Junip

Merchants praise Junip's core feature set, especially the collection link, and use it as a foundation for building custom analytics on top.

“I’ve spent a ton of time vibe coding in Shopify. I think I’m pretty good at it. I don’t do it during the day. But it’s my current night, weekend, and early morning obsession. No idea why but it’s so fun and rewarding. Plus makes me more money. I’m setting up 2-3 new landing pages or multi variate CRO tests per week. Here’s a bunch of what I’ve learned and some tips on my process: Strategy is so important because of how fast you can move now. Our hit rate is higher than ever on CRO tests. I have a bunch of skills I built for CRO and insights. CRO skill - trained on CRO best practices and frameworks, all of our past intelligems tests, and site traffic to prioritize. But most importantly attached to a giant customer intelligence file that is fed via api from Typeform, listen labs, outer signal, junip, and more. Every survey we run or review we get makes this step better. I have a few different skills for building new pages or features. They kick off the insights process and competitor analysis. They build a html brief compiling all of this with some low fidelity mockups. The mockups are usually rough, even though they are using the design system. I’m sure I can architect some of the skills better, but it always makes mistakes and takes some trial and error. But I can get it looking 90% or the way there in an html file pretty easily. From there I have two workflows. One is pushing straight to Shopify. I have html to liquid skills that are trained on our theme architecture and requirements. Then using the Shopify CLI. Always building locally and pushing to a dev theme to preview. My favorite way to do this is on my phone using remote control and wispr. I often find it’s easier to polish designs in Shopify because it has all of our CSS. The other workflow is going from html to Figma. I find the Figma mcp is bad for this, so I use the html to Figma plugin. It’s not perfect but it gets the job done. I’ll have my design team polish the last 10% in Figma, and then I’ll use the Figma mcp to push back to Claude and then liquid. I find the Figma mcp much better for this part than pushing to Figma. From here I can just finish in Shopify and then I have a skill to manage the whole GitHub push/ pull/ merge/ PR process. Also been using Greptile for code reviews. I’ll often get a 3/5 at first and just feed Greptiles comments back into Claude; do 2 rounds of iterations and gets tons 4/5 and then I will submit the PR again. Before the PR I have two share skills. One is a design system audit, and the other is one I built for compliance to our theme that is based on feedback from early PR mistakes. A lot of things just trial and error. It’s like a video game; you just push, aww where you get stuck and try new things to push past it. When one approach works, build a skill to repeat it and it becomes part of hour workflow. But you’ll probably want to iterate on your skills. Happy to answer any questions or show some things I’ve built. At first I thought I was only gonna do this for landing pages. But I rebuild our cart while I was poolside last week, have a nav test, etc. I truly think one person can now run a best in class CRO/ experimentation program that encompasses strategy, research, design, copywriting, development, and analysis. Maybe it’s not the best in the world, but it would normally cost a lot more. We’re still hiring for this person. I’m essentially going to train one highly ambitious person on this workflow and give them a bunch of tokens. If that’s you, hit me up.”— @codyplof on X

Builders pipe Junip's review data into custom dashboards and MCP-powered analysis, treating it as a real customer intelligence source.

“Let's see ... over the last week I've been learning Claude Code and have so far I've built: - my dream dashboard that includes targets - comprehensive Klaviyo flow and campaign report - Junip MCP to do customer intelligence and review analysis - and now I'm I'm currently making a bottom up Retention Curve model to help predict future return customer revenue - next I'm going to work on syncing everything together I also trained Claude on all of the content from my favourite DTC folks. This is soooo much fun!!! Wish I would have started this months ago. But damn, I could do this all day. It's wild!”— @cmikulin on X

Junip plugs into broader Shopify tech stacks, including custom-built dashboards and marketing analysis workflows.

“So far with Claude Code I’ve built … ✅ Complete Performance Dashboard, customized for everything we need to see so far (always finding new stuff to add and finding easy UI ways to bring it in so as to not overwhelm the team) ✅ MMM analysis w/ PyMC that takes into account full marketing calendar, Kno commerce data, brand vs non-brand campaigns, upper TOF vs TOF, search console, Amazon, retail sales ✅ Customer intelligence dashboard that with my own Junip MCP that will run weekly to uncover trends, also tells me which issues are resolving vs active ✅ Retention curve for predicting future return customer revenue ✅ CPMr chart for TOF that helps me see how we compare to our 4wk rolling average and flags if we’re 10% above ✅ Daily and Weekly Deep Dives to help uncover issues, includes website scan for 404s and out of stock/low stock SKUs ✅ Automated promo impact analysis that looks at new customer and return customer lift ✅ Amazon, TTS and DTC deduplication analysis to review cannibalization This has probably been the most fun I’ve had building in DTC since the post COVID boom when my old agency started.”— @cmikulin on X

Junip costs more than budget rivals like Judge.me, but merchants who switch for savings often regret the drop in review performance.

“@thedanielokon Go to judge me or junip. They have the same features. Okendo is a scam at this point”— @ecom_joseph on X

Merchants rank Junip alongside Judge.me as the top two review apps, while dismissing Okendo as overpriced and outdated.

“Review apps... So a few months ago I moved from Junip to @judgeme because it would save me $65+ a month. I'm not sure its worth the savings. Inside my orders I have a QR code asking people to leave a review - Im seeing that most reviews come in via that QR code not via email marketing. That review link is an amazing feature from Junip - and something judgeme doesn't do as well. It allows someone to just put in their email and then see what products they bought 🔥. The review link on Judgeme forces someone to search by product name, which leads to bouncing and less reviews. (Seen in the first frame of the video)”— @austriker27 on X

Junip's collection link is called out by name for driving submission rates above 10%, well ahead of clunkier alternatives.

“Yo @celispj it would be super rad if y'all could add a review link like Junip. Your current one requires a customer to search through product names which is cumbersome and meh. The junip collection link helps me achieve > 10% submission rate on reviews. I use it all the time”— @austriker27 on X