n<p>That\u2019s what made it the perfect candidate to rebuild as a proper tool with vibe coding.<\/p>\n<p><!-- START INLINE FORM --><\/p>\n<div class=\"nl-inline-form border py-2 px-1 my-2\">\n<div class=\"row align-items-center nl-inline-container\">\n<div class=\"col-12 col-lg-3 col-xl-4 pe-md-0 pb-2 pb-lg-0\">\n<p class=\"inline-form-text text-center mb-0\">Get the <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/news\/\" data-internallinksmanager029f6b8e52c=\"2\" title=\"News\" target=\"_blank\" rel=\"noopener\">news<\/a>letter search marketers rely on.<\/p>\n<\/p><\/div>\n<div class=\"col-12 col-lg-7 col-xl-6  pe-lg-0\">\n<div class=\"form-nl-inline\">\n<p>\t\t\t\t\tMktoForms2.loadForm(&#8220;https:\/\/app-sj02.marketo.com&#8221;, &#8220;727-ZQE-044&#8221;, 16298, function(form) {<br \/>\n\t\t\t\t\t\t\/\/ form.onSubmit(function(){<br \/>\n\t\t\t\t\t\t\/\/ });<\/p>\n<p>\t\t\t\t\t\t\/\/ form.onSuccess(function (values, followUpUrl) {<br \/>\n\t\t\t\t\t\t\/\/ });<br \/>\n\t\t\t\t\t});<\/p><\/div>\n<\/p><\/div>\n<div class=\"col-12 col-lg-2 col-xl-2 ps-1\">\n<p class=\"text-center mb-0\" style=\"font-size: .75rem\">See terms.<\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/div>\n<p><!-- END INLINE FORM --><\/p>\n<hr class=\"wp-block-separator has-text-color has-cyan-bluish-gray-color has-css-opacity has-cyan-bluish-gray-background-color has-background\" \/>\n<h2 class=\"wp-block-heading\" id=\"h-case-study-building-our-seasonality-analysis-tool\"><span class=\"ez-toc-section\" id=\"Case_study_Building_our_seasonality_analysis_tool\"><\/span>Case study: Building our seasonality analysis tool<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Our challenge was to build a tool that could handle complex statistical analysis, make it accessible to non-statisticians, and create actionable insights for budget planning.<\/p>\n<p>Here was our five-step vibe coding process.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-step-1-understanding-before-building\"><span class=\"ez-toc-section\" id=\"Step_1_Understanding_before_building\"><\/span>Step 1: Understanding before building<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>We fed Claude the transcripts from Lidholm&#8217;s masterclass and our own blog on the topic, asking it simply to explain the concepts in detail.&nbsp;<\/p>\n<p>You have to understand your source material completely before you start building.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"963\" height=\"245\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/08\/Vibe-coding-to-build-a-seasonality-analysis-tool.png\" alt=\"Vibe coding to build a seasonality analysis tool\" class=\"wp-image-460973\" \/><\/figure>\n<\/div>\n<h3 class=\"wp-block-heading\" id=\"h-step-2-creating-the-mega-prompt\"><span class=\"ez-toc-section\" id=\"Step_2_Creating_the_mega-prompt\"><\/span>Step 2: Creating the mega-prompt<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>We then asked Claude to turn these insights into developer-ready specifications, defining everything from the file upload workflow to the interactive charts.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-step-3-advanced-enhancement\"><span class=\"ez-toc-section\" id=\"Step_3_Advanced_enhancement\"><\/span>Step 3: Advanced enhancement<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>We took this specification to Lovable for the actual build, adding more advanced features like IQR plots for outlier detection and Prophet forecasting with confidence bounds.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-step-4-simplifying-for-non-statistical-users\"><span class=\"ez-toc-section\" id=\"Step_4_Simplifying_for_non-statistical_users\"><\/span>Step 4: Simplifying for non-statistical users<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>The tool was powerful but intimidating.&nbsp;<\/p>\n<p>We hit a wall, so we added:<\/p>\n<ul class=\"wp-block-list\">\n<li>A &#8220;Simple Mode&#8221; toggle.\u00a0<\/li>\n<li>&#8220;Why This Matters&#8221; explanations.