Each row above rewards a short explanation of the no-code path and the point where a developer earns their keep.
Strategy, personas, and journey maps
This is pure research and writing work, and it decides more of the outcome than any build task. A team fills in free templates for goals, personas, and a ranked wishlist, and needs technical help only if it wants data pulled automatically from a CRM instead of entered by hand [7].
Building launchpad pages
Assembling the launch pages from a themed, modular editor is fully no-code, so a marketer builds and publishes the first version without a ticket [1]. A developer enters only if the design calls for a layout the theme's modules cannot express.
Editing copy, fonts, and colors
Changing text, brand colors, and fonts across the whole site is a simple-editor task with no code and no developer [2]. This is the day-to-day work of continuous improvement, and keeping it in the marketer's hands is what makes weekly iteration possible.
Heatmaps, recordings, and surveys
After a one-time tracking install, all behavior research runs on its own, and nontechnical users create surveys and review recordings without help [5]. There is no recurring developer dependency once the snippet is in place.
A/B tests on page elements
A marketer builds and launches element-level tests in a visual editor, so the tooling is no-code [4]. The real limits are traffic volume and, for backend or server-side experiments, engineering; page-level visual tests stay in the marketer's hands [4].
Custom integrations and structured data
Native connectors handle common app-to-app links without code, but anything beyond them, along with custom schema and custom modules, is where a developer or technical partner is worth bringing in [4][8]. The next section covers that boundary in detail.