--- title: "#gtm articles | Hashnode" description: "Explore 31 articles tagged #gtm on Hashnode. Tutorials, guides, and how-tos from the community." url: "https://hashnode.com/tag/gtm" --- Tag # #gtm 31 posts · 6 followers [Akarsh Sabbavarapu](https://hashnode.com/@akarshsabbavarapu09) · [1d ago](https://hashnode.com/posts/your-last-touch-dashboard-is-lying-about-what-sources-pipeline/6af1d808411662ecb0f60b52) ### [Your last-touch dashboard is lying about what sources pipeline](https://akarshsabbavarapu09.hashnode.dev/your-last-touch-dashboard-is-lying-about-what-sources-pipeline?utm_source=hashnode&utm_medium=feed) Here's a scene I think about a lot. A marketing leader opens the attribution dashboard on a Monday. Paid search: $792,000 in sourced pipeline, 62% of the total. Outbound sequence: $96,000, 7%. Paid so 5 min read · [akarshsabbavarapu09.hashnode.dev](https://akarshsabbavarapu09.hashnode.dev/your-last-touch-dashboard-is-lying-about-what-sources-pipeline?utm_source=hashnode&utm_medium=feed) [1](https://hashnode.com/posts/your-last-touch-dashboard-is-lying-about-what-sources-pipeline/6af1d808411662ecb0f60b52) [Akarsh Sabbavarapu](https://hashnode.com/@akarshsabbavarapu09) · [Nov 2](https://hashnode.com/posts/the-most-dangerous-click-in-my-call-to-crm-pipeline-is-approve/6ae89cfd626fac018def29e1) ### [The most dangerous click in my call-to-CRM pipeline is "Approve."](https://akarshsabbavarapu09.hashnode.dev/the-most-dangerous-click-in-my-call-to-crm-pipeline-is-approve?utm_source=hashnode&utm_medium=feed) Everyone worries about the AI part. Will the model hallucinate a budget? Will it invent a contact? Fair questions. But when I built a pipeline that turns sales-call transcripts into CRM updates, the b 6 min read · [akarshsabbavarapu09.hashnode.dev](https://akarshsabbavarapu09.hashnode.dev/the-most-dangerous-click-in-my-call-to-crm-pipeline-is-approve?utm_source=hashnode&utm_medium=feed) [Akarsh Sabbavarapu](https://hashnode.com/@akarshsabbavarapu09) · [Oct 26](https://hashnode.com/posts/my-a-b-testing-tool-refuses-to-answer-that-is-the-feature/6adf548f3063e5668270e487) ### [My A/B testing tool refuses to answer. That is the feature.](https://akarshsabbavarapu09.hashnode.dev/my-a-b-testing-tool-refuses-to-answer-that-is-the-feature?utm_source=hashnode&utm_medium=feed) Here is a result I would have shipped early in my career. A pricing page test, day 5 of 21. Treatment is up 2.9 points. The p-value is 0.033, under the magic 0.05 line. The chart looks great. There wa 5 min read · [akarshsabbavarapu09.hashnode.dev](https://akarshsabbavarapu09.hashnode.dev/my-a-b-testing-tool-refuses-to-answer-that-is-the-feature?utm_source=hashnode&utm_medium=feed) [Akarsh Sabbavarapu](https://hashnode.com/@akarshsabbavarapu09) · [Oct 19](https://hashnode.com/posts/why-every-ai-system-i-ship-is-cited-measured-and-honest-about-its-limits/6ad61c2cc11b6d86eadc95d3) ### [Why every AI system I ship is cited, measured, and honest about its limits.](https://akarshsabbavarapu09.hashnode.dev/why-every-ai-system-i-ship-is-cited-measured-and-honest-about-its-limits?utm_source=hashnode&utm_medium=feed) Here's a scene I think about a lot. A sales rep gets an AI tool that drafts their outbound. The first week is great. In week two it congratulates a prospect on a funding round that never happened. The 6 min read · [akarshsabbavarapu09.hashnode.dev](https://akarshsabbavarapu09.hashnode.dev/why-every-ai-system-i-ship-is-cited-measured-and-honest-about-its-limits?utm_source=hashnode&utm_medium=feed) [Akarsh Sabbavarapu](https://hashnode.com/@akarshsabbavarapu09) · [Oct 12](https://hashnode.com/posts/i-read-10-job-descriptions-then-built-what-they-asked-for/6acce290df3ff43cd552088d) ### [I read 10 job descriptions, then built what they asked for.](https://akarshsabbavarapu09.hashnode.dev/i-read-10-job-descriptions-then-built-what-they-asked-for?utm_source=hashnode&utm_medium=feed) Most portfolio advice says build what you find interesting. I did that for a while. It