<\/li>\n<li>&#8220;Action Plan&#8221; snippets to make it user-friendly.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-step-5-optimizing-for-ease-of-use\"><span class=\"ez-toc-section\" id=\"Step_5_Optimizing_for_ease_of_use\"><\/span>Step 5: Optimizing for ease of use<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Finally, we asked, &#8220;What else can we do to make this as easy as possible?&#8221;&nbsp;<\/p>\n<p>This led to three key improvements:&nbsp;<\/p>\n<ul class=\"wp-block-list\">\n<li>Pinned insight headlines.<\/li>\n<li>On-chart annotations.<\/li>\n<li>A &#8220;Next Best Actions&#8221; checklist.<\/li>\n<\/ul>\n<p>That five-step process transformed a clever manual method into a working application. However, describing the steps doesn\u2019t do them justice.\u00a0<\/p>\n<p>What matters is the tool itself and how it helps you today.<\/p>\n<p>The end result is a dual-mode tool that takes raw PPC data and turns it into clear, actionable insights you can explain to your team.\u00a0<\/p>\n<p>You can try it for yourself <a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/season-insight-analyzer.lovable.app\/\" target=\"_blank\" rel=\"noopener\">here<\/a>.\u00a0<\/p>\n<p>Here\u2019s the season insight analyzer in action:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Upload interface for weekly PPC data<\/strong><\/li>\n<\/ul>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1600\" height=\"906\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/08\/Uploading-raw-PPC-data-into-the-Analyzer.png\" alt=\"\" class=\"wp-image-460974\" \/><figcaption class=\"wp-element-caption\"><em><em>Uploading raw PPC data into the Analyzer.<\/em><\/em><\/figcaption><\/figure>\n<\/div>\n<ul class=\"wp-block-list\">\n<li><strong>Seasonality breakdown with trend, seasonality, and residuals<\/strong><\/li>\n<\/ul>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1600\" height=\"1020\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/08\/Decomposition-view-showing-trend-seasonality-and-residual-patterns.png\" alt=\"Decomposition view showing trend, seasonality, and residual patterns.\" class=\"wp-image-460975\" \/><figcaption class=\"wp-element-caption\"><em><em>Decomposition view showing trend, seasonality, and residual patterns.<\/em><\/em><\/figcaption><\/figure>\n<\/div>\n<ul class=\"wp-block-list\">\n<li><strong>Forecasting with Prophet and confidence intervals<\/strong><\/li>\n<\/ul>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1600\" height=\"916\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/08\/Prophet-forecasting-highlights-expected-performance-with-confidence-intervals.png\" alt=\"Prophet forecasting highlights expected performance with confidence intervals.\" class=\"wp-image-460976\" \/><figcaption class=\"wp-element-caption\"><em><em>Prophet forecasting highlights expected performance with confidence intervals.<\/em><\/em><\/figcaption><\/figure>\n<\/div>\n<ul class=\"wp-block-list\">\n<li><strong>Simple Mode with plain-language insights and action plans<\/strong><\/li>\n<\/ul>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1600\" height=\"1088\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/08\/Simple-Mode-translates-statistical-output-into-plain-language-recommendations.png\" alt=\"Simple Mode translates statistical output into plain-language recommendations.\" class=\"wp-image-460977\" \/><figcaption class=\"wp-element-caption\"><em>Simple Mode translates statistical output into plain-language recommendations.<\/em><\/figcaption><\/figure>\n<\/div>\n<ul class=\"wp-block-list\">\n<li><strong>Annotations and next-best-actions checklist<\/strong><\/li>\n<\/ul>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1600\" height=\"388\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/08\/Annotated-insights-and-a-next-best-actions-checklist-for-marketers.png\" alt=\"Annotated insights and a next-best-actions checklist for marketers.\" class=\"wp-image-460978\" \/><figcaption class=\"wp-element-caption\"><em>Annotated insights and a next-best-actions checklist for marketers.<\/em><\/figcaption><\/figure>\n<\/div>\n<p><strong><em>Dig deeper: AI agents in PPC: What to know and build today<\/em><\/strong><\/p>\n<h2 class=\"wp-block-heading\" id=\"h-best-practices-for-marketing-vibe-coders\"><span class=\"ez-toc-section\" id=\"Best_practices_for_marketing_vibe_coders\"><\/span>Best practices for marketing vibe coders<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>When it comes to advice for getting the most out of vibe coding, a lot of the principles I used to recommend for writing Google Ad scripts still apply.&nbsp;<\/p>\n<p>Here they are, updated for vibe coders:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Start simple, then expand<\/strong>: My old advice was to begin with pre-written script templates. With vibe coding, start with basic data analysis and then add functionality.\u00a0<\/li>\n<li><strong>Test and iterate<\/strong>: With scripts, I always emphasized preview mode because mistakes could be costly. With vibe coding, you get real-time testing through conversation. You still need to test and verify, but there\u2019s no more digging through error logs.<\/li>\n<li><strong>Be specific and provide context<\/strong>: Tell the AI your data structure (e.g., &#8220;I have a CSV with columns: Date, Clicks, Cost&#8221;) and your business context (&#8220;We&#8217;re B2B SaaS with Q4 budget cycles&#8221;).<\/li>\n<\/ul>\n<p>Clear prompts lead to clearer insights. Use these tips to guide your requests.<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Use marketing language, not tech jargon<\/strong>: Say &#8220;show seasonal trends&#8221; rather than &#8220;create time <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/watch-movies-tv-seriess\/\" data-internallinksmanager029f6b8e52c=\"8\" title=\"Watch Movies &amp; TV Series\" target=\"_blank\" rel=\"noopener\">series<\/a> analysis.&#8221;<\/li>\n<li><strong>Ask for explanations<\/strong>: &#8220;Why did you choose this visualization?&#8221;<\/li>\n<li><strong>Test with small data sets first<\/strong>: Ask for multiple approaches: &#8220;Show me 3 different ways to visualize this.&#8221;<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\" id=\"h-common-pitfalls-and-how-to-avoid-them\"><span class=\"ez-toc-section\" id=\"Common_pitfalls_and_how_to_avoid_them\"><\/span>Common pitfalls and how to avoid them<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>A word of caution: don&#8217;t just accept the AI&#8217;s first suggestion.&nbsp;<\/p>\n<p>Vibe-coded tools can work but be poorly architected, making them hard to scale later.&nbsp;<\/p>\n<p>Challenge the AI and ask for explanations so you understand what your tool is actually doing.<\/p>\n<p>New pitfalls to watch for include:<\/p>\n<ul class=\"wp-block-list\">\n<li>Expecting the AI to read your mind about the business context.<\/li>\n<li>Not understanding what your own tool is trying to do.<\/li>\n<li>Focusing on code elegance instead of business outcomes.<\/li>\n<\/ul>\n<p>From my years of experience with scripts, here&#8217;s what you can happily leave behind:<\/p>\n<ul class=\"wp-block-list\">\n<li>Code syntax and debugging sessions<\/li>\n<li>API rate limits and execution timeouts<\/li>\n<li>JavaScript knowledge gaps<\/li>\n<\/ul>\n<p>And when things break, which they will, a simple &#8220;fix it&#8221; command lets the AI diagnose and attempt repairs.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-the-future-practitioner-engineers\"><span class=\"ez-toc-section\" id=\"The_future_Practitioner-engineers\"><\/span>The future: Practitioner-engineers<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The core problem with building PPC tools is that the engineers who build them aren&#8217;t PPC experts managing accounts every day.&nbsp;<\/p>\n<p>Back in my Google days, I saw this disconnect firsthand.&nbsp;<\/p>\n<p>You need to be in the trenches to understand the real nuances, but then you don&#8217;t have time to code.