got me nine repos and 1,583 tests, and I was proud of them. But I couldn't tell whether they matched what compani 6 min read · [akarshsabbavarapu09.hashnode.dev](https://akarshsabbavarapu09.hashnode.dev/i-read-10-job-descriptions-then-built-what-they-asked-for?utm_source=hashnode&utm_medium=feed) [1](https://hashnode.com/posts/i-read-10-job-descriptions-then-built-what-they-asked-for/6acce290df3ff43cd552088d) [Akarsh Sabbavarapu](https://hashnode.com/@akarshsabbavarapu09) · [Oct 10](https://hashnode.com/posts/i-built-9-ai-systems-for-gtm-teams-here-is-the-architecture/6acaab3f25da3f05d7708e8b) ### [I built 9 AI systems for GTM teams. Here is the architecture.](https://akarshsabbavarapu09.hashnode.dev/i-built-9-ai-systems-for-gtm-teams-here-is-the-architecture?utm_source=hashnode&utm_medium=feed) Every sales pipeline starts with something ugly. Usually it's a CSV. Someone exported it from a trade show scanner or a webinar tool, and half the rows have a company name and nothing else. A few have 6 min read · [akarshsabbavarapu09.hashnode.dev](https://akarshsabbavarapu09.hashnode.dev/i-built-9-ai-systems-for-gtm-teams-here-is-the-architecture?utm_source=hashnode&utm_medium=feed) [Anshul Sandal](https://hashnode.com/@anshulsandal) · [Oct 7](https://hashnode.com/posts/stop-finding-out-your-shopify-tracking-broke-from-a-dashboard-test-it-with-playwright/6ac659156553cf45b78d76c7) ### [Stop Finding Out Your Shopify Tracking Broke From a Dashboard: Test It With Playwright](https://web-daries.hashnode.dev/stop-finding-out-your-shopify-tracking-broke-from-a-dashboard-test-it-with-playwright?utm_source=hashnode&utm_medium=feed) Learn how to automatically test Shopify purchase tracking with Playwright and CI. Catch missing, duplicate and wrong events before they waste ad spend 8 min read · [web-daries.hashnode.dev](https://web-daries.hashnode.dev/stop-finding-out-your-shopify-tracking-broke-from-a-dashboard-test-it-with-playwright?utm_source=hashnode&utm_medium=feed) [Syed Muhammad Ali](https://hashnode.com/@s-m-ali) · [Aug 1](https://hashnode.com/posts/google-tag-manager-ga4-setup-for-next-js-16-2026-guide/6a6d7a3396332e6b7614ffb6) ### [Google Tag Manager & GA4 Setup for Next.js 16 (2026 Guide)](https://devstacked.hashnode.dev/google-tag-manager-ga4-setup-for-next-js-16-2026-guide?utm_source=hashnode&utm_medium=feed) Learn how to set up Google Tag Manager and GA4 in Next.js 16 App Router — GTM container, GA4 property, custom events, and Consent Mode, step by step. 22 min read · [devstacked.hashnode.dev](https://devstacked.hashnode.dev/google-tag-manager-ga4-setup-for-next-js-16-2026-guide?utm_source=hashnode&utm_medium=feed) [Rachel Smith](https://hashnode.com/@rachel-smith) · [Jul 27](https://hashnode.com/posts/cold-email-deliverability-checklist-2026/6a67bf7892547054dd8d3f97) ### [Cold Email Deliverability Checklist (2026)](https://agentgtm.hashnode.dev/cold-email-deliverability-checklist-2026?utm_source=hashnode&utm_medium=feed) The 10 checks before any cold campaign sends: SPF/DKIM/DMARC, warmup, verification, safe volume, and recovering a burned domain. 4 min read · [agentgtm.hashnode.dev](https://agentgtm.hashnode.dev/cold-email-deliverability-checklist-2026?utm_source=hashnode&utm_medium=feed) [1](https://hashnode.com/posts/cold-email-deliverability-checklist-2026/6a67bf7892547054dd8d3f97) [Juan Diego Isaza A.](https://hashnode.com/@ghostbrand) · [May 7](https://hashnode.com/posts/onetrust-cookie-consent-implementation-practical-guide/69fd24f882d03764ddcc4291) ### [OneTrust Cookie Consent Implementation: Practical Guide](https://ghostbrand.hashnode.dev/onetrust-cookie-consent-implementation-practical-guide?utm_source=hashnode&utm_medium=feed) A practical OneTrust cookie consent implementation guide: category mapping, GTM consent gating, one working code example, and a QA checklist. 4 min read · [ghostbrand.hashnode.dev](https://ghostbrand.hashnode.dev/onetrust-cookie-consent-implementation-practical-guide?utm_source=hashnode&utm_medium=feed)