<\/p>\n<p>Vibe coding is changing this dynamic. I believe that in 2-3 years, the roles of practitioner and engineer may start to merge.&nbsp;<\/p>\n<p>Practitioners will build on-demand software for their specific needs, leading to faster iteration and better solutions because the builder is also the user.<\/p>\n<p>This doesn&#8217;t mean traditional software development is going away.&nbsp;<\/p>\n<p>Tools you pay for will still follow conventional development processes and be built for scale, reliability, usability, and performance.&nbsp;<\/p>\n<p>But practitioner-built tools will seed the market with new ideas, built by the people who truly live the problems.<\/p>\n<p><strong><em>Dig deeper: 4 PPC trends to monitor closely in the second half of 2025<\/em><\/strong><\/p>\n<h2 class=\"wp-block-heading\" id=\"h-vibe-coding-and-the-new-era-of-ppc-tools\"><span class=\"ez-toc-section\" id=\"Vibe_coding_and_the_new_era_of_PPC_tools\"><\/span>Vibe coding and the new era of PPC tools<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>We\u2019re heading toward two kinds of automation:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Software you buy<\/strong> that is based on the needs of many.<\/li>\n<li><strong>Software you build<\/strong> that may not make sense to others, but will do exactly what <strong>you<\/strong> need.<\/li>\n<\/ul>\n<p>The second category is only possible thanks to the advent of vibe coding, and that\u2019s the shift I\u2019m most excited about.\u00a0<\/p>\n<p>The next wave of useful PPC tools isn\u2019t going to come from engineers who\u2019ve never touched a campaign.&nbsp;<\/p>\n<p>It\u2019s going to come from you, the practitioners who live these problems daily.<\/p>\n<p>The only question left is: what are you going to build first?<\/p>\n<blockquote><p><strong><span style=\"color: #ff6600;\">If you liked the article, do not forget to share it with your friends. Follow us on\u00a0<span style=\"color: #ff0000;\"><a style=\"color: #ff0000;\" href=\"https:\/\/news.google.com\/publications\/CAAqBwgKMN63nwsw68G3Aw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Google News<\/a><\/span>\u00a0too, click on the star and choose us from your favorites.<\/span><\/strong><\/p><\/blockquote>\n<blockquote>\n<p style=\"text-align: center;\"><strong>If you want to read more like this article, you can visit our <span style=\"color: #ff9900;\"><a style=\"color: #ff9900;\" href=\"https:\/\/buradabiliyorum.com\/en\/category\/technology\/\" target=\"_blank\" >Technology<\/a><\/span> category.<\/strong><\/p>\n<\/blockquote>\n<p><span style=\"color: black;\"><a style=\"color: #ff9900;\" href=\"https:\/\/searchengineland.com\/ppc-vibe-coding-seasonality-analysis-tool-460968\" target=\"_blank\" >Source<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>You\u2019ve probably seen the headlines: Sam Altman recently announced that GPT-5 can write complete computer programs from scratch.\u00a0 That\u2019s pretty impressive!&nbsp; For PPC marketers who have been struggling with the difficulty of writing Google Ads scripts, this may signal a shift in how we approach automation. The idea that we can generate software from a&#8230;<\/p>\n","protected":false},"author":1,"featured_media":686395,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/08\/Gemini_Generated_Image_ppc-vibe-coding.jpeg","fifu_image_alt":"","footnotes":""},"categories":[18],"tags":[],"class_list":["post-686394","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology"],"_links":{"self":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/686394","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/comments?post=686394"}],"version-history":[{"count":0,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/686394\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media\/686395"}],"wp:attachment":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media?parent=686394"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/categories?post=686394"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/tags?post=686394"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}